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Graded 29 October 2026

Can AskYourDatabase keep a follow-up tied to the previous answer?

AskYourDatabase kept the follow-up tied to the previous answer. Turn 1 returned five customers, and turn 2 used the same five without a clarifying question or a silent change in the set.

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.

"They" refers to the previous answer's setPassEvidence
What we sent

Input 1: “Who are our top 5 customers by total spend?”

Input 2: “How many orders did they place in the last 90 days?”

What the tool returned

Response 1 is a progress message the tool sent for Input 1; it is not part of the answer.

Response 2 is the query the tool generated for Input 1; it is not part of the answer.

Response 3 answers Input 1.

Response 4 is the query the tool generated for Input 2; it is not part of the answer.

Response 5, the final response, answers Input 2.

Here's how many orders each of your top 5 customers placed in the last 90 days: | Customer | Orders (Last 90 Days) | | Wei Zhang | 20 | | Rosa Delgado | 19 | | Dev Raghavan | 18 | | Priya Raghavan | 17 | | Jae-won Park | 14 | Interestingly, Wei Zhang and Rosa Delgado — who rank 5th and 4th in total spend — have actually placed the most orders recently, suggesting they're your most active recent buyers.

Transcribed from Proof 2 · Screenshot

Every message the tool sent, in order (5)
  1. Progress message for input 1

    I'll find your top 5 customers by total spend.

  2. Generated query for input 1 · not part of the answer
    SELECT c.id, c.name, c.email, SUM(o.total_amount) AS total_spend
    FROM customers c
    JOIN orders o ON o.customer_id = c.id
    GROUP BY c.id, c.name, c.email
    ORDER BY total_spend DESC
    LIMIT 5;
  3. Response to input 1 (message 3 of 3)

    Here are your top 5 customers by total spend: | Rank | Customer | Email | Total Spend | | 1 | Dev Raghavan | dev.raghavan@example.com | $24,210.69 | | 2 | Priya Raghavan | priya.raghavan@example.com | $21,597.62 | | 3 | Jae-won Park | jae-won.park@example.com | $19,007.14 | | 4 | Rosa Delgado | rosa.delgado@example.com | $18,210.72 | | 5 | Wei Zhang | wei.zhang@example.com | $17,875.23 | Dev Raghavan leads the list with over $24K in total spend, closely followed by Priya Raghavan.

  4. Generated query for input 2 · not part of the answer
    SELECT c.id, c.name, COUNT(o.id) AS orders_last_90_days
    FROM customers c
    JOIN orders o ON o.customer_id = c.id
    WHERE o.placed_at >= NOW() - INTERVAL '90 days'
      AND c.id IN (17, 6, 10, 11, 16)
    GROUP BY c.id, c.name
    ORDER BY orders_last_90_days DESC;
  5. Final response

    The final response, printed above.

Expected vs. Found
✓Expected: The follow-up had to use the first answer's set, without asking again or changing who it referred to.Found: It did: the second answer used the same five customers from turn 1 and went straight to the query and answer.
Supporting proof
Proof 1Screenshot
Chat screenshot: turn 1 returns the top five customers
Open original ↗
Proof 2Screenshot
Chat screenshot: turn 2 answers for the same five customers
Open original ↗
Why this result

It is a Pass because the second answer kept the same five-customer set from the first turn, with no clarifying question and no change in the referent.

Also observed in this test case

Email column visible. The first answer showed the email column, and the addresses were example.com addresses.

Extra comment added. The product added an extra comment about the two customers with the most recent orders.

Window left undated. The second query used a 90-day window, but the answer did not state the dates it used.

Cancelled orders counted. The first total-spend calculation included cancelled orders.

Tested by Ayush Ghosh · evidence dated 6 October 2026
Limitations of this result

The turn-2 customer ids are hidden, so the repeated names carry the identity of the set.

The second turn shows no clarifying question before the query.

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
AskYourDatabase
Build or version
Not exposed by the hosted product
Surface
Web app
Set up before the run
The first turn had to return a small, stable set that the follow-up could answer for exactly.
Tested
6 October 2026 · Ayush Ghosh

How this scenario is graded

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How results are decided

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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
2 November 2026First publishedAI Database Agents v1

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Cite this result
aidemos.com/benchmarks/ai-database-agents/results/askyourdatabase/the-next-question-refers-to-the-previous-answer · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-29

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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 · 55 KB
Proof 2 · Screenshot ↗image/png · 52 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshotcda3ec49142181029f3e88b349b36c1fb0b07de9e1a2dd0143fcd13ff23bba66
Proof 2 · Screenshota96beb7bed4f498cd0066943bd04aaea7682de51b3c0fd4d116a3e00cfe17db2