We audit AI pipelines for businesses adopting AI: retrieval, prompts, latency, accuracy. Code access sharpens the audit, but is not mandatory. Delivered in 5 working days.
Engineering record
No client logos yet. What I have is a production record. These are real systems, real numbers.
Latency reduction on a production inference pipeline handling 100,000+ inputs per day. No model change.
Throughput improvement on the same hardware. The bottleneck was in how inference was batched, not the model.
Accuracy gain on a text-to-SQL system. Fixed the retrieval layer. The model was fine the whole time.
Pipeline impact traced back to a single architecture review. The problems had been there for months.
The service
Most AI systems underperform not because the model is wrong, but because of how it is used. Retrieval that returns noise. Prompts that drift. Pipelines that work fine at 10 inputs and break at 10,000.
We review your system end to end, identify where it breaks, and write up exactly what to fix. You keep the report. You decide what to do with it.
What you receive
Pricing by stage
50% deposit on booking. Remainder due on delivery.
How it works
Docs, architecture notes, sample inputs and outputs. Code repo access is welcome and makes the audit sharper, but not required.
End-to-end review of your AI pipeline against what it is supposed to do.
Written findings with root causes and a prioritised fix list. 5 working days.
30 minutes to walk through findings, answer questions, agree on next steps.
Who we are
I'm an engineer. I've spent the last few years building AI systems in production, the kind that process hundreds of thousands of inputs a day and need to actually work. Retrieval pipelines, LLM integrations, inference at scale. I've seen what breaks and why.
The audit exists because most AI problems aren't model problems. They're engineering problems that nobody's looked at closely enough. I look at them, write up what I find, and you get a clear picture of what to fix.
Ready?
Send a short note about what your product does and what feels off. Response within 24 hours.
Taking first 3 audit clients at a reduced rate, in exchange for an honest case study.
bippin@theaiauditor.in