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Graded 12 October 2026

Can FutureSmart Database Agent answer questions from connected data?

FutureSmart Database Agent answered the connected-data questions correctly in all four cases. It returned 57 orders for 3 August to 2 September 2026, 17 more August orders than July, USD 20,697.92 for August orders, and Alder bookshelf, 5-tier with 9 units.

4 of 4 test cases passed

Every test case in this scenario has a result.

Pass rate100%4 of 4 gradable
Coverage4 of 4test cases with a result
4PassDid 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 4 test cases below: what we sent, what we checked, what the tool returned, and the proof.

The 4 test cases

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

Order count in a defined periodPassEvidence
What we sent

“As of September 2, 2026, how many orders were placed in the last 30 days?”

What the tool returned

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

Orders Placed in the Last 30 Days (as of September 2, 2026) — 57 orders were placed between August 3, 2026 and September 2, 2026 inclusive. This figure comes directly from the query on the orders table, counting all records with a placed_at timestamp within the specified 30-day window.

Transcribed from Proof 1 · Screenshot

Expected vs. Found
✓Expected: 57 ordersFound: It returned 57 orders.
✓Expected: the 30 days ending 2 September 2026Found: The answer states 3 August to 2 September 2026 inclusive.
Supporting proof
Proof 1Screenshot
Chat screenshot: question, answer, result row, and SQL
Open original ↗
Why this result

It is a Pass: the answer gives 57 and states the count is for 3 August to 2 September 2026 inclusive, matching the requested 30-day window.

Tested by Ayush Ghosh · evidence dated 8 September 2026
Order-count difference between two monthsPassEvidence
What we sent

“As of September 2, 2026, how many more orders were placed in August 2026 than in July 2026?”

What the tool returned

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

Answer — As of September 2 2026, 17 more orders were placed in August 2026 compared to July 2026. The SQL query calculated the difference between the order counts for the two months, resulting in a value of 17.

Transcribed from Proof 1 · Screenshot

Expected vs. Found
✓Expected: 17Found: It returned 17.
✓Expected: August had more orders than JulyFound: It says August had more orders than July.
Supporting proof
Proof 1Screenshot
Chat screenshot: question, answer, result row, and SQL
Open original ↗
Why this result

It is a Pass: the answer gives 17 and says August had more orders than July, so the difference and direction both match the requirement.

Tested by Ayush Ghosh · evidence dated 10 September 2026
Total order value in a calendar monthPassEvidence
What we sent

“As of September 2, 2026, what was the combined total amount of all orders placed in August 2026?”

What the tool returned

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

Combined Order Total for August 2026 — As of September 2 2026, the total value of all orders placed during August 2026 was USD 20,697.92. This figure comes from the sum of the total_amount column for all orders with a placed_at timestamp between 2026-08-01 and 2026-09-01, grouped by currency.

Transcribed from Proof 1 · Screenshot

Expected vs. Found
✓Expected: 20697.92Found: It returned USD 20,697.92.
✓Expected: August 2026, all ordersFound: It names August 2026 and includes all orders in that month.
Supporting proof
Proof 1Screenshot
Chat screenshot: question, answer, result row, and SQL
Open original ↗
Why this result

It is a Pass: the August total is USD 20,697.92, and the answer states the period and scope as all August orders, so both requirements are met.

Also observed in this test case

Named columns. The result table used the named columns CURRENCY and TOTAL_AMOUNT.

Tested by Ayush Ghosh · evidence dated 10 September 2026
Top product by units ordered in a monthPassEvidence
What we sent

“As of September 2, 2026, which product had the most units ordered in August 2026, and how many units?”

What the tool returned

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

Answer — As of September 2 2026, the product with the highest number of units ordered in August 2026 was: Product: Alder bookshelf, 5-tier. Units ordered: 9. This information comes from the order data for the period 2026-08-01 to 2026-08-31.

Transcribed from Proof 1 · Screenshot

Expected vs. Found
✓Expected: Alder bookshelf, 5-tierFound: It names Alder bookshelf, 5-tier.
✓Expected: 9Found: It gives 9 units.
Supporting proof
Proof 1Screenshot
Chat screenshot: question, answer, result row, and SQL
Open original ↗
Why this result

It is a Pass: the answer names Alder bookshelf, 5-tier and gives 9 units, which matches both required parts of the result.

Also observed in this test case

Winner only. The capture shows only the top product and its unit total.

Tested by Ayush Ghosh · evidence dated 10 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
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

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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/the-answer-is-available-in-the-connected-data · 4 pass · 0 fail · coverage 4/4 · 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 · 88 KB
Proof 1 · Screenshot ↗image/png · 109 KB
Proof 1 · Screenshot ↗image/png · 85 KB
Proof 1 · Screenshot ↗image/png · 89 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot884e640daa779e330647f963efbadfcf919d3c0844e3cceeb6eb6abb10bad118
Proof 1 · Screenshot3e0b08ccf0d12586e089050b71c2dffb6b0ec65a7044f652c7e6a562621ce739
Proof 1 · Screenshotb3e2c18887b0b20f7b683d11ed1bacc14a065a236e49c2d536e0a291090d24ee
Proof 1 · Screenshot558f76a004e2e507219c3451a1c1506cd60f8eb0334dd1720f63f1ced89a9091