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Graded 2 November 2026

Can Dot assemble several live findings into one report?

Dot assembled revenue, category, and cancellation into one report. Revenue and category matched earlier chat answers; the cancellation figure came after a clarification and matched the PDF.

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.

Three findings assembled into one artifactPassEvidence
What we sent

Input 1: “As of September 2, 2026, what was our total revenue last month?”

Input 2: “What's our best-selling product category?”

Input 3: “What's our current cancellation rate?”

Input 4: “Put all of that together into one report.”

Input 5: “Order cancellations, across all orders as they stand today.”

What the tool returned

Response 1 answers Input 1.

Response 2 answers Input 2.

Response 3 (Cancellation scope question) is a question the tool asked about Input 3; it is not an answer.

Response 4 (Report scope question) is a question the tool asked about Input 4; it is not an answer.

Response 5, the final response, answers Input 5.

Your current order cancellation rate is 21.8%: 67 of 308 orders are cancelled as of today, October 20.

Transcribed from Proof 1 · Screen recording at 3:16

Every message the tool sent, in order (5)
  1. August revenue answer

    August 2026 order revenue was $8,795 as of September 2, 2026. This sums August orders, excluding cancellations recorded by September 2. It does not deduct refunds or include subscription revenue.

  2. Category answer

    Outdoor & Patio led August 2026 with $1,806 in order revenue as of September 2, using the same exclusions as before.

  3. Cancellation scope question

    Do you mean order cancellations or subscription cancellations—and should I use October to date or keep the September 2 reporting cutoff?

  4. Report scope question

    I can combine the August revenue and category findings into one report. For the cancellation section, should I use order cancellations or subscription cancellations, and October to date or the September 2 cutoff?

  5. Cancellation answer with report

    The final response, printed above.

Output file (PDF)
PDF report: revenue, category ranking, cancellation rate, methods, and reference tables
Open the PDF ↗
Key momentsp. 2 ↗p. 3 ↗
Expected vs. Found
✓Expected: One report containing all three answers, each agreeing with the answer to the same question asked directly.Found: Earlier chat and PDF agree: revenue $8,795; Outdoor and Patio leads at $1,806. PDF table: revenue $8,795.45; leader 1 order; Home Decor most orders, 7. After two clarifications, cancellation first arrived with the PDF: both 21.8%, 67 of 308.
Supporting proof
Proof 1Screen recording
Screen recording: separate questions, two clarification questions, and the reply delivering the report
Key moments
Open original ↗
Why this result

One report retained all three answers. A cancellation answer given alongside the PDF still meets the requirement: agreement with a directly asked question, not necessarily an earlier answer.

Also observed in this test case

Category ranking basis. The category ranking uses August 2026 order revenue, not units sold; Dot carried the month forward from the revenue question.

Report documentation and live link. The report identifies order data and status history as its sources, explains the differing revenue and cancellation periods, and includes a link to a live report.

Tested by Anchal Rana · evidence dated 20 October 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
Dot
Build or version
Dot web app, build 212f51f2c (19 Oct 2026, 18:33) — shown in the account menu at 18:16 IST on 20 Oct (recorded frame)
Plan or tier
Free
Surface
Web app
Set up before the run
August 2026 revenue as of September 2, 2026, the best-selling category, and current cancellations each needed a reference answer. The user clarified cancellations meant all orders as they stood on October 20, 2026.
Energy mode
Balanced
Workspace
Production
Tested
20 October 2026 · Anchal Rana

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

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 · 11 tools
CapabilityReporting →
ScenarioThe user wants several findings in one place →
ToolDot →

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
12 November 2026First publishedAI Database Agents v1

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This matches what I see

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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/dot/the-user-wants-several-findings-in-one-place · 1 pass · 0 fail · coverage 1/1 · graded 2026-11-02

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.

Output file (PDF) ↗application/pdf · 126 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screen recordingab56d6a8910c8ac38d5cce4d814c81f84ba46b4ee16b4e47e649f47ec060cd41
Output file (PDF)f51677f33cd1cd6ee8b829c7c4918630062b58495c94e0fc53fd7fde768e0e8f