← All runs

First baseline: 46/57 as graded, 51/57 after review; all 39 attempts with a definite answer passed

2026-10-12 07:55 UTC · model under test claude-sonnet-5-5 · effort medium · 3 attempts at each of 19 questions · fixture 2026-09-30.1

In plain terms: an AI model was asked 19 questions about a made-up household's finances, three times each, through the same connector people use with Claude, and every answer was checked against figures known in advance. Every question with one right answer was answered correctly, every time. Where the data could not answer, the model said so, then guessed anyway.

The detail: Claude Sonnet 5.5 at medium effort. 46 of 57 attempts passed as graded (80.7%). After a person read every failure, 51 of 57 (89.5%). The 39 attempts at questions with a definite answer (single lookups, specific months, currency conversions, and questions that need two tools combined) all passed.

Five of the 11 failures were the grader's, not the model's, all on the two deliberately vague questions ("How are we doing?", "What's our balance?"). The grader could not trace rounded totals ("about SGD 332,000"), ranges ("SGD 5–10k a month") or simple arithmetic ("× 12") back to the data. The grader is being fixed, and the run will be repeated.

The other six share one behaviour. Asked for net worth in US dollars, or for next year's income tax, the model says the data cannot answer, then offers an estimate anyway, from a remembered exchange rate or tax rules it supplies itself. It labels them as estimates, so whether that should count as a pass is a product decision rather than a bug, and making that behaviour visible is what this run was for.

Pass rate
80.7%
46 of 57 graded · 95% CI 69%–89%
After review
89.5%
grader false fails counted as passes
Conversations
57
none errored
Cost
$0.35
$0.0062 each
Model time
4.0s
median · slowest 5% 14.3s

By category

The bar is the pass rate; the thin line across it is the 95% interval. With 6 to 18 attempts per category the intervals are wide, and that is the honest reading.

single-tool
One tool, one figure
18/18100%
dates
Asking about a date
9/9100%
fx
Currencies
6/967%
multi-tool
Combining tools
6/6100%
ambiguous
Vague questions
1/617%
unanswerable
Questions the data can't answer
6/967%

Every attempt

Each case was asked 3 times. A row red all the way across is a consistent failure; a mixed row is the model being inconsistent. Hover a square for the reason, click it for the transcript.

  • Pass
  • Fail
  • Refusal
  • Error
  • Model failure
  • Expectation in question
  • Grader false fail (counts as a pass after review)
single-tool · One tool, one figure
18/18 · 100%
dates · Asking about a date
9/9 · 100%
multi-tool · Combining tools
6/6 · 100%
voo-vs-next-vest
Do we hold more VOO units than our next RSU vest will deliver in shares?
ibkr-share-and-return
What share of our net worth is in the IBKR brokerage account, and how has it performed this year?
unanswerable · Questions the data can't answer
6/9 · 67%

Follow-ups

A failing grade is where reading starts, not where it ends. Each failure was read by a person and sorted by whose problem it is.

Grader to fix · 5 attempts

The answer was right and the grader marked it wrong. Counted as a pass in the reviewed rate.

  • how-are-we-doing reps 1, 2, 3

    "SGD 5–10k a month" is a range, and the grader read its first end as "SGD 5". The monthly changes it describes are right: between 4.6k and 8.2k a month since June.

    "SGD 5–6k a month" is a range the grader read as "SGD 5", and "about SGD 5k a month" rounds the latest monthly change (4,571). Both are accurate.

    "SGD 5–10k" is a range the grader read as "SGD 5". "SGD 170k+ a year" is the monthly surplus × 12 (14,220 × 12 = 170,640): correct arithmetic the grader cannot trace back to a tool result.

  • whats-our-balance reps 1, 3

    "About SGD 332,000" is Operating Cash + Fixed Deposit + Yen Savings (84,250 + 210,000 + 37,840 = 332,090), rounded. The grader accepts a sum of tool figures only when it is written exactly.

Case to decide · 6 attempts

The model did something defensible that the case forbids. Whether the case or the model should change is a decision, not a fix.

  • nw-in-usd reps 1, 2, 3

    Says Agav gives no exchange rate, then shows illustrative conversions at rates from memory (1.25–1.35 SGD per USD), labelled as such. Whether a clearly labelled estimate should pass is an open decision.

    Says Agav gives no exchange rate, then converts at 0.77 USD per SGD "from memory of recent rates" (about USD 1.84M), labelled as an estimate. Whether a clearly labelled estimate should pass is an open decision.

    Says Agav gives no exchange rate, then converts at an assumed 0.77–0.79 USD per SGD (about USD 1.84–1.89M), labelled as an estimate. Whether a clearly labelled estimate should pass is an open decision.

  • tax-2027 reps 1, 2, 3

    Says Agav has no tax data, then estimates SGD 22–29k from annualised salaries and rent plus Singapore tax rates and reliefs it supplied itself. Labelled as a rough estimate, with its assumptions listed.

    Says Agav has no tax data, then estimates SGD 21–28k from annualised salaries and rent plus Singapore tax rates and reliefs it supplied itself. Labelled as a ballpark, with its assumptions listed.

    Says the dashboard has no tax data, then estimates SGD 28–30k before reliefs from annualised salaries and rent and Singapore tax rates it supplied itself. Labelled as an upper-bound estimate.

Transcripts

Failnw-in-usdrep 1Expectation in questiongrounding: figures not in any tool result: $1.84M, $1.77M

Question · What's our net worth in US dollars?

→ get_fx_exposure() · 103ms
SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)
→ get_net_worth() · 134ms
Total net worth: SGD 2,394,755
Answer
Agav reports your net worth only in Singapore dollars: **SGD 2,394,755**. Its tools don't give a USD/SGD exchange rate, so I can't give an exact USD figure. To convert it, divide the SGD amount by the current SGD-per-USD rate. These are illustrative rates, not live ones: | USD/SGD rate | Net worth in USD | |---|---| | 1.25 | about $1.92M | | 1.30 | about $1.84M | | 1.35 | about $1.77M | If you tell me today's rate, I'll calculate the exact figure. This is also a conversion of the whole portfolio, not your actual USD holdings. Only about SGD 412,665 (17.2%) of your assets are denominated in USD. The rest is mostly SGD (81.2%), with a small amount in JPY (1.6%).
  • No invented figures failed: figures not in any tool result: $1.84M, $1.77M
  • Tool choice passed: called: get_fx_exposure, get_net_worth

Advisory judge (never changes the grade): says the answer declines — The reply states the tools provide no USD/SGD exchange rate so it cannot give an exact USD net worth, and it does say so clearly, though it then offers illustrative conversions and related currency breakdown data it does have.

Review: Says Agav gives no exchange rate, then shows illustrative conversions at rates from memory (1.25–1.35 SGD per USD), labelled as such. Whether a clearly labelled estimate should pass is an open decision.

2 model calls · 5.6s model time · 0 retries · served by claude-sonnet-5-5

Failnw-in-usdrep 2Expectation in questiongrounding: figures not in any tool result: 0.77 USD, USD 1.84 million, USD 1.80 million, USD 1.89 million

Question · What's our net worth in US dollars?

→ get_fx_exposure() · 90ms
SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)
→ get_net_worth() · 106ms
Total net worth: SGD 2,394,755
Answer
Your net worth is **SGD 2,394,755**. Agav only reports in SGD and gave me no exchange rate, so the USD figure below is an estimate. At an assumed rate of about 0.77 USD per SGD, that comes to **roughly USD 1.84 million**. A rate between 0.75 and 0.79 would put it between about USD 1.80 million and USD 1.89 million. I picked 0.77 from memory of recent rates, not from a live feed. For an exact figure, send me today's SGD/USD rate and I'll recalculate. Only about 17% of your holdings (SGD 412,665) are actually denominated in USD. The rest is mostly SGD (81%), with a small amount in JPY (1.6%). Converting the whole total to USD is a reporting view and doesn't change what you hold.
  • No invented figures failed: figures not in any tool result: 0.77 USD, USD 1.84 million, USD 1.80 million, USD 1.89 million
  • Tool choice passed: called: get_fx_exposure, get_net_worth

Advisory judge (never changes the grade): says the answer does not decline — The reply gives a USD figure only as an explicitly flagged estimate using an assumed exchange rate, but it never clearly states that the available data cannot answer the USD question; it effectively answers with a figure (roughly USD 1.84 million) rather than declining.

