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Graded 9 October 2026

Can Kommunicate use information from an earlier message later?

Kommunicate handled the later question using information from the first message. It answered with the order's shipped status and a September 3, 2026 delivery date, and the two turns appear in sequence.

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.

Order number given at t1, needed at t2PassEvidence
What we sent

Input 1: “My order is 41982”

Input 2: “When will it arrive?”

What the tool returned

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

Response 1 replies to Input 1.

Response 2 replies to Input 2.

Response to input 1 Order #41982 is currently "shipped". Tracking number: 1Z999AA10123456784 (UPS). Estimated delivery: Thursday, September 3, 2026. Response to input 2 Your order #41982 is currently in the "shipped" status. It is estimated to arrive on Thursday, September 3, 2026. If you need further assistance, feel free to ask!

Transcribed from Proof 1 · Screenshot

Transcribed from Proof 1 · Screenshot

Expected vs. Found
✓Expected: Answers the second message using the number from the first without asking for it againFound: The bot answers the second message with the order's shipped status and September 3, 2026 delivery date, and it does not ask for the number again.
Supporting proof
Proof 1Screenshot
Chat screenshot: the order message and follow-up reply
Open original ↗
Why this result

The later reply uses the earlier order number and answers the shipment question without asking again, so the conversation keeps context.

Tested by Ajay Vekhande · evidence dated 9 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
Kommunicate
Build or version
Not exposed by the hosted product
Plan or tier
Enterprise
Surface
Web app
Set up before the run
A shipped order had to exist for the chat.
Tested
9 September 2026 · Ajay Vekhande

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
31 October 2026First publishedAI Customer Support Chatbots v1

Act on this result

Nothing filed here edits the run or the grade. A challenge opens a review, and a review can produce a new run or a re-grade — which becomes the current result and leaves this one in the history.

This matches what I see

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This does not match

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Point out an issue

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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-customer-support-chatbots/results/kommunicate/conversation-context-retention · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-09

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 · 48 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot20a42802dcfe1c5e6b30799e84eeba1374887991ef6403890dfb4c25840a83e6