What's running in production should still be working
Your AI Was Accurate at Launch. Nobody Checked Since.
Accuracy tracking, latency benchmarking, API cost analysis, and monthly output quality reviews across every AI system running in production. So you know when something degrades before it becomes a customer problem.
AI Performance Monitoring & Optimisation 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.
MONTHLY
Output quality reviews across all production AI systems
PROACTIVE
Degradation spotted before it reaches customers
COST TRACKED
API and compute spend analysed monthly
School uniform season and wedding alterations back-to-back — customers ringing all day asking if their order was ready. We had jobs written on paper and no way to track any of it. Crescent AI set up automated SMS updates at every stage — dropped off, in progress, ready to collect. Calls have nearly stopped, I'm taking on twice the jobs, and it's still just the two of us.
Owner, Tailoring Business · Adelaide, Australia
The Problem
Deployed AI is treated as finished. It isn't.
Models drift. Input distributions shift. Token costs accumulate unnoticed. The integration that worked at launch runs slower after a platform update. Most teams find out something is wrong only when a customer or finance lead flags it. By then the degradation has been running for weeks.
Output accuracy drops gradually — no alarm goes off, users just get worse results
Latency creeps up after API changes — nobody notices until response times double
API costs compound month over month with no visibility into what's driving the spend
No one on the team has a mandate to review AI performance logs alongside their main work
How it works
How the Retainer Runs
Baseline Performance Audit
Month 1Every production AI system reviewed for current accuracy, latency, and cost — the numbers you're actually running on today, not assumptions.
Monitoring Setup
Month 1Tracking configured against ground truth or business-defined criteria, so drift and slowdowns get flagged automatically going forward.
Accuracy & Latency Reviews Begin
Month 1Model outputs and response times measured against baseline — the first data points in an ongoing trend line.
Cost Analysis Begins
Month 1Token consumption and compute spend broken down per system, so cost trends are visible from day one.
Monthly Reviews
OngoingEach system reviewed monthly. Regressions, slowdowns, and cost spikes caught before they affect operations or customers.
Monthly Performance Report
OngoingAccuracy rate, latency trend, cost trend, and any anomalies detected — delivered as a report you can share with stakeholders.
What's included
What the Retainer Covers
Accuracy Tracking
Systematic evaluation of model outputs against ground truth or business-defined criteria each month. Regressions caught before they affect operations.
Latency Benchmarking
Response time measured against baseline across all production endpoints. Slowdowns flagged and traced to their source — model, integration, or infrastructure.
API Cost Analysis
Token consumption, compute usage, and third-party API spend broken down monthly. Optimisation recommendations to reduce cost without reducing output quality.
Output Quality Review
Sampled outputs reviewed against your business criteria — not just whether the API returned a response, but whether it returned a useful one.
Monthly Performance Report
Accuracy rate, latency trend, cost trend, and any anomalies detected — delivered as a clear report you can share with stakeholders.
Coverage
Systems We Monitor
Works with your stack
Fit check
This is built for you if…
This service delivers the most value when:
Businesses with AI tools or models running in production without ongoing monitoring
Operations or engineering teams that lack the bandwidth to review AI logs monthly
Companies where AI output quality directly affects customer experience or revenue
Finance leads who suspect AI infrastructure costs are rising but can't quantify it
Why Crescent AI
Why Choose Crescent AI for Performance Monitoring
Where the risk sits
Month-to-month. No lock-in. The reports we produce are yours to keep — independent of whether you stay.
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.