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Graded 21 October 2026

Can FutureSmart Database Agent save an answer a user just got?

FutureSmart Database Agent did not let a user save an answer and reopen it later. The answer view showed viewing, filtering, charting, CSV export, thumbs, and copy controls, but no saved-answer destination.

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.

Saved answer reopened in a new sessionFailEvidence
What we sent

“Show me our monthly order count for the last 3 months, as of September 2, 2026.”

What the tool returned

Monthly Order Count (as of September 2 2026) The query returned the number of orders placed in each month within the three-month window ending on September 2 2026 (June 2 - September 2 2026). The counts are: Key insight: August 2026 had the highest order volume (38 orders) in the period, while the partial month of September 2026 shows 12 orders up to the 2nd of the month. All figures are taken directly from the database query results. ORDER_MONTH | ORDER_COUNT 2026-09-01T00:00:00+00:00 | 12 2026-08-01T00:00:00+00:00 | 38 2026-07-01T00:00:00+00:00 | 21 2026-06-01T00:00:00+00:00 | 20 Showing 1-4 of 4 (rendered in the Table view of a Table/Chart toggle, with Table selected)

Transcribed from Proof 1 · Screenshot

Every message the tool sent, in order (3)
  1. Progress message

    Generated SQL SELECT date_trunc('month', placed_at) AS order_month, COUNT... | Read table orders | Returned 4 rows

  2. Final response

    Monthly Order Count (as of September 2 2026) The query returned the number of orders placed in each month within the three-month window ending on September 2 2026 (June 2 - September 2 2026). The counts are: Key insight: August 2026 had the highest order volume (38 orders) in the period, while the partial month of September 2026 shows 12 orders up to the 2nd of the month. All figures are taken directly from the database query results. ORDER_MONTH | ORDER_COUNT 2026-09-01T00:00:00+00:00 | 12 2026-08-01T00:00:00+00:00 | 38 2026-07-01T00:00:00+00:00 | 21 2026-06-01T00:00:00+00:00 | 20 Showing 1-4 of 4 (rendered in the Table view of a Table/Chart toggle, with Table selected)

  3. Generated query · not part of the answer
    SELECT date_trunc('month', placed_at) AS order_month, COUNT(*) AS order_count FROM orders WHERE placed_at >= timestamp '2026-09-02 00:00:00+00' - interval '3 months' AND placed_at < timestamp '2026-09-02 00:00:00+00' GROUP BY date_trunc('month', placed_at) ORDER BY order_month DESC
Expected vs. Found
✗Expected: Reopening should reproduce the same answer and make clear it is the same question.Found: No save path or saved-answer destination appears, so nothing can be reopened as a saved item.
Supporting proof
Proof 1Screenshot
Full-window screenshot: answer, navigation, and no save path
Open original ↗
Proof 2Screenshot
Close crop: toolbar, CSV preview, and first rows
Open original ↗
Why this result

It is a Fail because the task requires a separate saved answer that can be reopened in a new session. The visible controls show viewing, filtering, CSV export, and past conversations, but no saved-answer area.

Also observed in this test case

Export is not save. CSV preview is available, but it is only an export and not a saved answer.

Tested by Ayush Ghosh · evidence dated 8 September 2026
Limitations of this result

Because there was no way to save the answer, the steps that would reopen it in a new session were not run.

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
A built-in way to save an answer had to exist. The customer asked once in the web app, and the answer area and navigation were inspected for a built-in save path.
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

Act on this result

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This matches what I see

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We have fixed this

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Vendor notice →
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-user-wants-to-keep-an-answer-they-just-got · 0 pass · 1 fail · coverage 1/1 · graded 2026-10-21

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 · 179 KB
Proof 2 · Screenshot ↗image/png · 248 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot38a278b05a7061a1f175da45694f3fa357dfffd1539c8f82bab4dcf0876c11e4
Proof 2 · Screenshotb520acffbf3d23cf19d9af73a49a839af44f053c873e60c265e1239d2b453455