LLM Bill Snapshot: cost & reliability audit in 48h by Sunesh AgarwalLLM Bill Snapshot: cost & reliability audit in 48h by Sunesh Agarwal
LLM Bill Snapshot: cost & reliability audit in 48hSunesh Agarwal
Cover image for LLM Bill Snapshot: cost & reliability audit in 48h
Your LLM bill keeps climbing and nobody can say why. Send me your usage exports (OpenAI, Anthropic, Langfuse or OpenTelemetry traces) and within 48 hours you get a ranked report of where the money and the failures go.
What you get
16 deterministic checks. 8 for cost (unused prompt cache, model overkill, duplicate calls, context bloat, retry waste, off-peak eligible work) and 8 for reliability (error rates, latency, rate limiting, single-provider risk).
Every finding comes with its evidence query, the fix and a confidence level.
Savings are labelled measured or estimated, never inflated.
One HTML report plus a 30-minute walkthrough call.
Privacy by design. I work from token counts and prompt hashes, so your prompt text never leaves your systems.
Built on llm-audit, my own audit toolkit (915 tests, backtested savings).
Starting at$300
Duration2 days
Tags
Anthropic
Langfuse
OpenAI
OpenTelemetry
Python
AI Cost Optimization
LLMOps
Service provided by
Sunesh Agarwal Bengaluru, India
1
Followers
LLM Bill Snapshot: cost & reliability audit in 48hSunesh Agarwal
Starting at$300
Duration2 days
Tags
Anthropic
Langfuse
OpenAI
OpenTelemetry
Python
AI Cost Optimization
LLMOps
Cover image for LLM Bill Snapshot: cost & reliability audit in 48h
Your LLM bill keeps climbing and nobody can say why. Send me your usage exports (OpenAI, Anthropic, Langfuse or OpenTelemetry traces) and within 48 hours you get a ranked report of where the money and the failures go.
What you get
16 deterministic checks. 8 for cost (unused prompt cache, model overkill, duplicate calls, context bloat, retry waste, off-peak eligible work) and 8 for reliability (error rates, latency, rate limiting, single-provider risk).
Every finding comes with its evidence query, the fix and a confidence level.
Savings are labelled measured or estimated, never inflated.
One HTML report plus a 30-minute walkthrough call.
Privacy by design. I work from token counts and prompt hashes, so your prompt text never leaves your systems.
Built on llm-audit, my own audit toolkit (915 tests, backtested savings).
$300