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Graded 24 September 2026

Can BlazeSQL suggest what to ask next?

BlazeSQL offered what to ask next after answering the revenue question. It ended the August 2026 revenue reply with “Would you like a breakdown by category, or any other analysis?”, so the capture shows one specific follow-up rather than only a generic closing.

1 of 1 test case passed

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Pass rate100%1 of 1 with a result
Coverage1 of 1test cases 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 came in at $17,745.02 USD (excluding cancelled orders). Would you like a breakdown by category, or any other analysis?

Transcribed from Proof 1 · Screenshot

Native output code
1 SELECT
2   SUM(total_amount) AS total_revenue,
3   currency
4 FROM orders
5 WHERE
6   placed_at >= '2026-08-01'
7   AND placed_at < '2026-09-01'
8   AND status != 'cancelled'
9 GROUP BY currency

Transcribed from Proof 1 · Screenshot

Expected vs. Found
What this scenario evaluates

These are scenario-level criteria. Each test case's Expected and Found are listed separately.

  • Whether it offers follow-up questions after answering.
  • Whether the suggestions are grounded in the answer just given and the analysis behind it.
  • Whether the follow-up suggestions are specific to the conversation rather than generic prompts.
How this scenario is judged →
✓Found: It ended with a specific category breakdown suggestion answerable from the same database.
Supporting proof
Proof 1Screenshot
BlazeSQL session showing an August 2026 revenue query, a USD result row, and a follow-up offer.
Open original ↗
Why this result

After answering the revenue question, the tool offered a specific category breakdown follow-up. That suggestion is answerable from the same database and matches the expected behavior.

Also observed on this row

Inline follow-up suggestion. The suggestion appears inline in the answer text rather than as separate chips or buttons.

Single bundled follow-up. Only one follow-up is offered, bundled with a generic "or any other analysis" clause.

Tested by Ayush Ghosh · evidence dated 21 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
BlazeSQL
Surface
BlazeSQL session
Set up before the run
The product already had an answered question about a specific measure and period, and it surfaced follow-up questions after the answer.
Tested
By 21 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 row says which 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 row says what's missing.

Where this sits in the benchmark

This page is one cell of a larger study: one tool, one scenario. Only this benchmark's frame appears here.

LevelNameScope
BenchmarkAI Database Agents →28 scenarios · 4 tools
CapabilityConversational Interaction →
ScenarioThe agent offers what to ask next →
ToolBlazeSQL →

History of this result

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

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This matches what I see

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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/blazesql/follow-up-suggestions · 1 pass · 0 fail · coverage 1/1 · graded 2026-09-24

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Verify the proof files

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Proof 1 · Screenshot ↗image/png · 68 KB
File fingerprints (SHA-256)

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Proof 1 · Screenshot9b3a9fa9a14fc103a8187d6a0176cb6381668725316550f2744e404ada625c4e