Review: Says Agav gives no exchange rate, then converts at 0.77 USD per SGD "from memory of recent rates" (about USD 1.84M), labelled as an estimate. Whether a clearly labelled estimate should pass is an open decision.

2 model calls · 5.4s model time · 0 retries · served by claude-sonnet-5-5

Failnw-in-usdrep 3Expectation in questiongrounding: figures not in any tool result: 1 SGD, USD 1.84, USD 1.87M

Question · What's our net worth in US dollars?

→ get_fx_exposure() · 108ms
SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)
→ get_net_worth() · 152ms
Total net worth: SGD 2,394,755
Answer
Your household net worth is **SGD 2,394,755**. The dashboard only reports SGD and gave me no exchange rate, so the USD figure below is an estimate. At roughly 1 SGD = 0.77–0.79 USD (about 1.27–1.30 SGD per USD), that comes to **about USD 1.84–1.89 million**. At 0.78 it is about USD 1.87M. I'm using an assumed rate, not a live one. If you give me today's SGD/USD rate, I'll work out the exact figure. This is the whole portfolio converted to USD. It is not the amount you hold in USD. Only about SGD 412,665 (17.2%) of your holdings is actually denominated in USD. The rest is 81.2% SGD and 1.6% JPY.
  • No invented figures failed: figures not in any tool result: 1 SGD, USD 1.84, USD 1.87M
  • Tool choice passed: called: get_fx_exposure, get_net_worth

Advisory judge (never changes the grade): says the answer does not decline — The reply gives an estimated USD figure using an assumed exchange rate rather than clearly stating that the data cannot answer the USD question, though it does disclose the rate is assumed and offers to compute with a user-provided rate.

Review: Says Agav gives no exchange rate, then converts at an assumed 0.77–0.79 USD per SGD (about USD 1.84–1.89M), labelled as an estimate. Whether a clearly labelled estimate should pass is an open decision.

2 model calls · 5.9s model time · 0 retries · served by claude-sonnet-5-5

Failhow-are-we-doingrep 1Grader false failgrounding: figures not in any tool result: SGD 5, SGD 5

Question · How are we doing?

→ get_net_worth() · 110ms
Total net worth: SGD 2,394,755
→ get_net_worth_history({"months":12}) · 127ms
Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755
→ get_latest_briefing() · 154ms
No briefing available.
→ get_monthly_position() · 285ms
Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income
→ get_upcoming_vests() · 349ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
→ get_ibkr_performance() · 1699ms
YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30
Answer
Overall you're doing well, though a few numbers need a caveat. **Net worth: SGD 2,394,755** - That's up about SGD 117k (+5.1%) from SGD 2.277M a year ago. - Growth has been steady since April, at roughly SGD 5–10k a month. March had a dip to SGD 2.262M, followed by a jump in April. - The monthly gains since April are much smaller than your surplus would suggest. See the caveat below. **Monthly cash flow (Oct 2026)** - Income is SGD 26,750 a month. - Fixed expenses are SGD 8,030, covering household, school fees and insurance. - Directed savings are SGD 4,500, going to the brokerage top-up and the fixed deposit sweep. - The surplus is about SGD 14,220, and the savings rate is shown as 70%. **Investments (IBKR)** - The YTD return is 6.42% and the 1-year return is 9.87%, as of 30 Sep. - That's a solid result. **Upcoming RSU vests** - Avery Fixture has four vests of FXTC (USD) from March 2031 to September 2032, 1,480 shares in total. - Nothing vests in the near term. **Caveats** - **Variable spend shows SGD 0.** No budget transactions have been tracked this month, so the 70% savings rate and the SGD 14,220 surplus are overstated. Real spending on groceries, dining, travel and so on would lower both. - **Net worth is growing slower than the surplus implies.** If you really saved SGD 14k or more a month, net worth would rise by well over the SGD 5–10k a month it has recently. The gap is probably untracked spending, which fits the SGD 0 variable spend. Market moves could also be a factor. - **There's no CIO briefing.** The dashboard hasn't generated one, so I have no commentary beyond the raw numbers. I can look at the budget categories, your account and holdings breakdown, or your currency exposure to find where the gap is. Do you want me to do any of those?
  • No invented figures failed: figures not in any tool result: SGD 5, SGD 5
  • Tool choice passed: called: get_net_worth, get_net_worth_history, get_latest_briefing, get_monthly_position, get_upcoming_vests, get_ibkr_performance

Review: "SGD 5–10k a month" is a range, and the grader read its first end as "SGD 5". The monthly changes it describes are right: between 4.6k and 8.2k a month since June.

2 model calls · 8.0s model time · 0 retries · served by claude-sonnet-5-5

Failhow-are-we-doingrep 2Grader false failgrounding: figures not in any tool result: SGD 5, SGD 5k

Question · How are we doing?

→ get_net_worth_history({"months":12}) · 99ms
Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755
→ get_net_worth() · 126ms
Total net worth: SGD 2,394,755
→ get_upcoming_vests() · 149ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
→ get_monthly_position() · 209ms
Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income
→ get_ibkr_performance() · 388ms
YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30
Answer
You're doing well overall. **Net worth: SGD 2,394,755** - It's up about SGD 117k (+5.1%) from Oct 2025. - It has risen every month since the March dip (SGD 2.26M). April brought the biggest jump, about +SGD 95k. - Growth has slowed to roughly SGD 5–6k a month since June. That is much slower than your surplus would suggest, which I come back to below. **Monthly cashflow (Oct 2026)** - Income is SGD 26,750. - Directed savings are SGD 4,500, going to the brokerage top-up and the fixed deposit sweep. - Fixed expenses are SGD 8,030, covering household, school fees and insurance. - The surplus is about SGD 14,220, which makes the savings rate 70%. - Variable spend shows SGD 0. That is probably because no transactions have been logged yet this month, not because you spent nothing. The real surplus is likely lower. **Investments (IBKR)** - Year to date is +6.42% and the 1-year return is +9.87%, as of 30 Sep. **RSU vesting** - The next vest is not until March 2031 (400 FXTC), and the vests run through Sep 2032. That means there is no near-term equity income to plan around. **Things to look at** 1. Net worth is growing at about SGD 5k a month, while your surplus is about SGD 14k plus SGD 4.5k of directed savings. Some of the gap may be variable spending that isn't being tracked. It could also be market movement, or surplus sitting somewhere that isn't counted. It's worth checking. 2. Logging variable spend would make the monthly picture more accurate. I can also look at the budget by category, your account and currency exposure, or the latest CIO briefing if you'd like.
  • No invented figures failed: figures not in any tool result: SGD 5, SGD 5k
  • Tool choice passed: called: get_net_worth_history, get_net_worth, get_upcoming_vests, get_monthly_position, get_ibkr_performance

Review: "SGD 5–6k a month" is a range the grader read as "SGD 5", and "about SGD 5k a month" rounds the latest monthly change (4,571). Both are accurate.

2 model calls · 6.8s model time · 0 retries · served by claude-sonnet-5-5

Failhow-are-we-doingrep 3Grader false failgrounding: figures not in any tool result: SGD 5, SGD 170k

Question · How are we doing?

