AI Demos Research — the structured-intelligence platform. Every verdict on these pages opens to the execution behind it.
Graded 17 October 2026

Can Kommunicate show an agent's tool call in a conversation?

Kommunicate did not show the inspected order-lookup tool call. In both opened conversations, the thread showed only the customer message and the reply; one reply included live order details, but no tool, function, or API entry appeared, and the events panel stayed collapsed.

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.

See the order-lookup tool callFailEvidence
What we sent

We opened the existing order-lookup conversations and looked for the tool call. Nothing was sent to the product.

What the tool returned

The tool's response has no text to quote: it is what the evidence under Proof shows.

Proof 1 · Screen recording · ▶ 0:50–0:52; ▶ 1:50–1:52

Expected vs. Found
✗Expected: Show that the order-lookup call happened.Found: The opened threads show the customer message and reply, but no tool, function, or API entry is visible; the events panel stays collapsed.
Supporting proof
Proof 1Screen recording
Screen recording: two order lookups with replies and a collapsed events panel
Key moments
Open original ↗
Why this result

It is a fail because the requirement was to show that the order-lookup call happened, but the opened conversations show only the customer and reply messages. One reply contains live order data, yet the call itself is not rendered, and the events panel was never opened.

Tested by Ajay Vekhande · evidence dated 17 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
Kommunicate
Build or version
Not exposed by the hosted product
Plan or tier
Enterprise
Surface
Web app
Set up before the run
A conversation with an order-system call had to exist; the product was opened to the order-lookup conversation and the call was inspected.
Tested
17 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

This page is one cell of a larger study: one tool, one scenario. Only this benchmark's frame appears here.

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.

Agree →
This does not match

Yours behaves differently. Tell us what you got, with a screenshot if you have one.

Disagree →
Point out an issue

Something here is wrong — a reference value, a transcription, a grade.

Report an issue →
Request a retest

On a newer build, a larger dataset, or your own setup.

Request a retest →
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/kommunicate/agent-actions-tool-calls-can-be-inspected · 0 pass · 1 fail · coverage 1/1 · graded 2026-10-17

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.

File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screen recording8e2acec7ed045dde14723fb85afb671d45cc0ec07686dcfc423447daee516253