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Graded 12 October 2026

Can FutureSmart Database Agent answer when the connected data lacks the topic?

FutureSmart Database Agent fails when the connected data does not contain the answer. It answered the question with a count from its activity log, returned 0, and did not say it could not answer from the available data.

1 of 1 test case failed

Every test case in this scenario has a result.

Pass rate0%0 of 1 gradable
Coverage1 of 1test case with a result
0PassNo test case passed.
1FailMissed at least one thing it was expected to do; the reason and proof are with each test case below.
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.

Topic the database does not holdFailEvidence
What we sent

“How many 5-star reviews have we received this month?”

What the tool returned

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

5-Star Reviews This Month According to the action_log data, there have been 0 five-star reviews recorded for the current month. This indicates that no 5-star reviews have been logged in the system so far.

Transcribed from Proof 1 · Screenshot

Expected vs. Found
✗Expected: Say it cannot answer from the available data and give no number.Found: It answered from the activity log, said there were 0 five-star reviews for the month, and returned one row with 0.
Supporting proof
Proof 1Screenshot
Screenshot: the question, answer, result table, and SQL panel
Open original ↗
Why this result

The question required no answer from the available data. Instead, it gave a count from the activity log, returned 0, and showed the SQL used, so this is a fail on answer behavior, not a run problem.

Also observed in this test case

Trace shows SQL. The trace exposed the table name and SQL, so a user could see the query substitution.

Scope widened. The answer first addressed the month asked about, then ended by referring to the system so far.

Tested by Ayush Ghosh · evidence dated 8 September 2026

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
The connected data had to omit the topic entirely and offer no way to infer it.
Tested
8 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

Each test case gets one result per tool: Pass, Fail or Not gradable. A test case we haven't run yet shows Untested. There are no partial results.

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

What has happened to this result since it was first published. Runs and grades are never overwritten: a retest or a re-grade publishes a new result and keeps the earlier one readable.

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

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This matches what I see

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This does not match

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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/the-connected-data-cannot-answer-the-question · 0 pass · 1 fail · coverage 1/1 · graded 2026-10-12

The same record is available as structured data through the AI Demos MCP server, with the counts, the coverage and every per-test-case reason carried as fields.

Verify the proof files

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

Proof 1 · Screenshot ↗image/png · 74 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot3fd7d42ff0a3dbf3d1a335b4acf0dd284791a3f0fea487c8e001dab0ab887a7f