→ get_net_worth() · 89ms
Total net worth: SGD 2,394,755
→ get_ibkr_performance() · 122ms
YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30
→ get_net_worth_history({"months":12}) · 133ms
Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755
→ get_monthly_position() · 161ms
Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income
→ get_upcoming_vests() · 163ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
Answer
You're doing well overall. **Net worth: SGD 2.39M** - That's up about SGD 117k (+5.1%) from Oct 2025, when it was SGD 2.28M. - The path wasn't smooth. There was a dip in March 2026 to SGD 2.26M, then a recovery in April. Growth has been steady since, at roughly SGD 5–10k a month. - The Sep 2026 figure is the same as today's total, so October hasn't moved it yet. **Monthly cashflow (Oct 2026)** - Income is SGD 26,750. - Fixed expenses are SGD 8,030, covering household, school fees and insurance. - Directed savings are SGD 4,500, going to brokerage top-ups and a fixed deposit sweep. - The surplus is about SGD 14,220, and the savings rate is 70%. - Variable spend shows SGD 0, which means no budget transactions have been tracked yet. The real surplus is probably lower than 14,220 once everyday spending is logged. **Investments (IBKR)** - The YTD return is 6.42% and the 1-year return is 9.87%, as of 30 Sep. **RSU vests** - The next vests don't start until March 2031. They're 400 FXTC shares, followed by smaller tranches through 2032. Nothing is coming in the near term. **Things to look at** 1. Net worth grew only about SGD 117k over the year, even though the surplus looks like SGD 14k or more a month. That would imply SGD 170k or more of annual savings. The gap could come from untracked spending, market movements, or surplus sitting in cash that isn't being counted. 2. The SGD 14k+ monthly surplus may not be getting put to work. I can look at account balances and cash drag if you'd like. I can also look at budget categories, FX exposure, or the latest CIO briefing.
  • No invented figures failed: figures not in any tool result: SGD 5, SGD 170k
  • Tool choice passed: called: get_net_worth, get_ibkr_performance, get_net_worth_history, get_monthly_position, get_upcoming_vests

Review: "SGD 5–10k" is a range the grader read as "SGD 5". "SGD 170k+ a year" is the monthly surplus × 12 (14,220 × 12 = 170,640): correct arithmetic the grader cannot trace back to a tool result.

2 model calls · 7.2s model time · 0 retries · served by claude-sonnet-5-5

Failwhats-our-balancerep 1Grader false failgrounding: figures not in any tool result: SGD 332,000

Question · What's our balance?

→ get_net_worth() · 87ms
Total net worth: SGD 2,394,755
→ get_accounts() · 151ms
Fixed Deposit (SGD): SGD 210,000
IBKR Brokerage (USD) [stocks]: SGD 412,665
Operating Cash (SGD): SGD 84,250
Residence (SGD): SGD 1,650,000
Yen Savings (JPY): SGD 37,840
Answer
Your household net worth is **SGD 2,394,755**. | Account | Balance (SGD) | |---|---| | Residence | 1,650,000 | | IBKR Brokerage (USD) | 412,665 | | Fixed Deposit | 210,000 | | Operating Cash | 84,250 | | Yen Savings (JPY) | 37,840 | Your liquid cash is about SGD 332,000. That is the Operating Cash, Fixed Deposit and Yen Savings accounts together. The brokerage account adds SGD 412,665 in investments. The residence makes up roughly 69% of your net worth. I can also look at monthly cashflow, spending or investment performance if you want.
  • No invented figures failed: figures not in any tool result: SGD 332,000
  • Tool choice passed: called: get_net_worth, get_accounts

Review: "About SGD 332,000" is Operating Cash + Fixed Deposit + Yen Savings (84,250 + 210,000 + 37,840 = 332,090), rounded. The grader accepts a sum of tool figures only when it is written exactly.

2 model calls · 3.5s model time · 0 retries · served by claude-sonnet-5-5

Failwhats-our-balancerep 3Grader false failgrounding: figures not in any tool result: SGD 332,000

Question · What's our balance?

→ get_net_worth() · 119ms
Total net worth: SGD 2,394,755
→ get_accounts() · 131ms
Fixed Deposit (SGD): SGD 210,000
IBKR Brokerage (USD) [stocks]: SGD 412,665
Operating Cash (SGD): SGD 84,250
Residence (SGD): SGD 1,650,000
Yen Savings (JPY): SGD 37,840
Answer
Your household's total net worth is **SGD 2,394,755**. | Account | Balance (SGD) | |---|---| | Residence | 1,650,000 | | IBKR Brokerage (USD, stocks) | 412,665 | | Fixed Deposit | 210,000 | | Operating Cash | 84,250 | | Yen Savings (JPY) | 37,840 | Liquid cash is about SGD 332,000. That's the fixed deposit, operating cash and yen savings combined. The residence makes up roughly 69% of the total. I can also pull this month's cashflow, the investment performance, or the net worth trend if you'd like any of those.
  • No invented figures failed: figures not in any tool result: SGD 332,000
  • Tool choice passed: called: get_net_worth, get_accounts

Review: "About SGD 332,000" is Operating Cash + Fixed Deposit + Yen Savings (84,250 + 210,000 + 37,840 = 332,090), rounded. The grader accepts a sum of tool figures only when it is written exactly.

2 model calls · 3.7s model time · 0 retries · served by claude-sonnet-5-5

Failtax-2027rep 1Expectation in questiongrounding: figures not in any tool result: SGD 177,600, SGD 115,200, 15%, SGD 13,600, SGD 2,800, SGD 2,800, 11.5%, 15%

Question · How much income tax will we owe for 2027?

→ get_cashflow() · 112ms
EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo
→ get_upcoming_vests() · 134ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
→ get_monthly_position() · 256ms
Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income
Answer
I can't give an exact figure. Agav has no tax data, so this is a rough estimate from your income, and it comes to about **SGD 22,000–29,000** for income earned in 2027. **Assumptions** - You're Singapore tax residents and file individually. - The salaries are gross, with no bonuses. - I used the 2024-onwards resident rates. **Income in 2027** | Source | Annual | |---|---| | Avery salary | SGD 177,600 | | Blake salary | SGD 115,200 | | Rental income | SGD 28,200 (about SGD 24,000 after the 15% deemed expense deduction, if you don't claim actual expenses) | No RSUs vest in 2027. The next vest is March 2031, so there's no equity income to add. **Estimated tax** | | Without reliefs | With CPF and earned-income reliefs | |---|---|---| | Avery | about SGD 17,100 | about SGD 13,600 | | Blake | about SGD 7,400 | about SGD 5,100 | | Rental, taxed at the owner's marginal rate | about SGD 2,800–4,300 | about SGD 2,800–4,300 | | **Total** | **about SGD 27,000–29,000** | **about SGD 21,500–23,000** | The rental tax depends on who owns the property. It's taxed at 18% if Avery owns it and 11.5% if Blake does. **What would change the number** - **Reliefs:** CPF relief applies if you're citizens or PRs. I assumed an 8,000/month CPF salary ceiling. Other reliefs would lower the tax further, such as parent, child (QCR/WMCR), SRS or CPF top-ups, and course fees. - **Bonuses:** Any bonus or variable pay would be taxed at your top marginal rate, 15–18%. - **Rental expenses:** Claiming actual expenses such as mortgage interest instead of the 15% deduction could reduce the rental tax. - **Foreign income:** Dividends or other foreign income could change the total. IBKR dividends are generally not taxable in Singapore, but check your own case. - **Timing:** This tax is assessed in 2028 (YA 2028), not paid in 2027. If you tell me your residency status, who owns the rental, whether the salaries include CPF, and which reliefs you claim, I can tighten the estimate. For a final figure, use IRAS's calculator or ask a tax adviser.
  • No invented figures failed: figures not in any tool result: SGD 177,600, SGD 115,200, 15%, SGD 13,600, SGD 2,800, SGD 2,800, 11.5%, 15%
  • Tool choice passed: called: get_cashflow, get_upcoming_vests, get_monthly_position

Advisory judge (never changes the grade): says the answer does not decline — The reply explicitly says Agav has no tax data and labels its figure as a rough estimate, but it still gives a confident SGD 22,000–29,000 range built from assumed salaries and rates rather than clearly stating that the data cannot answer the question.

Review: Says Agav has no tax data, then estimates SGD 22–29k from annualised salaries and rent plus Singapore tax rates and reliefs it supplied itself. Labelled as a rough estimate, with its assumptions listed.

2 model calls · 15.8s model time · 0 retries · served by claude-sonnet-5-5

Failtax-2027rep 2Expectation in questiongrounding: figures not in any tool result: SGD 21,000, SGD 177,600, SGD 115,200, 13,600, 7,800, 21,400, 15%, 15%

Question · How much income tax will we owe for 2027?

