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Graded 21 October 2026

Does FutureSmart Database Agent report analytics that match what actually happened?

FutureSmart Database Agent counted every question that was run, including the two the database could not answer, so the total did not drop unanswered work. The dashboard shows 6 answered and 0 unanswered, and the query log lists the same six rows, including the two unanswerable questions and a separate hi check.

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.

Reported totals include the unansweredPassEvidence
What we sent

Input 1: “As of September 2, 2026, what's our total revenue in the last 30 days?”

Input 2: “What's our most common payment method?”

Input 3: “How many complaints have we received on social media this month?”

Input 4: “How many customers currently have an active subscription?”

Input 5: “What's our net promoter score for last quarter?”

What the tool returned

ANSWERED QUERIES 6 100.0% of 6 queries UNANSWERED QUERIES 0 0.0% of 6 queries 100.0% Answered 0.0% Unanswered Total: 6 queries

Transcribed from Proof 3 · Screenshot

Transcribed from Proof 3 · Screenshot

Every message the tool sent, in order (2)
  1. Final response (message 1 of 2)

    ANSWERED QUERIES 6 100.0% of 6 queries UNANSWERED QUERIES 0 0.0% of 6 queries

  2. Final response (message 2 of 2)

    100.0% Answered 0.0% Unanswered Total: 6 queries

Expected vs. Found
✓Expected: The totals should include every question that was run, even the ones the database could not answer.Found: The dashboard shows 6 answered and 0 unanswered, and the six logged rows still include the two unanswerable questions and a separate hi check.
Supporting proof
Proof 1Screenshot
Annotated query-log capture: six rows marked answered
Open original ↗
Proof 2Screenshot
Wide query-log capture: six rows marked answered
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Proof 3Screenshot
Quality tab: answer counts and node breakdown
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Why this result

The case passes because the product had to count every run, not only the answerable questions. The dashboard shows 6 answered and 0 unanswered, and the logs still include the two unanswerable questions plus a separate hi check, so nothing was dropped from the total.

Also observed in this test case

Answered rows. The six query-log rows all show answered, including the two questions the database cannot answer and the separate hi check.

Node split. The node breakdown shows a 100.0% answer rate across all seven nodes for the same six queries.

Tested by Ayush Ghosh · evidence dated 15 September 2026
Limitations of this result

The totals view does not identify which six queries it covers; the query-log view supplies the matching rows by time.

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 run included a mix of questions the product could answer and could not answer, and the reported totals were checked against the run log.
Tested
15 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

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

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Cite this result
aidemos.com/benchmarks/ai-database-agents/results/futuresmart-ai-database-agent/analytics-accuracy · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-21

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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 · 144 KB
Proof 2 · Screenshot ↗image/png · 88 KB
Proof 3 · Screenshot ↗image/png · 125 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot90d37ceb199bc94cafa2418e881ea20680c657abf275618f3ae249662756e0c3
Proof 2 · Screenshot5b7ea45705797ada15c9dc9e4ddc88465c038ba75fd95c0863946e7594eefcd4
Proof 3 · Screenshot836cd10183a7e9d1810005bf7b70419f613733fddcc68b1c37cb8b68d3e76aa8