Home Modules & Features Quality Monitoring software Listener QM · Evaluation of AI agents




Listener QM · Evaluation of AI agents

Evaluation of AI agents: the same standards as for your advisors.

Listener QM Rate 100% of the conversations handled by your chatbots, voicebots, and AI agents—voice, chat, email—using the same evaluation criteria you already apply to your teams, with evidence for each criterion and a benchmark against your human agents. All without switching bot providers.

100%AI Conversations
1Humans & AI Grid
Day 7Verified follow-up
Why CrossCX

A trusted third party to rate your bots, not their publisher.

Your AI agents are handling an increasing share of your customer interactions. Who ensures that they provide accurate responses, follow your procedures, and handle transfers properly? Listener QM applies the same evaluation criteria, documentation, and reporting to AI conversations as it does to your human agents.

Independent of the bot's publisher

Your AI provider's dashboard evaluates its own performance. CrossCX provides an external evaluation.

  • Your criteria, not the supplier's
  • Your conversations, without any samples selected by the bot
  • A report that you can use to challenge the publisher

A single framework for humans and AI

Same criteria, same metrics, same reporting: you can finally compare like with like.

  • Bot vs. Advisors, Point by Point
  • Version N versus Version N-1 after a prompt change
  • All of this is included in your existing CRM Dataviz reports

Every grade is verified

Justifiable in committee, applicable in coaching, enforceable against the supplier.

  • One conversation excerpt for each criterion
  • Human review of a sample by our analysts
  • AI vs. Analysts Agreement Rate Published During Each Campaign
Indicators

The metrics that reveal the truth about an AI agent.

Your publisher’s “containment” rate counts a call as successful even if the customer hung up. We measure what actually happened —and we prove it.

Resolution

Verified Resolution

Percentage of conversations in which the need was actually addressed, as confirmed by the content of the exchange—not by the ticket being closed.

Keep this in mind when using the recontact feature: high resolution + high recontact = false resolution.
Resolution

Follow-up in 7 days

Did the customer return for the same reason, through any channel? This is the most reliable indicator of a “false resolution.”

Stay connected to your people with CrossCX connectors.
Reliability

Grounding and Hallucinations

Answers not supported by your knowledge base or procedures. Each discrepancy is cited along with the excerpt and the expected source.

Market benchmark: Keep the percentage of unanchored responses below 2%.
Reliability

Procedures and Actions

Did the bot check what it was supposed to check and trigger the correct action? A smooth response can hide a refund that was never recorded.

Integrate with your systems when the connector allows it.
Experience

Transfer Quality

Escalation rate, context provided to the counselor, time before transfer. A proper escalation is better than forced retention.

A rising escalation rate isn't always bad news.
Experience

Hair, Curls, and Frustration

Repetitions, misunderstandings, customer sentiment, and in speech: interruptions, silences, latency.

The same interpersonal skills as those of your advisors.
Reliability

Scope and Security

Off-topic subjects, exposed personal data, unauthorized commitments, inappropriate comments.

Each case is reported as an alert, not just as part of the average.
Economy

Cost per resolution

Total cost of an AI-resolved conversation, compared to the cost of a consultant handling the same issue.

The only figure that speaks to the Executive Committee without being misleading.
Meta indicator

The Agreement Rate Between AI and Analysts

Published with every campaign: how closely the AI evaluator and our quality analysts’ ratings align. You know how much to trust the ratings—and so do we.

Alert

Version drift

Every change to a prompt, model, or knowledge base creates a new version. As soon as a metric deviates from the previous one, you’re notified—before your customers are.

Method

From your bot logs to an action plan, in five steps.

You don't need to change anything about your AI agent. We monitor its conversations, evaluate them using your scoring rubric, and provide you with metrics you can stand behind.

  1. Log In

    We retrieve the bot's conversations—transcripts, audio, triggered actions, context, and version—via a connector, API, or simple JSON/CSV export. Voice, chat, and email, all in the same stream as your human conversations.

    Compatible Editors
  2. Grade using the standard rubric

    The " Listener QM " framework you’re already using applies to 100% of the bot’s conversations, enhanced with AI-specific criteria: anchoring, procedures, actions taken, transfer, and scope.

    Customizing grids
  3. Prove

    For each criterion, the excerpt that justifies the score. Our analysts review a sample; the agreement rate is published, and any disagreements are used to recalibrate the scoring grid—not to disregard it.