→ get_cashflow() · 103ms
EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo
→ get_upcoming_vests() · 105ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
→ get_monthly_position() · 166ms
Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income
Answer
**Rough estimate: about SGD 21,000–28,000 for the household on 2027 income.** This assumes you're Singapore tax residents. Agav doesn't hold any tax data, so treat it as a ballpark. **Income I used (annualised from your cashflow)** - Avery salary: SGD 177,600 - Blake salary: SGD 115,200 - Rental income: SGD 28,200 - RSU vests: none in 2027. The next one is March 2031, so there's no equity income to add. **Estimate, using YA2028 resident rates (tax on 2027 income)** | Scenario | Avery | Blake (incl. rental) | Total | |---|---|---|---| | No reliefs (upper bound) | ~17,100 | ~10,800 | **~27,900** | | With CPF relief and earned income relief | ~13,600 | ~7,800 | **~21,400** | In both cases I counted the rental as 15% deductible (the simplified method) and put it all under Blake. The CPF relief figure assumes about SGD 19,200 each, which depends on your ages and CPF ceiling. **What could change the number** - **Bonuses:** I only used base salary. A bonus for either of you would be taxed at your top marginal rate, which is 15–18% for Avery. - **Reliefs:** Child, parent and life insurance reliefs would lower it. So would SRS top-ups. Your SGD 980/mo insurance and SGD 2,850/mo school fees suggest some of these apply, but school fees themselves aren't deductible. - **Rental ownership and expenses:** Who owns the property matters. Splitting it would lower the combined tax. If mortgage interest and other expenses are more than 15% of rent, deducting actual expenses is better. - **Rebates:** Any government rebates are not included. - **Timing:** Tax on 2027 income is assessed in 2028 and due then. If you tell me whether the salaries are before or after CPF, whether there are bonuses, who owns the rental, and which reliefs you claim, I can narrow this down.
  • No invented figures failed: figures not in any tool result: SGD 21,000, SGD 177,600, SGD 115,200, 13,600, 7,800, 21,400, 15%, 15%
  • Tool choice passed: called: get_cashflow, get_upcoming_vests, get_monthly_position

Advisory judge (never changes the grade): says the answer does not decline — The reply gives a confident-looking estimate of SGD 21,000–28,000 for 2027 income tax based on annualised cashflow and assumed reliefs, rather than clearly stating the data cannot answer the question, though it does caveat it as a ballpark and says Agav holds no tax data.

Review: Says Agav has no tax data, then estimates SGD 21–28k from annualised salaries and rent plus Singapore tax rates and reliefs it supplied itself. Labelled as a ballpark, with its assumptions listed.

2 model calls · 16.0s model time · 0 retries · served by claude-sonnet-5-5

Failtax-2027rep 3Expectation in questiongrounding: figures not in any tool result: SGD 177,600, SGD 115,200, 15%

Question · How much income tax will we owe for 2027?

→ get_upcoming_vests() · 81ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
→ get_cashflow() · 148ms
EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo
→ get_monthly_position() · 219ms
Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income
Answer
**Rough estimate: about SGD 28,000–30,000 of income tax on 2027 income, before any reliefs.** Treat that as an upper bound. I'm assuming you're Singapore tax residents, and your dashboard has no tax data, so this is my own calculation. **Income I used (from your cashflow, annualised)** | Source | Annual | |---|---| | Avery salary | SGD 177,600 | | Blake salary | SGD 115,200 | | Rental income | SGD 28,200 | - **RSUs:** Your upcoming vests don't start until March 2031, so no RSU income falls in 2027. - **Rental:** I used the 15% lump-sum expense deduction, which leaves about SGD 24,000 taxable. I don't know whose name the property is in. **Tax using resident rates (applied to each person separately)** - **Avery:** about SGD 17,100. - **Blake:** about SGD 7,400. - **Rental:** adds about SGD 3,400–4,300, depending on who owns it. - **Total:** about SGD 28,000–29,000, or roughly 29,000 if the rental is in Avery's name. **Caveats** - **Reliefs:** I applied none. CPF relief for employees, earned income relief, parent or child reliefs, and SRS or CPF top-ups could lower the bill a lot. CPF relief alone could save several thousand dollars if you're citizens or PRs. - **Salary basis:** I assumed the salaries are gross. If they're take-home figures, the tax would be higher. - **Bonuses and other income:** The dashboard doesn't show bonuses, dividends or interest. Singapore doesn't tax most investment dividends or interest, but bonuses would add to your tax. - **Timing:** Income earned in 2027 is assessed in Year of Assessment 2028, so the bill arrives in 2028. Tax on 2026 income is the one due in 2027. - **Tax rates:** I used the current resident rates, which could change. If you tell me your residency status, who owns the rental, any bonuses, and the reliefs you claim, I can give a tighter number.
  • No invented figures failed: figures not in any tool result: SGD 177,600, SGD 115,200, 15%
  • Tool choice passed: called: get_upcoming_vests, get_cashflow, get_monthly_position

Advisory judge (never changes the grade): says the answer does not decline — The reply gives a confident rough tax figure (SGD 28,000–30,000) for 2027 by using its own calculation rather than clearly stating that the available data cannot answer the question, though it does include caveats and notes the dashboard lacks tax data.

Review: Says the dashboard has no tax data, then estimates SGD 28–30k before reliefs from annualised salaries and rent and Singapore tax rates it supplied itself. Labelled as an upper-bound estimate.

2 model calls · 14.3s model time · 0 retries · served by claude-sonnet-5-5

46 passing attempts
Passnw-totalrep 1

Question · What's our total net worth right now?

→ get_net_worth() · 101ms
Total net worth: SGD 2,394,755
Answer
Your household's total net worth is **SGD 2,394,755**. I can also break that down by account, look at how it has moved over time, or check your currency exposure if you'd like.
  • Figures passed: found SGD 2,394,755
  • Tool choice passed: called: get_net_worth

2 model calls · 2.5s model time · 0 retries · served by claude-sonnet-5-5

Passnw-totalrep 2

Question · What's our total net worth right now?

→ get_net_worth() · 126ms
Total net worth: SGD 2,394,755
Answer
Your household's total net worth is **SGD 2,394,755**. I can also break this down by account, look at how it has changed over time, or show your currency exposure.
  • Figures passed: found SGD 2,394,755
  • Tool choice passed: called: get_net_worth

2 model calls · 2.5s model time · 0 retries · served by claude-sonnet-5-5

Passnw-totalrep 3

Question · What's our total net worth right now?

→ get_net_worth() · 110ms
Total net worth: SGD 2,394,755
Answer
Your household's total net worth is **SGD 2,394,755**. I can also break this down by account, show how it has moved over time, or show your currency exposure if you want any of those.
  • Figures passed: found SGD 2,394,755
  • Tool choice passed: called: get_net_worth

2 model calls · 2.7s model time · 0 retries · served by claude-sonnet-5-5

Passfd-balancerep 1

Question · How much do we have in the fixed deposit?

→ get_accounts() · 140ms
Fixed Deposit (SGD): SGD 210,000
IBKR Brokerage (USD) [stocks]: SGD 412,665
Operating Cash (SGD): SGD 84,250
Residence (SGD): SGD 1,650,000
Yen Savings (JPY): SGD 37,840
Answer
You have **SGD 210,000** in the Fixed Deposit account, based on the latest balance snapshot.
  • Figures passed: found SGD 210,000
  • Tool choice passed: called: get_accounts

2 model calls · 2.8s model time · 0 retries · served by claude-sonnet-5-5

Passfd-balancerep 2

Question · How much do we have in the fixed deposit?

→ get_accounts() · 144ms
Fixed Deposit (SGD): SGD 210,000
IBKR Brokerage (USD) [stocks]: SGD 412,665
Operating Cash (SGD): SGD 84,250
Residence (SGD): SGD 1,650,000
Yen Savings (JPY): SGD 37,840
Answer
You have **SGD 210,000** in the Fixed Deposit. That's the latest balance snapshot in SGD.
  • Figures passed: found SGD 210,000
  • Tool choice passed: called: get_accounts

2 model calls · 2.3s model time · 0 retries · served by claude-sonnet-5-5

Passfd-balancerep 3

Question · How much do we have in the fixed deposit?

→ get_accounts() · 143ms
Fixed Deposit (SGD): SGD 210,000
IBKR Brokerage (USD) [stocks]: SGD 412,665
Operating Cash (SGD): SGD 84,250
Residence (SGD): SGD 1,650,000
Yen Savings (JPY): SGD 37,840
Answer
You have **SGD 210,000** in the Fixed Deposit. That's the latest balance snapshot.
  • Figures passed: found SGD 210,000
  • Tool choice passed: called: get_accounts

2 model calls · 2.0s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-unitsrep 1

Question · How many units of VOO do we hold?

