Opervics
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AI Agent Monitoring

AI agent monitoring,
built for trust.

AI agent monitoring — accuracy sampling, hallucination detection, tone checks, policy compliance and human-in-the-loop review — so AI agents stay reliable at scale.

Accuracy sampling Every AI agent output reviewed
Policy & safety checks Brand, compliance and prompt rules verified
Human-in-the-loop Edge cases routed to trained reviewers
Overview

What AI agent monitoring covers

AI agents need owners, not just prompts
Monitoring, QA and review that keeps AI reliable over time

AI agents drift. Prompts that worked at launch degrade as your product, policies and knowledge base evolve. Hallucinations, off-brand tone, policy violations and silent inaccuracies creep in — often without anyone noticing until a customer or auditor does.

Opervics runs AI agent monitoring as a managed function — accuracy sampling, hallucination detection, tone and policy checks, escalation-rule verification and human-in-the-loop review — so AI agents stay reliable as volume scales.

We work with your AI platform and support stack — OpenAI, Anthropic, Google, open-source models, plus Zendesk, Intercom, HubSpot, Freshdesk and your internal tools — with role-based access set by you.
What's Included

Inside our AI agent monitoring engagement

Accuracy sampling

AI outputs sampled daily and scored against ground truth and source KB.

Hallucination detection

Unsupported claims flagged, logged and routed for correction.

Tone & brand checks

Off-brand, aggressive or inconsistent replies flagged with examples.

Policy & compliance review

Outputs checked against compliance, legal and prompt-safety rules.

Escalation rule verification

Confirm AI hands off when it should — and doesn't when it shouldn't.

Weekly reports

Accuracy score, hallucination rate, policy flags and CSAT impact.

Problems We Solve

The AI monitoring problems we run into most

Common Challenges

What teams run into before they switch.

These are the same operational issues we see across clients — and the same ones our process is designed to remove.

01

Nobody owns AI quality

AI agents launched once — no one reviews outputs after launch.

02

Hallucinations go undetected

Confident wrong answers reach customers before anyone notices.

03

Brand tone drift

AI replies get off-brand or robotic as prompts evolve.

04

Compliance risk

Policy violations in AI output go unnoticed until audit or complaint.

05

Broken escalation rules

AI doesn't hand off when it should — or escalates too often.

06

No reporting on AI quality

Nobody knows accuracy, hallucination rate or CSAT impact.

Security & Compliance

Guarded by design — not bolted on.

Every service inherits the same baseline security posture, then adds service-specific controls on top.

SOC 2-aware controls

Access, change management, monitoring and incident response aligned to SOC 2.

Data handling rules

PII handling, redaction and prompt-safety rules defined with your team.

Human-in-the-loop QA

Every sampled output reviewed by trained specialists.

Reporting & audit

Accuracy score, hallucination rate, policy flags and CSAT reported weekly.

Frequently Asked

AI agent monitoring questions

Accuracy sampling, hallucination detection, tone and brand checks, policy compliance review, escalation-rule verification and human-in-the-loop correction.

OpenAI, Anthropic, Google, open-source models and custom-built AI agents — plus their integrations with support tools.

Both — we flag issues, provide corrected examples, and support prompt, KB and rule adjustments with your team.

Sampled outputs are scored against your knowledge base, policies and ground truth — with scores trended over time.

Accuracy score, hallucination rate, policy flags, escalation accuracy and CSAT impact — reported weekly.

Per AI surface, per volume band, or as a monthly retainer — agreed upfront.

Ready to fix AI agent monitoring?

A short conversation is usually enough to scope the AI surface and propose a starting point.

Discuss your AI monitoring needs No commitment. No sales pressure.