Case study · Bot & Ticket Audit

Make AI systems observable. Catch issues early.

Audit chat bot, voice bot and human agents side by side, one strategy for every conversational system.

Bot and ticket audit · Anonymized data
SCOPE AND OBJECTIVE
01

Hybrid audit strategy

Chat bot, voice bot and human agent calls audited simultaneously.

02

Risk detection

Surface hallucinations, wrong escalations, compliance issues and missed intent.

~83% new visibility
Across bot + human channels
THE APPROACH

One strategy for every conversational system.

An organization running chat bots, voice bots and human agents side by side had no single view of how each was performing, or where each was failing silently. A hybrid audit strategy brought every channel under one evaluation layer, so issues were caught before they became customer facing.

01

Hybrid audit strategy

Chat bot, voice bot and human agent calls audited simultaneously, on the same standard.

02

Risk detection

AI hallucinations, wrong escalations, compliance issues and missed customer intent surfaced automatically.

THE RESULTS

Key metrics achieved.

~83%

New visibility

Into previously unmonitored bot conversations.

65% to 80%,
72% to 85%

Bot accuracy lifted

Across two bot deployments, after issues were surfaced and fixed.

60% to 85%

SAT score improved

A 25 point lift once every channel was held to the same standard.