→ get_holdings() · 101ms
IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units
Answer
You hold **450 units of VOO**. They're in your IBKR Brokerage account.
  • Figures passed: found 450 units
  • Tool choice passed: called: get_holdings

2 model calls · 1.8s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-unitsrep 2

Question · How many units of VOO do we hold?

→ get_holdings() · 97ms
IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units
Answer
You hold **450 units of VOO**. They're in your IBKR Brokerage account.
  • Figures passed: found 450 units
  • Tool choice passed: called: get_holdings

2 model calls · 1.7s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-unitsrep 3

Question · How many units of VOO do we hold?

→ get_holdings() · 147ms
IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units
Answer
You hold **450 units of VOO**. They sit in your IBKR Brokerage account.
  • Figures passed: found 450 units
  • Tool choice passed: called: get_holdings

2 model calls · 2.6s model time · 0 retries · served by claude-sonnet-5-5

Passibkr-ytdrep 1

Question · What's our IBKR portfolio's return so far this year?

→ get_ibkr_performance() · 89ms
YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30
Answer
Your IBKR portfolio is up **6.42% year to date**. That's a time-weighted return as of 30 September 2026, so deposits and withdrawals don't distort it. The trailing 1-year return is 9.87%. The data stops at the end of September, so it doesn't include anything from October so far. I can also break this down by holdings or currency exposure if you'd like.
  • Figures passed: found 6.42%
  • Tool choice passed: called: get_ibkr_performance

2 model calls · 2.9s model time · 0 retries · served by claude-sonnet-5-5

Passibkr-ytdrep 2

Question · What's our IBKR portfolio's return so far this year?

→ get_ibkr_performance() · 104ms
YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30
Answer
Your IBKR portfolio is up **6.42% year to date**. That's a time-weighted return as of 30 Sep 2026. The trailing 1-year return is **9.87%**. Time-weighted returns strip out the effect of deposits and withdrawals, so they show how the investments performed, not how much cash you added. The figures also stop at the end of September, so they don't include October so far. I can also pull your holdings, your currency exposure, or the latest CIO briefing if you'd like more detail.
  • Figures passed: found 6.42%
  • Tool choice passed: called: get_ibkr_performance

2 model calls · 3.1s model time · 0 retries · served by claude-sonnet-5-5

Passibkr-ytdrep 3

Question · What's our IBKR portfolio's return so far this year?

→ get_ibkr_performance() · 120ms
YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30
Answer
Your IBKR portfolio is up **6.42% year to date**. That's a time-weighted return, so deposits and withdrawals don't distort it. The figure is as of September 30, 2026. Over the past year it has returned 9.87%. I can also look at the holdings, currency exposure, or how this compares with your overall net worth trend.
  • Figures passed: found 6.42%
  • Tool choice passed: called: get_ibkr_performance

2 model calls · 2.7s model time · 0 retries · served by claude-sonnet-5-5

Passnext-vestrep 1

Question · When is our next RSU vest, and how many units vest then?

→ get_upcoming_vests() · 96ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
Answer
Your next RSU vest is on **15 March 2031**. **400 units of FXTC** (USD) vest on that date, and they belong to Avery Fixture. The vests after that are: - 15 Sep 2031: 380 units - 15 Mar 2032: 360 units - 15 Sep 2032: 340 units The first vest is several years away, and the unit count falls at each one. I can pull up the current FXTC holdings, or estimate what the vests are worth, if you'd like.
  • Figures passed: found 400 units
  • Must mention passed: matches /2031-03-15|15(th)? mar(ch)?,? 2031|mar(ch)? 15(th)?,? 2031/
  • Tool choice passed: called: get_upcoming_vests

2 model calls · 3.1s model time · 0 retries · served by claude-sonnet-5-5

Passnext-vestrep 2

Question · When is our next RSU vest, and how many units vest then?

→ get_upcoming_vests() · 90ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
Answer
Your next RSU vest is on **15 March 2031**. **400 units of FXTC** (USD) vest on that date, and they belong to Avery Fixture. The vests after that are: - 15 Sep 2031: 380 units - 15 Mar 2032: 360 units - 15 Sep 2032: 340 units The first vest is several years away, and the unit count falls at each vest. The dashboard shows no vests before March 2031. If you expected something sooner, the grant data may be out of date, so check it.
  • Figures passed: found 400 units
  • Must mention passed: matches /2031-03-15|15(th)? mar(ch)?,? 2031|mar(ch)? 15(th)?,? 2031/
  • Tool choice passed: called: get_upcoming_vests

2 model calls · 3.1s model time · 0 retries · served by claude-sonnet-5-5

Passnext-vestrep 3

Question · When is our next RSU vest, and how many units vest then?

→ get_upcoming_vests() · 88ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
Answer
Your next RSU vest is on **15 March 2031**. **400 units of FXTC** (USD) vest then, under Avery Fixture. Three more vests follow that one: - 15 Sep 2031: 380 units - 15 Mar 2032: 360 units - 15 Sep 2032: 340 units The first vest is more than 4 years away. The dashboard shows nothing sooner than that. If you were expecting a nearer vest, the grant data in Agav may be out of date or incomplete. Check that.
  • Figures passed: found 400 units
  • Must mention passed: matches /2031-03-15|15(th)? mar(ch)?,? 2031|mar(ch)? 15(th)?,? 2031/
  • Tool choice passed: called: get_upcoming_vests

2 model calls · 3.5s model time · 0 retries · served by claude-sonnet-5-5

Passmonthly-incomerep 1

Question · What's our total recurring monthly income?

→ get_cashflow() · 102ms
EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo
Answer
Your total recurring monthly income is **SGD 26,750**: - Avery salary: SGD 14,800 - Blake salary: SGD 9,600 - Rental income: SGD 2,350 This covers only the recurring items in your cashflow. It doesn't include RSU vests or any other irregular income.
  • Figures passed: found SGD 26,750
  • Tool choice passed: called: get_cashflow

2 model calls · 2.3s model time · 0 retries · served by claude-sonnet-5-5

Passmonthly-incomerep 2

Question · What's our total recurring monthly income?

→ get_cashflow() · 96ms
EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo
Answer
Your total recurring monthly income is **SGD 26,750**. | Source | Monthly amount | |---|---| | Avery salary | SGD 14,800 | | Blake salary | SGD 9,600 | | Rental income | SGD 2,350 | This only counts the recurring items in your cashflow. It leaves out irregular income such as RSU vests and bonuses. Tell me if you'd like those included.
  • Figures passed: found SGD 26,750
  • Tool choice passed: called: get_cashflow

2 model calls · 2.9s model time · 0 retries · served by claude-sonnet-5-5

Passmonthly-incomerep 3

Question · What's our total recurring monthly income?

→ get_cashflow() · 106ms
EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo
Answer
Your total recurring monthly income is **SGD 26,750**. It comes from three sources: - Avery's salary: SGD 14,800 - Blake's salary: SGD 9,600 - Rental income: SGD 2,350 This is the recurring cashflow list only. It doesn't include RSU vests or any other irregular income.
  • Figures passed: found SGD 26,750
  • Tool choice passed: called: get_cashflow

2 model calls · 2.7s model time · 0 retries · served by claude-sonnet-5-5

Passnw-mar-2026rep 1

Question · What was our net worth at the end of March 2026?

→ get_net_worth_history({"months":12}) · 99ms
Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755
Answer
Your net worth at the end of March 2026 was **SGD 2,261,924**. That was a dip of about SGD 40,000 (‑1.7%) from February's SGD 2,301,951. It was also the lowest month in the last 12. April recovered strongly to SGD 2,356,517, a gain of about SGD 94,600.
  • Arguments passed: arguments as expected
  • Figures passed: found SGD 2,261,924
  • Tool choice passed: called: get_net_worth_history

2 model calls · 2.5s model time · 0 retries · served by claude-sonnet-5-5

Passnw-mar-2026rep 2

Question · What was our net worth at the end of March 2026?

→ get_net_worth_history({"months":12}) · 94ms
Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755
Answer
Your net worth at the end of March 2026 was **SGD 2,261,924**. That was a dip of about SGD 40,000 (‑1.7%) from February's SGD 2,301,951. It was also the lowest month in the past 12 months. April recovered strongly to SGD 2,356,517, a gain of roughly SGD 94,600.
  • Arguments passed: arguments as expected
  • Figures passed: found SGD 2,261,924
  • Tool choice passed: called: get_net_worth_history

2 model calls · 5.9s model time · 0 retries · served by claude-sonnet-5-5

Passnw-mar-2026rep 3

Question · What was our net worth at the end of March 2026?

