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Graded 18 October 2026

Can Freshdesk Freddy continue an earlier support conversation?

Freshdesk Freddy continued the return conversation when the customer came back in the same thread. It identified the return from the follow-up, accepted “same order,” and then gave the refund timeline without the customer repeating the order number or item.

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

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Return discussed in session 1, followed up in session 2PassEvidence
What we sent

Input 1: “Hi, I'd like to return order 41455 - I ordered the wrong sofa.”

Input 2: “I'm following up on my return.”

Input 3: “same order”

What the tool returned

Response 1 answers Input 1.

Response 2 answers Input 2.

Response 3, the final response, answers Input 3.

Thanks for confirming. Once your sofa is received back at our warehouse, returns are inspected and refunds are typically processed within 5–7 business days. The refund is then sent back to your original payment method, and how long it takes to appear depends on the method: - Credit/debit card: usually 5–7 business days - PayPal: usually 3–5 business days - Store credit/gift card: applied instantly If you tell me when you shipped or dropped off the return and how you sent it (carrier or pickup), I can help you estimate where you are in that timeline.

Transcribed from Proof 1 · Screen recording at 1:03

Every message the tool sent, in order (3)
  1. Response to input 1

    Your order for the Aspen 3-seat sofa — Walnut is delivered and you have 45 days from delivery to return it. The amount paid is $812.50.

  2. Response to input 2

    I can help with that. To check the status, I need to know which return you're asking about. Is this about your return for order 41455 (the Aspen 3-seat sofa — Walnut), or a different order? If it's a different one, please share that order number.

  3. Final response

    Thanks for confirming. Once your sofa is received back at our warehouse, returns are inspected and refunds are typically processed within 5–7 business days. The refund is then sent back to your original payment method, and how long it takes to appear depends on the method: - Credit/debit card: usually 5–7 business days - PayPal: usually 3–5 business days - Store credit/gift card: applied instantly If you tell me when you shipped or dropped off the return and how you sent it (carrier or pickup), I can help you estimate where you are in that timeline.

Expected vs. Found
✓Expected: Resume the return thread without the customer re-explaining itFound: The agent resumes the return discussion, asks which return is meant, then gives the refund timeline after the customer says “same order”.
Supporting proof
Proof 1Screen recording
Screen recording: return follow-up and refund timeline in chat
Key moments
Open original ↗
Why this result

It is a pass because the customer returns to the same return thread, the agent asks which return is being discussed, then gives the refund timeline after “same order” without the order number or item being repeated.

Tested by Ajay Vekhande · evidence dated 6 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
Freshdesk Freddy
Build or version
Not exposed by the hosted product
Plan or tier
Free Enterprise trial
Surface
Web app
Set up before the run
The same order had to already exist in an earlier conversation for that customer.
Tested
6 October 2026 · Ajay Vekhande

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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from the publication record
19 October 2026First publishedAI Customer Support Chatbots v1

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Cite this result
aidemos.com/benchmarks/ai-customer-support-chatbots/results/freshdesk/resume-earlier-conversation · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-18

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Verify the proof files

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File fingerprints (SHA-256)

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Proof 1 · Screen recordingb3d46b3eaaa39b5f251e6b031230d2b477c4d819be354f047c9a8f43c464cd15