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Graded 11 October 2026

Can FutureSmart Database Agent find a complained-about exchange?

FutureSmart Database Agent can find a complained-about exchange from a vague clue. The query log shows the target row with its chat and session IDs among five queries, and the opened Activity page shows the same exchange read-only with the question, complete answer, and share-link attribution.

1 of 1 test case passed

Every test case in this scenario has a result.

Pass rate100%1 of 1 gradable
Coverage1 of 1test case with a result
1PassDid everything it was expected to do.
0FailNo test case failed.
0Not gradableEvery result here could be graded.
0UntestedEvery test case in this scenario has a result.
The pass rate is a summary. The evidence is the test case below: what we sent, what we checked, what the tool returned, and the proof.

The test case

Each test case is judged on its own: Pass, Fail, Not gradable, or Untested. The scenario result above is based on this test case.

Find a complained-about exchangePassEvidence
What we sent

“How many complaints have we received on social media this month?”

What the tool returned

The tool's reply is shown in the evidence under Proofs.

## Social Media Complaints This Month - Number of complaints received on social media: 0 The query checked the action_log table for any entries where the target contains the word "social" and the timestamp is within the current month. No such records were found, indicating that there were no complaints logged on social media during this period.

Transcribed from Proof 2 · Screenshot

Expected vs. Found
✓Expected: The specific exchange can be found and inspected, including the question and response.Found: The target row appears in Query Logs with chat and session IDs, and the opened Activity page shows the same exchange read-only with the question and full answer.
Supporting proof
Proof 1Screenshot
Query log screenshot: target row among five exchanges
Open original ↗
Proof 2Screenshot
Activity screenshot: opened exchange with question and answer
Open original ↗
Why this result

The task required the specific exchange to be found and inspected from only a rough time-and-account clue. The logs identify the row, and the opened Activity page shows that exact exchange read-only with the question and full answer, so this passes.

Also observed in this test case

Answer-only view. The activity page shows the question and final answer, but no SQL or reasoning trace.

Truncated list. The query list shortens each question, so the row is identifiable there but the full text appears only after opening the exchange.

Tested by Ayush Ghosh · evidence dated 9 September 2026
Limitations of this result

The run is not tied to a named tier.

Only five exchanges were present, so larger-volume behavior is not shown.

The list does not show each question in full.

Configuration and setup

How this tool was set up for the run and what the test needed in place. Each row is a fact from the run's records; a fact the records do not hold is left out, not guessed.

Software that produced the output
FutureSmart Database Agent
Build or version
Not exposed by the hosted product
Surface
Web app
Set up before the run
One account had to ask a question the agent answered wrongly or refused, and the operator had to locate that exchange later from only rough time and account clues.
Route / service
nl2sql
Log filters
All Statuses
Access path
Read-only
Tested
9 September 2026 · Ayush Ghosh

How this scenario is graded

How we decide Pass, Fail and Not gradable. The same rules apply to every tool tested on this scenario.

How results are decided

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The rules
  • Pass: the tool did everything the test expected, and nothing it said contradicts the correct answer.
  • Fail: at least one expected behaviour clearly didn't happen; the test case's result says which one and quotes the tool.
  • Not gradable: our evidence couldn't settle the outcome (for example a record we needed is missing). It is never counted as a fail, and the test case's result says what's missing.

Where this sits in the benchmark

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History of this result

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from the publication record
21 October 2026First publishedAI Database Agents v1

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This matches what I see

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Vendor notice →
Filed against this evidenceNothing yet. Challenges, counter-evidence and fix notices appear here with their outcome, and stay on the page after they are resolved.
Cite this result
aidemos.com/benchmarks/ai-database-agents/results/futuresmart-ai-database-agent/find-reported-bad-answer · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-11

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Verify the proof files

These files support this result. Open a file to inspect the original evidence.

Proof 1 · Screenshot ↗image/png · 104 KB
Proof 2 · Screenshot ↗image/png · 62 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot9be387f9a839f4b305d00684ba8ea1235f722b61be410600e325cf170b14ce57
Proof 2 · Screenshot4a6c7907dd2f7b771bfb2b981699b8aa17b001e7f1f0623699ce87822e81ef1a