    Automated & Augmented Quality Management
  4. Compare like with like

    The bot compared to your advisors on the same topics. Today’s version compared to yesterday’s. All of this in “ CRM Dataviz,” by topic, channel, and version.

    Quality Reporting
  5. Act

    Deviation alerts are triggered as soon as a metric drops below the threshold. Escalation reasons and unanswered questions are reported via Cross-Mining to populate the knowledge base. The improvement plan is shared with the bot’s developer.

    Discover Cross-Mining
Same grid, two populations
AI AgentAdvisors
"Refund" topic · 1,200 conversations · same grid
Verified resolution : the higher, the better
78%
84%
Compliance with Procedures
93%
88%
Context-Based Transfer
71%
95%
Follow-up in 7 days —the lower the number, the better
19%
11%
Sample data. Your metrics are displayed at CRM Dataviz, broken down by reason and bot version.
Compatible Editors

Regardless of which platform you use for your AI agent.

We evaluate the bot; we don't replace it. All you need to do is access its conversations—via a connector, an API, or an export file you upload—on the same channels as your agents.

Voice Chat & Messaging Email SMS / WhatsApp
AI agent providers and contact center platforms with native AI
Zaion Voice & Chat
DyduChat & Callbot · Zaion Group
ILLUINTechnology AI Agents · Dialogue
VolubileVoice Agents
iAdvizeCopilots · E-commerce
ClustaarChat & Voice
CalldeskCallbots
YeldaCallbots No-Code
EloquantChatbot & Callbot
DiabolocomCCaaS · AI Voice
VocalcomCCaaS · AI agents
Axialys Cloud Telephony with AI
AlcméonMessaging · AI
OdigoCCaaS · Callbots
Kiamo Contact Center
AkioContact Center
Aircall Telephony · Call Center Agent
Ringover Telephony · Voice Agent
CCaaS/CRM-native AI agents and specialized software vendors
ZendeskAI agents
Salesforce AgentForce
GenesysCloud CX · bots
NICECXone
Cognigy AI Agents · NICE Group
Five9AI agents
IntercomFin
SierraAgents AI
Decagon AI Agents
Parloa Voice Agents
Kore.ai Agent Platform
PolyAI Voice Agents
ElevenLabs Voice Agents
VapiInfra Voice
RetellAIInfra Voice
LiveKitInfra Voice
Is your bot not on the list? Two channels without a connector, set up in just a few days
Homemade bot viaAPITranscriptions, audio, actions, version
Export JSON / CSV +audio; Secure upload, audit, or recurring
LLM ofyour choice: Cloud, on-premise , or sovereign

Trademarks mentioned for compatibility purposes are the property of their respective owners. CrossCX is independent of these publishers and receives no compensation from any of them.

Offer

Three ways to get started, depending on your level of experience.

A bot doesn't have seats. So we bill based on the volume of conversations analyzed, not per user—and you can start with a simple audit before committing to anything.

To see where you stand

One-time audit

An independent assessment of your AI agent's performance, presented to the committee.

  • 500 to 1,000 conversations rated using the standard rubric
  • Compare your advisors based on the same criteria
  • Top Discrepancies with Supporting Evidence
  • Recommendations for the Bot Editor and Knowledge Base
Delivered in3 weeks
Request an audit
Most Popular
To drive for the long term

Continuous monitoring

100% of AI conversations are continuously monitored, with alerts triggered as soon as a metric falls below the threshold.

  • Connector or API for your AI agent platform
  • Drift Alerts by Prompt or Model Version
  • CRM Dataviz Tables by Design, Channel, and Version
  • Knowledge base gaps reported by Cross-Mining
BillingBased on estimated volume
Request a demo
To make the grades justifiable

Calibration & Support

Our quality analysts review, evaluate, and document—in addition to conducting audits or monitoring.

  • Human proofreading of a sample and published agreement rate
  • Workshops on developing the grid with your quality teams
  • Human Oversight Documentation for Your GDPR , and AI Act Compliance Requirements
  • Quarterly meeting with the bot's developer
ScopeCustom
Talk to an expert

Pricing is based on a quote, depending on the monthly volume of conversations and the channels used. Already a Listener QM  customer? AI agent evaluation can be added to your contract without requiring a new platform.

Take Action

Try out the framework in your own conversations.

No mock-up, no demo dataset: Send us an export of your AI agent, and we'll provide you with an independent evaluation—complete with evidence—based on your actual use case.

  • You are exporting 200 conversations from your bot (voice, chat, or email)
  • We grade them using the standard rubric, including evidence excerpts
  • You will receive the report and a comparison with your advisors