Agent Context Audit
Your AI agent is bleeding tokens. We find the waste and cut your bill 30–50% — without changing the model.
Who this is for
AI startups burning $5k+/mo on APIs
Your token bill is growing faster than your revenue. Context optimization can cut it 30–50% — same model, lower cost.
Teams deploying AI agents internally
Agents that work in demos but degrade in production. Context rot is the silent killer — and it's fixable in a week.
CTOs who suspect their agent could be better
It's usually not the model. It's what feeds the model. We measure it, prove it, and fix it.
What you get
Context Window Utilization
How much of your context budget is being used — and how much is wasted on bloat.
Token Waste Analysis
Identify exactly where your token budget leaks: fat tool payloads, pre-loaded files, duplicated context.
Context Rot Assessment
Session-length habits, compaction posture, stale-context carryover — the silent killers of agent quality.
Memory Audit
What persists across sessions, what should, and what's poisoning your agent's memory.
Tool Contract Review
Are your tools returning token-efficient structured results, or bloated JSON blobs?
Scored Findings
Every finding scored: Severity × Effort × $/token saved. Know exactly what's worth fixing.
Quick Wins
3–5 things your team can ship in a day — immediate ROI from the audit.
Process
Discovery
Day 1
30-minute call to understand your agent architecture, model, tooling, and pain points.
Analysis
Days 2–5
Deep dive into context window, memory systems, tool contracts, and session patterns.
Report
Days 6–7
Scored audit report with findings, severity rankings, and a prioritized fix roadmap.
Debrief
Day 7
30-minute call to walk through findings and discuss the fix sprint.
What clients say
“Omar is a true expert in technology, AI tools, and software. He consistently stays ahead of the curve. What truly sets him apart is his ability to not only understand complex technical concepts but also communicate them effectively to others. His passion for technology is evident, and he is always up-to-date with the latest industry news. His guidance is invaluable.”
“Omar is the kind of person everyone needs in their corner — sharp, insightful, and always ready with the right words at the right time. He has a rare talent for making sense of things when they seem chaotic and for offering perspectives that make you think. Whether it's through his quick wit, thoughtful advice, or ability to turn any situation into a learning experience — he has a way of making people around him better.”
Frequently Asked Questions
What access do you need?
Access to your agent config and a sample of session transcripts. We don't need production access — config files and logs are enough to identify waste.
How quickly will I see savings?
Quick wins ship same-day and can cut costs immediately. Full ROI from the complete fix roadmap typically lands within 30 days.
What if my agent is on GPT-4 or Claude?
Works with any model. Context optimization is model-agnostic — we're optimizing what feeds the model, not the model itself.
Can you fix the issues too?
Yes. We offer a Fix Sprint as a follow-up — we implement the quick wins and tackle the medium-effort fixes from the audit roadmap.
What if the audit doesn't find much?
You get a documented assessment confirming your setup is efficient. That's useful for board reporting and investor conversations — proof you're not burning money.
Find out where your tokens are going
$2,500 flat. Report in 7 days. Debrief call included.
Risk-free: If the audit doesn't find measurable waste, we refund you in full.