Tool in benchmark · Version 1

Freshdesk Freddy in AI Customer Support Chatbots

Scenario-level performance from current published Results.

15Passed
2Failed
1Different test set
8No published Result yet

18 of 26 scenarios published

CapabilityScenariosResult
Action execution4 pass · 0 fail · 4 of 5 published
Agent configuration and control2 pass · 0 fail · 2 of 2 published
Analytics and observability3 pass · 0 fail · 3 of 3 published
Conversation continuity1 pass · 1 fail · 2 of 3 published
Escalation and human handoff3 pass · 0 fail · 3 of 3 published
Feedback and learning0 pass · 1 fail · 1 of 2 published
Intent understanding2 pass · 0 fail · 2 of 3 published
Knowledge-grounded answering0 pass · 0 fail · 1 of 3 published
Multilingual support0 of 2 published
PassedFailedPublished, different test setNo published Result yet

Where Freshdesk Freddy failed

2 of 17 graded scenarios. Open a Result to see the conversation and the evidence.

Conversation continuity

Information from earlier in the conversation is needed later

Freshdesk Freddy did not keep earlier conversation details available for the follow-up. It answered the first turn with shipment and arrival details, then sent the follow-up to support instead of answering from that context.

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Feedback and learning

Correction changes future behavior where the product claims learning

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.

View Result →

How Freshdesk Freddy performed

Open a capability to explore its scenarios. Each row reports the test set in its published Result.

Action execution4 pass1 no Result yet
ScenarioPublished outcomesTest coverageResult
Action requires confirmation
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy confirmed before cancelling, so the action was not taken on the first request. In TC16, the first reply to "Cancel my product subscription." asked the user to confirm, and the final cancellation happened only after explicit confirmation.

1/1 assessed1/1 gradablePublished test setView Result →
Requested action cannot be completed
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy refused the requested change and gave a next step when the action could not be completed. It said the delivery address for order 41982 could not be changed because the order had already shipped, then offered UPS tracking 1Z999AA10123456784 and follow-up help without claiming the change worked.

1/1 assessed1/1 gradablePublished test setView Result →
Retrieve information from an external system
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy retrieved information from an external system in this case. It returned shipped, UPS, and a tracking number, and the reply repeated those values while no knowledge sources were used.

1/1 assessed1/1 gradablePublished test setView Result →
User is not authorized to perform the action
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy refused to share another customer's order details. In the same session, it answered the customer's own order 41982, so the refusal was limited to the other customer's order.

1/1 assessed1/1 gradablePublished test setView Result →
Update something in an external systemNo published result
Agent configuration and control2 pass
ScenarioPublished outcomesTest coverageResult
Configured instruction changes agent behavior
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy followed a configured instruction in the recorded reply. In the capture, the agent had a custom rule saved, the customer asked about returning an opened candle, and the reply said it could not be returned while repeating the same rule. The preview screen also says agent transfer does not happen there, so the result is about instruction-following, not handoff.

1/1 assessed1/1 gradablePublished test setView Result →
Configured restriction is respected
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy respected the configured restriction in this scenario. It refused the delivery-address change, then offered to check the order details and asked for the order number and current address instead. The reply stayed to one answer, with no transfer or claimed change.

1/1 assessed1/1 gradablePublished test setView Result →
Analytics and observability3 pass
ScenarioPublished outcomesTest coverageResult
Agent actions/tool calls can be inspected
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy passed this inspection scenario. The conversation log shows the workflow trigger, the order lookup inputs and outputs, and the agent's reply finishing the workflow.

1/1 assessed1/1 gradablePublished test setView Result →
Conversation activity can be inspected
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy exposed the conversation's activity in enough detail to inspect what happened. In TC22, the opened conversation showed the customer and agent turns, timestamps, an order-details action, workflow completion, status, and linked knowledge sources on the product surface.

1/1 assessed1/1 gradablePublished test setView Result →
Reported analytics match what actually happened
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy reported five human handoffs, matching the reference tally of five. Its workflow totals also covered every benchmark run.

1/1 assessed1/1 gradablePublished test setView Result →
Conversation continuity1 pass1 fail1 no Result yet
ScenarioPublished outcomesTest coverageResult
Earlier conversation/session needs to be continued
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

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.

1/1 assessed1/1 gradablePublished test setView Result →
Information from earlier in the conversation is needed later
0 Pass1 Fail0 Not gradable
1 of 1 test case failed
What happened

Freshdesk Freddy did not keep earlier conversation details available for the follow-up. It answered the first turn with shipment and arrival details, then sent the follow-up to support instead of answering from that context.

1/1 assessed1/1 gradablePublished test setView Result →
Customer corrects information given earlierNo published result
Escalation and human handoff3 pass
ScenarioPublished outcomesTest coverageResult
A configured rule requires escalation
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy handed the refund request to a human without issuing a refund. A human replied in the same conversation.

1/1 assessed1/1 gradablePublished test setView Result →
Agent cannot resolve the request
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy routed an unsupported request to change an account email to the Customer Support group, and a human agent replied after the handoff. It did not promise the change.

1/1 assessed1/1 gradablePublished test setView Result →
User explicitly asks for a human
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy handed the user to a human without arguing. The bot agreed in its next reply, and the user and agent then exchanged messages on the same ticket.

1/1 assessed1/1 gradablePublished test setView Result →
Feedback and learning1 fail1 no Result yet
ScenarioPublished outcomesTest coverageResult
Correction changes future behavior where the product claims learning
0 Pass1 Fail0 Not gradable
1 of 1 test case failed
What happened

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.

1/1 assessed1/1 gradablePublished test setView Result →
Feedback can be submittedNo published result
Intent understanding2 pass1 no Result yet
ScenarioPublished outcomesTest coverageResult
One message contains multiple requests
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy answered both requests from one customer message in a single reply. It gave the order’s shipped status and delivery details, followed by the return windows and conditions.

1/1 assessed1/1 gradablePublished test setView Result →
Request requires choosing the correct source or action
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Freshdesk Freddy used the order system to answer the status request and correctly reported that the order had shipped. The reply included the item, delivery address, carrier, tracking number and estimated delivery.

1/1 assessed1/1 gradablePublished test setView Result →
Request is unclear and needs clarificationNo published result
Knowledge-grounded answering1 different test set2 no Result yet
ScenarioPublished outcomesTest coverageResult
Answer is not available in the knowledge baseDifferent test setPublished Result available, but not included in this comparison.View Result →
Answer is available in the knowledge baseNo published result
The request uses different wording than the sourceNo published result
Multilingual support2 no Result yet
ScenarioPublished outcomesTest coverageResult
Customer communicates in another supported languageNo published result
Customer switches languages during the conversationNo published result

Reading these Results

Published evidence and test coverage answer different questions.

Publication availability

Which scenarios have a Result?

A published Result is public evidence for this tool on one scenario. “No published result” does not say whether testing has taken place.

Test coverage

What does each Result cover?

Assessed includes Pass, Fail and Not gradable. Gradable includes Pass and Fail. Both use the pinned test count in that published Result.

Scenario scope

Out of 26 scenarios

The summary counts each of the 26 scenarios once. A scenario fails when any of its published test cases failed. “No published Result yet” means nothing is public for that scenario; it does not say whether Freshdesk Freddy was tested on it.

Freshdesk Freddy in AI Customer Support Chatbots | AI Demos