Deployed agents don't maintain themselves
Your Agent Is Running Right Now. But Is It Still Accurate?
Daily log reviews, error resolution within 4 hours, and monthly retraining for deployed AI agents. For every business running a production agent that can't afford for it to fail without warning.
Agent Monitoring Retainer is a monthly retainer service offered by Crescent AI, an AI automation agency helping small and medium businesses automate repetitive workflows without hiring in-house AI engineers.
DAILY
Log reviews — errors caught before customers see them
4 HRS
Critical error response time — not next-business-day
MONTHLY
Retraining — accuracy improves over time instead of degrading
My front desk was spending most of the day on the phone — booking appointments, chasing insurance pre-authorizations, and following up on outstanding direct billing submissions to extended health plans. WCB claim follow-ups alone were eating an hour a day. Crescent AI automated all of it. Reimbursements come in faster, no-shows dropped, and my team actually leaves on time.
Physiotherapist · Calgary, Canada
The Problem
Why Do Deployed Agents Lose Accuracy Over Time?
Models update. Your data changes. Edge cases that didn't exist during testing start appearing once the agent handles real volume. Nobody's reviewing the logs. The first sign something is wrong is usually a customer complaint — by which point the damage has already happened.
Agent outputs drift as the data feeding them changes month by month
Edge cases accumulate in production that weren't present during testing or launch
When a connected tool updates its interface, the agent breaks without alerting anyone
No one on your team has time to review agent logs every day alongside their actual work
How it works
How the Retainer Runs
We review your agent configuration and logs to establish baseline accuracy, configure daily log review and alerting against your agent's specific failure modes, then monitor continuously with 4-hour response on critical errors and non-critical issues resolved within 24 hours. Monthly retraining improves accuracy based on edge cases, and monthly reports show concrete performance data.
Onboarding & Documentation Review
Week 1Agent configuration, logs, and decision logic reviewed and documented before monitoring begins.
Monitoring Setup
Week 1Daily log review process and alerting configured against your agent's specific failure modes.
Baseline Accuracy Established
Week 1-2Current performance measured so improvement or drift can be tracked from a known starting point.
Daily Monitoring Begins
OngoingLogs reviewed every day. Critical errors are addressed within 4 hours, non-critical issues within 24.
Monthly Retraining
Every monthThe agent is updated with new data and corrected edge cases identified during that month's monitoring.
Accuracy Reporting
Every monthTrend data delivered showing accuracy, error rate, tasks completed, and escalations.
What's included
What the Retainer Covers
Daily log reviews catch errors before customers see them, critical errors are addressed within 4 hours and non-critical issues within 24 hours, monthly retraining improves accuracy based on new data and edge cases, scope expansion hours add new scenarios and integrations as your requirements change, and monthly accuracy reports show concrete numbers — not just assurances.
Daily Log Review
Agent activity checked every day for errors, anomalies, and output drift. Alerts triggered before problems surface to customers or affect operations.
Critical Error Response
Issues flagged as critical — wrong outputs, failed actions — addressed within 4 hours. Non-critical issues resolved within 24 hours.
Monthly Retraining
Agent updated with new data, corrected edge cases, and improved decision logic each month. Accuracy improves over time instead of degrading.
Scope Expansion
Monthly hours to extend what the agent handles: new scenarios, new integrations, new decision paths as your business requirements change.
Accuracy Report
Monthly breakdown: accuracy rate, error rate, tasks completed, escalations triggered, and trend vs. prior month. Numbers, not impressions.
Coverage
What We Monitor
Works with your stack
Fit check
This is built for you if…
The monitoring retainer fits businesses running AI agents on real customer interactions or business-critical workflows, operations teams with deployed agents and no internal capacity to monitor them, companies where wrong agent outputs directly affect customer trust or costs, and anyone who deployed an agent and needs someone watching what happens in production.
Businesses with AI agents handling real customer interactions or business-critical workflows
Operations teams that deployed agents and have no internal capacity to monitor them
Companies where a wrong agent output would directly affect customer trust or carry a cost
Anyone who deployed an agent and wants someone watching what happens in production
Why Crescent AI
Why Choose Crescent AI to Monitor Your Agents
Where the risk sits
Month-to-month. If the agent is degrading under our watch, cancel. We provide the accuracy data to prove performance — not just our word.
Start your retainer
Start with the Audit. Not a Sales Call.
30 minutes. We map the workflows eating your team's time, rank your top automations by ROI, and tell you honestly what's not worth touching yet. You get a written summary. No slide deck. No pitch.
Month-to-month. Built on your existing tools. You own everything we build.