AI Demos Research — the structured-intelligence platform. Every verdict on these pages opens to the execution behind it.
ToolsFreshdesk Freddy
tool

Freshdesk Freddy

Asked 26 questions, answered 1. Clear on 1. Every row opens the execution behind it.

executions
1
1 captured · 0 reconstructed
questions answered
1/26
in the frozen benchmark scope
benchmarks
1
ai-customer-support-chatbots v1

What it can do

One row per question. `untested` is an answer, not a blank.

Answer
Question
Role
Evidence
 
untested
context
no admissible evidence
untested
context
no admissible evidence
yes
context
1 current · 1 captured
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence
untested
context
no admissible evidence

Every execution we hold

One physical run, one cost, one latency. A re-run is a different run, never a footnote.

ExecutedProvenanceLatencyCostArtifactsGradesVersion
2026-09-04 11:29captured——11not recorded
Every verdict on these pages is openable to the execution behind it. Where an execution was reconstructed rather than captured, the page says so — a finding and a measurement are not the same claim.