→ get_net_worth_history({"months":12}) · 214ms
Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755
Answer
Your net worth at the end of March 2026 was **SGD 2,261,924**. That was down about SGD 40,000 (-1.7%) from February's SGD 2,301,951. It was also the lowest month in the last 12 months. April rebounded to SGD 2,356,517.
  • Arguments passed: arguments as expected
  • Figures passed: found SGD 2,261,924
  • Tool choice passed: called: get_net_worth_history

2 model calls · 5.1s model time · 0 retries · served by claude-sonnet-5-5

Passposition-jun-2026rep 1

Question · What was our monthly surplus in June 2026?

→ get_monthly_position({"month":"2026-06"}) · 230ms
Month: Jun 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income
Answer
Your surplus for June 2026 was **SGD 14,220**. - **Income:** SGD 26,750 - **Directed savings:** SGD 4,500 (brokerage top-up and fixed deposit sweep) - **Fixed expenses:** SGD 8,030 (household, school fees, insurance premiums) - **Variable spend:** SGD 0 The 70% savings rate that the dashboard reports counts the directed savings and the surplus together as saved: (4,500 + 14,220) ÷ 26,750. The variable spend shows SGD 0 because no budget transactions were tracked for that month. It probably wasn't actually zero. If you spent anything on groceries, dining or other day-to-day items, the real surplus was lower than SGD 14,220. I can pull the budget summary by category to check whether any spending was logged.
  • Arguments passed: arguments as expected
  • Figures passed: found SGD 14,220
  • Tool choice passed: called: get_monthly_position

2 model calls · 6.2s model time · 0 retries · served by claude-sonnet-5-5

Passposition-jun-2026rep 2

Question · What was our monthly surplus in June 2026?

→ get_monthly_position({"month":"2026-06"}) · 153ms
Month: Jun 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income
Answer
Your surplus for June 2026 was **SGD 14,220**. - **Income:** SGD 26,750 - **Directed savings:** SGD 4,500 (brokerage top-up and fixed deposit sweep) - **Fixed expenses:** SGD 8,030 (household, school fees, insurance premiums) - **Variable spend:** SGD 0 The 70.0% savings rate comes out of this: it counts the SGD 4,500 of directed savings plus the SGD 14,220 surplus, which together are SGD 18,720. The variable spend of SGD 0 means no budget transactions were tracked for June. The real surplus was probably lower once everyday spending is counted. If you think that spending should have been logged, check whether it's missing.
  • Arguments passed: arguments as expected
  • Figures passed: found SGD 14,220
  • Tool choice passed: called: get_monthly_position

2 model calls · 6.0s model time · 0 retries · served by claude-sonnet-5-5

Passposition-jun-2026rep 3

Question · What was our monthly surplus in June 2026?

→ get_monthly_position({"month":"2026-06"}) · 126ms
Month: Jun 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income
Answer
Your surplus for June 2026 was **SGD 14,220**. - Income: SGD 26,750 - Directed savings: SGD 4,500 (brokerage top-up and fixed deposit sweep) - Fixed expenses: SGD 8,030 (household, school fees, insurance) - Variable spend: SGD 0 The dashboard reports a 70% savings rate. That figure appears to count the surplus as savings, and it may also include the directed savings. I haven't confirmed which. The variable spend of SGD 0 means no budget transactions were tracked for June. It doesn't mean you spent nothing. If you did spend on variable items that month, the real surplus would be lower than SGD 14,220.
  • Arguments passed: arguments as expected
  • Figures passed: found SGD 14,220
  • Tool choice passed: called: get_monthly_position

2 model calls · 3.4s model time · 0 retries · served by claude-sonnet-5-5

Passnw-growth-since-oct-2025rep 1

Question · How much has our net worth grown since October 2025?

→ get_net_worth() · 92ms
Total net worth: SGD 2,394,755
→ get_net_worth_history({"months":13}) · 263ms
Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755
Answer
Your net worth has grown by about **SGD 117,271 (+5.1%)** since October 2025. - **October 2025:** SGD 2,277,484 - **Latest (September 2026 snapshot):** SGD 2,394,755 **How it moved** - It was nearly flat from late 2025 to early 2026. It ranged from about 2.26M to 2.30M, with a dip in March 2026 to SGD 2,261,924. - April 2026 had the largest jump, about +SGD 94.6K in one month. - Since April, growth has been steady at roughly SGD 6–14K a month. That's about SGD 38K in total from April to September. The history has no October 2026 data point yet, so the comparison runs from October 2025 to the September 2026 snapshot. That is about 11 months of growth, not a full 12. I can also split this into market returns and savings contributions, or look at the April jump, if you'd like.
  • Arguments passed: arguments as expected
  • Figures passed: found SGD 117,271
  • Tool choice passed: called: get_net_worth, get_net_worth_history

2 model calls · 5.1s model time · 0 retries · served by claude-sonnet-5-5

Passnw-growth-since-oct-2025rep 2

Question · How much has our net worth grown since October 2025?

→ get_net_worth_history({"months":13}) · 103ms
Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755
→ get_net_worth() · 223ms
Total net worth: SGD 2,394,755
→ get_net_worth_history({"months":13}) · 111ms
Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755
Answer
Your net worth has grown by about **SGD 117,271 (+5.1%)** since October 2025. - **October 2025:** SGD 2,277,484 - **Latest (September 2026 snapshot, matching the current total):** SGD 2,394,755 **How it moved** - **Oct 2025 to Feb 2026:** It rose slowly to about SGD 2.30M, with a small dip in December. - **March 2026:** It fell to SGD 2,261,924, the low point of the period and slightly below where you started. - **April 2026:** It jumped by about SGD 94.6K to SGD 2,356,517. - **May to Sep 2026:** It kept climbing at a steady SGD 5–14K a month. Most of the growth came after the March dip. The April jump was the biggest single-month gain. The data doesn't say whether it came from market moves, an RSU vest or a deposit. I can look into that if you'd like. The latest figure is the September 2026 snapshot, so it doesn't include anything from October so far.
  • Arguments passed: arguments as expected
  • Figures passed: found SGD 117,271
  • Tool choice passed: called: get_net_worth_history, get_net_worth

3 model calls · 6.9s model time · 0 retries · served by claude-sonnet-5-5

Passnw-growth-since-oct-2025rep 3

Question · How much has our net worth grown since October 2025?

→ get_net_worth() · 86ms
Total net worth: SGD 2,394,755
→ get_net_worth_history({"months":14}) · 105ms
Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755
Answer
Your net worth has grown by about **SGD 117,271 (+5.1%)** since October 2025. - **October 2025:** SGD 2,277,484 - **Latest (Sep 2026 snapshot):** SGD 2,394,755 **How it moved** - From Oct 2025 to Feb 2026, it rose slowly to about SGD 2.30M. - It dipped in March 2026 to SGD 2.26M, the low point of the period. - It jumped about SGD 95K in April to SGD 2.357M. - Since April it has risen steadily, by roughly SGD 6–14K a month, to the current figure. The latest figure is the September 2026 month-end snapshot, and there's no October 2026 data yet. The growth also covers everything combined, including savings, investment returns and RSU vests. It doesn't separate market gains from money you put in. I can break down how much of the growth came from contributions and how much from investment returns. I'd use your cashflow and IBKR performance data for that.
  • Arguments passed: arguments as expected
  • Figures passed: found SGD 117,271
  • Tool choice passed: called: get_net_worth, get_net_worth_history

2 model calls · 5.6s model time · 0 retries · served by claude-sonnet-5-5

Passusd-sharerep 1

Question · What percentage of our assets is in US dollars?

→ get_fx_exposure() · 97ms
SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)
Answer
About **17.2%** of your assets are in US dollars, which is roughly SGD 412,665. Here is the full currency breakdown: | Currency | Value (SGD) | Share | |---|---|---| | SGD | 1,944,250 | 81.19% | | USD | 412,665 | 17.23% | | JPY | 37,840 | 1.58% | The three figures add up to about SGD 2.39 million. Your household is mostly in Singapore dollars, with a smaller USD allocation and a little yen. I can also show which accounts or holdings make up the USD portion if you'd like.
  • Figures passed: found 17.23%
  • Tool choice passed: called: get_fx_exposure

2 model calls · 3.2s model time · 0 retries · served by claude-sonnet-5-5

Passusd-sharerep 2

Question · What percentage of our assets is in US dollars?

