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Graded 21 October 2026

Does FutureSmart Database Agent offer what to ask next?

FutureSmart Database Agent offered two follow-up questions after its August 2026 revenue answer, and both were specific to that answer and answerable from the database. The chips ask about August versus July and the highest-revenue month so far.

1 of 1 test case passed

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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

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Suggested next questions after an answerPassEvidence
What we sent

“As of September 2, 2026, what was our total revenue last month?”

What the tool returned

Total Revenue for August 2026 — As of September 2, 2026, the revenue generated in the previous month (August 2026) was USD 20,253.47. This figure reflects the sum of all order amounts placed between 2026-08-01 and 2026-08-31 that have not been refunded. How did revenue in August 2026 compare with July 2026? Which month had the highest revenue in 2026 so far?

Transcribed from Proof 1 · Screenshot

Transcribed from Proof 1 · Screenshot

Transcribed from Proof 1 · Screenshot

Every message the tool sent, in order (4)
  1. Final response (message 1 of 3)

    Total Revenue for August 2026 — As of September 2, 2026, the revenue generated in the previous month (August 2026) was USD 20,253.47. This figure reflects the sum of all order amounts placed between 2026-08-01 and 2026-08-31 that have not been refunded.

  2. Generated query · not part of the answer
    SELECT currency, SUM(total_amount) AS total_revenue FROM orders WHERE placed_at ≥ '2026-08-01 00:00:00+00' AND placed_at < '2026-09-01 00:00:00+00' AND refunded_at IS NULL GROUP BY currency
  3. Final response (message 2 of 3)

    How did revenue in August 2026 compare with July 2026?

  4. Final response (message 3 of 3)

    Which month had the highest revenue in 2026 so far?

Expected vs. Found
✓Expected: At least one follow-up question should be answerable from this database and tied to the answer, not generic.Found: Two follow-up chips appear under the answer, and both are answerable from the database and tied to the same analysis.
Supporting proof
Proof 1Screenshot
Chat screenshot with the answer and two follow-up chips
Open original ↗
Proof 2Screenshot
Annotated screenshot of the same reply and chips
Open original ↗
Why this result

It is a pass because the reply shows two follow-up questions after the revenue answer, and both are specific to that answer and answerable from the database.

Also observed in this test case

Cancelled orders counted. The SQL excludes only refunded orders, so cancelled August orders are included in the total.

Earlier attempt context. A prior attempt before the follow-up questions setting was enabled had no chips; it was a different run.

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
It had to offer follow-up questions after answering a specific revenue question, and the customer then read the suggestions from the reply.
Follow-up questions
enabled
Tested
8 September 2026 · Ayush Ghosh

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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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Cite this result
aidemos.com/benchmarks/ai-database-agents/results/futuresmart-ai-database-agent/follow-up-suggestions · 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 · 86 KB
Proof 2 · Screenshot ↗image/png · 136 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshotff27317f4a3138cd804dce5e04eff774a6f5bb2066f4c3818bc858040b092ffc
Proof 2 · Screenshota4a1bf7251863358093f03070fe5de6715b734559e012b6b0d23c3cf3af89cda