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Graded 18 October 2026

Does Freshdesk Freddy change later answers after a correction?

Freshdesk Freddy offered no way to correct a past answer, so the correction-and-follow-up scenario could not be carried out. No follow-up question was sent in a new conversation.

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.

Re-ask the corrected question in a new conversationFailEvidence
What we sent

We did not send a follow-up question because the product offered no way to submit the required correction first.

What the tool returned

There is no applicable tool response to show for this step.

Expected vs. Found
✗Expected: The answer in a new conversation reflects the submitted correction.Found: No route to correct an earlier answer was available, so the question was not re-asked in a new conversation.
Supporting proof
Proof 1Screen recording
Screen recording: an earlier conversation with no correction controls on the agent's answer
Key moments
Open original ↗
Why this result

The missing correction capability prevents meeting the requirement, making this a failure to support corrections—not an observed failure to learn. A knowledge editor for adding question-and-answer pairs exists, but was not substituted for correcting an earlier answer.

Tested by Ajay Vekhande · evidence dated 5 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
Enterprise
Surface
Web app
Set up before the run
The test required a submitted correction to the earlier answer about shipping to Mexico, plus the product's stated time for that correction to take effect.
Correction and feedback controls
Unavailable for past answers
Tested
5 October 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
12 November 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

You run the same kind of test against your own setup and get the same behaviour.

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This does not match

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Point out an issue

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Request a retest

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We have fixed this

Tell us what changed and we schedule a rerun of the failing test case. The old result stays as history.

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/freshdesk/learning-from-correction · 0 pass · 1 fail · coverage 1/1 · graded 2026-10-18

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

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File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screen recording9864acf3fd1746c0eb2eb14f67a56e5d9fae9091ccff1a8b979de0b99e95abfc