What if my existing agent is built by an agency you do not want to work with?

Not my problem. I audit the agent, not the people. If the findings point to architectural choices I disagree with, that goes in the report. You decide how to handle the relationship.

Will you rebuild it for me after the audit?

Sometimes. Depends on what the audit finds. If the existing agent is fixable, I will price the fixes against my Production Build rates. If it needs a full rebuild, that is a separate scoping conversation.

What if the audit finds nothing wrong?

Has happened twice. Both times the issue was operational: the agent was fine, the team was using it wrong or the data going into it was bad. Audit covers that too.

Standard NDA, yes. I will not work under an NDA that prevents me from describing the problem class publicly (no client names or specifics, just the type of issue).

How much depth do you go into?

Code-level. I read the prompts, the tool definitions, the retrieval logic, the error handling, the deployment. Not just a 30-minute architecture call. The whole point is finding the issue your team has not been able to see.

What if I do not have an existing agent yet?

Then you do not need this. Start with Operations Autopilot, Knowledge Agent, or Inbound Voice Agent depending on the use case.

All agents

Optimization

Zero production incidents after handoff

Production Tune-Up

Fix the agent someone else shipped. 14-day audit, written findings, optional rebuild.

14 daysFrom kickoff to written findings

Code-levelAudit, not slide-deck review

$4,500Fixed audit price

You bought an AI agent. It worked in the demo. Six months in, it hallucinates, costs $4K/mo to run, takes 8 seconds to respond, and your team has lost faith in it. This is the agent that fixes that. Two-week audit. Written findings. Optional rebuild on whatever budget you have left.

Built by Jahanzaib Ahmed, AI Systems Engineer·Updated May 23, 2026

Audit in 14 daysLive or first month freeYou own the code

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Default tier

Starter Build

$4,500

one-time · 14-day delivery

Production Tune-Up is the only agent priced primarily at the Starter tier ($4,500 fixed audit). Production rebuild is a separate engagement quoted after the audit.

Guarantee

Live in 14 days or your money back.

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Who is this for?

Built for the people who already know what is broken.

I would rather lose a deal than take on a project that is not a fit. Honest fit signals below so you can self-qualify before booking a call.

Ideal fit

Teams that hired a consultant or agency and inherited an agent nobody understands anymore
Companies running an agent in production that is too expensive, too slow, or too unreliable
CTOs who want a second opinion before extending another retainer or rebuilding from scratch

Not a fit if

Teams without an existing agent yet (start with Operations Autopilot or Knowledge Agent instead)
Agents owned by another team that will not give read-only access to code and logs
Companies looking for vague advice: this is a code-level audit, not a strategy memo

What is in the box?

Production-grade. Nothing left for you to figure out.

Every Production Tune-Up engagement ships with these components. No phase-two surprises. No upsells once the contract is signed.

Code and infrastructure review (architecture, prompts, RAG pipeline, tool use, deployment)

Cost analysis: what is each request actually costing and why

Latency profile: where is the time going (LLM, retrieval, tool calls, network)

Reliability audit: error rate, hallucination rate, fallback coverage

Security review: prompt injection vulnerabilities, data exposure, auth gaps

Written report with prioritized findings, severity, and estimated fix effort

Live walkthrough of the report with your team

Optional rebuild scoped against findings (Production Build pricing, separate engagement)

How does the build actually run?

Four phases. Three weeks. One engineer.

I do not disappear and surface with a demo. You see daily progress. You sign off at each phase. If something is wrong, we catch it before it ships.

Read-only access (Day 1)

You give me access to the code, the prompts, the infrastructure, and recent logs. I read everything before I form an opinion.

Audit (Days 2 to 10)

I run the agent against my own test set. Measure cost per call, p50/p95 latency, hallucination rate, error rate. Trace the worst failures end-to-end.

Report (Days 11 to 13)

Written findings: every issue, severity, root cause, recommended fix, estimated effort. No vague "should refactor" notes. Actionable items only.

Walkthrough (Day 14)

Live session with your team. We go through the report. You decide what to fix and whether you want me to do it or hand it to your team.

How does the math compare to hiring?

The unit economics, plainly.

Hiring a human

Hire a new consultant who tells you to throw it all out and rebuild for $80K.

Hiring this agent

$4,500 audit. Written findings. You decide if the existing agent is salvageable.

Real outcome: Two recent audits found the entire problem was a single misconfigured retrieval threshold. Two-hour fix.

The questions everyone asks