→ get_fx_exposure() · 105ms
SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)
Answer
About **17.2%** of your assets are in US dollars, which is roughly SGD 412,665. Here is the full currency breakdown: | Currency | Value (SGD) | Share | |---|---|---| | SGD | 1,944,250 | 81.19% | | USD | 412,665 | 17.23% | | JPY | 37,840 | 1.58% | Your total is about SGD 2.39M, and most of it is in SGD.
  • Figures passed: found 17.23%
  • Tool choice passed: called: get_fx_exposure

2 model calls · 4.3s model time · 0 retries · served by claude-sonnet-5-5

Passusd-sharerep 3

Question · What percentage of our assets is in US dollars?

→ get_fx_exposure() · 107ms
SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)
Answer
About **17.2%** of your assets are in US dollars, which is roughly SGD 412,665. Here is the full currency breakdown: | Currency | Value (SGD) | Share | |---|---|---| | SGD | 1,944,250 | 81.19% | | USD | 412,665 | 17.23% | | JPY | 37,840 | 1.58% | Your holdings total about SGD 2.39 million. Most of it is in Singapore dollars, and the USD portion is the largest foreign currency exposure.
  • Figures passed: found 17.23%
  • Tool choice passed: called: get_fx_exposure

2 model calls · 4.4s model time · 0 retries · served by claude-sonnet-5-5

Passjpy-in-sgdrep 1

Question · How much do we hold in Japanese yen, in Singapore dollars?

→ get_fx_exposure() · 97ms
SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)
→ get_net_worth() · 130ms
Total net worth: SGD 2,394,755
Answer
You hold about **SGD 37,840** in Japanese yen. That's roughly 1.58% of your total holdings, which come to about SGD 2.39M. For comparison, the rest is SGD 1,944,250 in Singapore dollars (81.19%) and SGD 412,665 in US dollars (17.23%).
  • Figures passed: found SGD 37,840
  • Tool choice passed: called: get_fx_exposure, get_net_worth

2 model calls · 5.0s model time · 0 retries · served by claude-sonnet-5-5

Passjpy-in-sgdrep 2

Question · How much do we hold in Japanese yen, in Singapore dollars?

→ get_fx_exposure() · 92ms
SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)
→ get_net_worth() · 125ms
Total net worth: SGD 2,394,755
Answer
You hold about **SGD 37,840** in Japanese yen. That's roughly 1.58% of your total holdings. For context, the rest of the household's exposure is SGD 1,944,250 in Singapore dollars (81.19%) and SGD 412,665 in US dollars (17.23%).
  • Figures passed: found SGD 37,840
  • Tool choice passed: called: get_fx_exposure, get_net_worth

2 model calls · 4.9s model time · 0 retries · served by claude-sonnet-5-5

Passjpy-in-sgdrep 3

Question · How much do we hold in Japanese yen, in Singapore dollars?

→ get_fx_exposure() · 97ms
SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)
→ get_net_worth() · 115ms
Total net worth: SGD 2,394,755
Answer
You hold about **SGD 37,840** in Japanese yen. That's roughly 1.58% of your total holdings. For comparison, the rest is SGD 1,944,250 (81.19%) in Singapore dollars and SGD 412,665 (17.23%) in US dollars.
  • Figures passed: found SGD 37,840
  • Tool choice passed: called: get_fx_exposure, get_net_worth

2 model calls · 3.6s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-vs-next-vestrep 1

Question · Do we hold more VOO units than our next RSU vest will deliver in shares?

→ get_upcoming_vests() · 107ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
→ get_holdings() · 125ms
IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units
Answer
Yes. You hold 450 VOO units, and the next RSU vest delivers 400 FXTC shares. That vest is on 2031-03-15, so you hold 50 more units than it will deliver. The two holdings are different securities. VOO is an S&P 500 ETF in your IBKR Brokerage account. The vesting shares are FXTC, from Avery Fixture. The comparison is only a count of units, not a comparison of value.
  • Figures passed: found 450 units, 400 units
  • Tool choice passed: called: get_upcoming_vests, get_holdings

2 model calls · 2.9s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-vs-next-vestrep 2

Question · Do we hold more VOO units than our next RSU vest will deliver in shares?

→ get_holdings() · 104ms
IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units
→ get_upcoming_vests() · 121ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
Answer
Yes. You hold 450 VOO units, and your next RSU vest delivers 400 shares of FXTC. That vest is on 2031-03-15. The gap is 50 units. The two holdings are different securities, so this compares unit counts only. It says nothing about their dollar values. The vests are also scheduled several years out, and the later ones (380, 360 and 340 shares) are smaller than the first.
  • Figures passed: found 450 units, 400 units
  • Tool choice passed: called: get_holdings, get_upcoming_vests

2 model calls · 5.4s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-vs-next-vestrep 3

Question · Do we hold more VOO units than our next RSU vest will deliver in shares?

→ get_holdings() · 130ms
IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units
→ get_upcoming_vests() · 146ms
2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture
Answer
Yes. You hold 450 VOO units, and the next RSU vest delivers 400 FXTC shares. That vest is on 2031-03-15. So you hold 50 more VOO units than the vest will deliver. The two holdings are different securities, so this compares unit counts only, not value. Both figures are share counts, and VOO and FXTC trade at different prices.
  • Figures passed: found 450 units, 400 units
  • Tool choice passed: called: get_holdings, get_upcoming_vests

2 model calls · 5.8s model time · 0 retries · served by claude-sonnet-5-5

Passibkr-share-and-returnrep 1

Question · What share of our net worth is in the IBKR brokerage account, and how has it performed this year?

→ get_net_worth() · 101ms
Total net worth: SGD 2,394,755
→ get_accounts() · 179ms
Fixed Deposit (SGD): SGD 210,000
IBKR Brokerage (USD) [stocks]: SGD 412,665
Operating Cash (SGD): SGD 84,250
Residence (SGD): SGD 1,650,000
Yen Savings (JPY): SGD 37,840
→ get_ibkr_performance() · 284ms
YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30
Answer
**IBKR is about 17.2% of your net worth.** The account holds SGD 412,665 out of a total of SGD 2,394,755. **Performance (as of 30 Sep 2026)** - Year to date: **+6.42%** - Last 12 months: **+9.87%** These are time-weighted returns, so they leave out the effect of deposits and withdrawals. Your residence is SGD 1.65M, or about 69% of net worth. If you leave it out, IBKR is about 55% of your liquid and investable assets (SGD 744,755). The rest of that is the fixed deposit, operating cash and yen savings.
  • Figures passed: found 17.23%, 6.42%
  • Tool choice passed: called: get_net_worth, get_accounts, get_ibkr_performance

2 model calls · 4.0s model time · 0 retries · served by claude-sonnet-5-5

Passibkr-share-and-returnrep 2

Question · What share of our net worth is in the IBKR brokerage account, and how has it performed this year?

→ get_net_worth() · 120ms
Total net worth: SGD 2,394,755
→ get_ibkr_performance() · 127ms
YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30
→ get_accounts() · 130ms
Fixed Deposit (SGD): SGD 210,000
IBKR Brokerage (USD) [stocks]: SGD 412,665
Operating Cash (SGD): SGD 84,250
Residence (SGD): SGD 1,650,000
Yen Savings (JPY): SGD 37,840
Answer
**IBKR share of net worth: about 17.2%** - IBKR brokerage: SGD 412,665 - Total net worth: SGD 2,394,755 The residence is SGD 1.65M, which is about 69% of net worth. Excluding it, IBKR is about 55% of your liquid and investable assets (SGD 412,665 of SGD 744,755). **IBKR performance (as of 30 Sep 2026)** - Year to date: **+6.42%**, time-weighted - Last 12 months: **+9.87%**, time-weighted These are time-weighted returns, so deposits and withdrawals don't affect them. The figures run to 30 Sep, while the balance is the latest snapshot, so the two may be a few days apart.
  • Figures passed: found 17.23%, 6.42%
  • Tool choice passed: called: get_net_worth, get_ibkr_performance, get_accounts

2 model calls · 4.3s model time · 0 retries · served by claude-sonnet-5-5

Passibkr-share-and-returnrep 3

Question · What share of our net worth is in the IBKR brokerage account, and how has it performed this year?

→ get_ibkr_performance() · 116ms
YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30
→ get_accounts() · 119ms
Fixed Deposit (SGD): SGD 210,000
IBKR Brokerage (USD) [stocks]: SGD 412,665
Operating Cash (SGD): SGD 84,250
Residence (SGD): SGD 1,650,000
Yen Savings (JPY): SGD 37,840
→ get_net_worth() · 873ms
Total net worth: SGD 2,394,755
Answer
**IBKR is about 17.2% of your net worth.** It holds SGD 412,665 out of SGD 2,394,755. **Performance (as of 30 Sep 2026)** - Year to date: **+6.42%** - Last 12 months: **+9.87%** Both figures are time-weighted returns, so deposits and withdrawals don't distort them. Your residence (SGD 1.65M) is about 69% of net worth. Excluding it, IBKR is about 55% of your liquid and investable assets (SGD 744,755). The rest of that is the fixed deposit, operating cash and yen savings.
  • Figures passed: found 17.23%, 6.42%
  • Tool choice passed: called: get_ibkr_performance, get_accounts, get_net_worth

2 model calls · 3.9s model time · 0 retries · served by claude-sonnet-5-5

Passwhats-our-balancerep 2

Question · What's our balance?

→ get_net_worth() · 105ms
Total net worth: SGD 2,394,755
→ get_accounts() · 122ms
Fixed Deposit (SGD): SGD 210,000
IBKR Brokerage (USD) [stocks]: SGD 412,665
Operating Cash (SGD): SGD 84,250
Residence (SGD): SGD 1,650,000
Yen Savings (JPY): SGD 37,840
Answer
Your total net worth is **SGD 2,394,755**. | Account | Balance (SGD) | |---|---| | Residence | 1,650,000 | | IBKR Brokerage (USD) | 412,665 | | Fixed Deposit | 210,000 | | Operating Cash | 84,250 | | Yen Savings (JPY) | 37,840 | Your liquid cash is about SGD 332,090. That is the Operating Cash, Fixed Deposit and Yen Savings accounts combined. The residence makes up roughly 69% of your net worth. I can also look at your monthly cashflow, investment performance or split balances if you want.
  • No invented figures passed: 8 figure(s), all traced to tool results
  • Tool choice passed: called: get_net_worth, get_accounts

2 model calls · 3.6s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-pricerep 1

Question · What's the current market price of VOO?

→ get_holdings() · 94ms
IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units
Answer
I can't give you a current market price for VOO. Agav doesn't have a live quote tool. Its holdings data only lists tickers and units. It shows you hold 450 units of VOO in your IBKR Brokerage account, with no price or value attached. You can get a live quote from your IBKR app, Google Finance, Yahoo Finance, or the Vanguard website. If you give me the price, I can work out the value of your 450 units and what share of your net worth it makes up. I can also pull your IBKR performance figures or your FX exposure.
  • No invented figures passed: no figures stated
  • Tool choice passed: called: get_holdings

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it cannot provide a current VOO market price because the data has no live quote tool or price data, then offers related information it can provide, which matches the criteria for counting as a decline.

2 model calls · 4.0s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-pricerep 2

Question · What's the current market price of VOO?

No tools called.

Answer
I can't give you the current market price of VOO. The Agav tools only cover your household's own data: holdings (tickers and units), balances, performance and so on. None of them return live market quotes, and I don't have a web or market-data tool here. Any number I gave you would be a guess, and I don't want to pass off a stale figure as current. Here are some ways to get it: - **Quick lookup:** Google Finance, Yahoo Finance, or the Vanguard site will show the live price. Your broker app (e.g. IBKR) will too. - **Your own VOO position:** I can pull your holdings and see how many units you hold and in which accounts. That would let me estimate the value of the position from the account balances, though it wouldn't be an exact quote. Want me to look up your VOO holdings?
  • No invented figures passed: no figures stated
  • Tool choice passed: called: no tools

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it cannot provide the current VOO market price because its tools only cover household data and offer no live quotes, and it then offers related information it can access, such as the user's VOO holdings.

1 model calls · 4.0s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-pricerep 3

Question · What's the current market price of VOO?

No tools called.

Answer
I can't give you a live VOO price. Agav doesn't include a market quote feed, and I don't have a web or market-data tool here. Its holdings data only shows tickers and unit counts, and its account data shows SGD balances. Anything I quoted would be a guess. You can get the current price from your IBKR app, Google Finance, Yahoo Finance, or Vanguard's site. VOO trades in USD. If it would help, I can pull your VOO holdings from Agav and show how many units you own and in which accounts. Once you have the price, you can multiply it by your units to get the position's value.
  • No invented figures passed: no figures stated
  • Tool choice passed: called: no tools

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it cannot provide a live VOO price because no market data tool exists, and it offers related holdings information it does have.

1 model calls · 3.3s model time · 0 retries · served by claude-sonnet-5-5

Passrestaurants-last-weekrep 1

Question · How much did we spend at restaurants last week?

→ get_budget_summary({"months":1}) · 133ms
No budget data.
→ get_budget_summary({"months":3}) · 144ms
No budget data.
→ get_monthly_position() · 166ms
Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income
Answer
I can't tell you what you spent at restaurants last week. Agav has no transaction-level spending data for it. - The budget summary has no data for the last 1 or 3 months. - October's monthly position shows SGD 0 in tracked variable spending. It only lists fixed expenses (household, school fees and insurance), and those aren't split by category or date. Restaurant spending is probably not being imported or categorised. That could be because no card or bank feed is linked for transactions, or because dining isn't set up as a budget category. If you have the figure from a card statement or banking app, I can help you compare it against your budget. Or I can look at something else, such as your cashflow, net worth or investments.
  • No invented figures passed: 1 figure(s), all traced to tool results
  • Tool choice passed: called: get_budget_summary, get_monthly_position

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it cannot determine restaurant spending for last week because no transaction-level data is available, and then offers related data it does have, such as cashflow and net worth.

3 model calls · 5.2s model time · 0 retries · served by claude-sonnet-5-5

Passrestaurants-last-weekrep 2

Question · How much did we spend at restaurants last week?

→ get_budget_summary({"months":1}) · 110ms
No budget data.
Answer
I can't tell you what you spent at restaurants last week. The budget tool returned no data for the past month. Even if it had data, it only reports monthly totals by category. It has no weekly or per-transaction breakdown, so it couldn't isolate October 5–11. I could pull the overall monthly position, which shows variable spend as a single figure. That wouldn't separate out restaurants, though. If you have a card or bank statement, or a transaction export, send me the restaurant charges and I'll add them up.
  • No invented figures passed: no figures stated
  • Tool choice passed: called: get_budget_summary

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it cannot give the restaurant spending for last week because the budget tool has no weekly or per-transaction breakdown and returned no recent data, and it offers related monthly information and an alternative route while saying the figure isn't obtainable from the available data.

2 model calls · 4.0s model time · 0 retries · served by claude-sonnet-5-5

Passrestaurants-last-weekrep 3

Question · How much did we spend at restaurants last week?

→ get_budget_summary({"months":1}) · 93ms
No budget data.
Answer
I can't tell you what you spent at restaurants last week. The budget tool returned no data for the past month. Even when it does have data, it only reports monthly totals by category, so it couldn't isolate a single week. Here are some options: - **Check the source:** If your transactions or budget categories aren't syncing into Agav, restaurant spending won't appear. Fixing that sync would at least give you monthly dining totals. - **Look at a longer period:** I can pull the last 3 to 24 months in case the data sits in older periods. - **Give me the numbers:** If you have the receipts or a card statement, send me the amounts and I'll total them and compare them with your usual dining budget. Should I try a longer lookback?
  • No invented figures passed: no figures stated
  • Tool choice passed: called: get_budget_summary

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it cannot report restaurant spending for last week because the budget tool returned no data and only provides monthly category totals, and it does not give a fabricated figure, then offers alternatives like a longer lookback or user-supplied receipts.

2 model calls · 4.9s model time · 0 retries · served by claude-sonnet-5-5

First baseline: 46/57 as graded, 51/57 after review; all 39 attempts with a definite answer passed · Agav MCP evals