I'm Graeme, Founder of Oversight Labs. With 20+ years in regulated financial services, not a developer. I built this entire platform through two years of iterations with Claude as my execution layer. The website you're looking at? Built and deployed from my phone this weekend. Oversight Athena solves a problem that's getting worse every quarter — enterprise LLM bills are growing faster than budgets, and there's no contractual mechanism to control them. Prompt engineering helps at the margins. Provider-side features don't come with an SLA. Nothing puts the guarantee in writing. Athena does. It sits as a proxy layer between your application and your LLM provider. Before tokens reach the model they're processed through an inference efficiency pipeline that suppresses redundant, verbose and inefficient patterns — the waste that inflates bills without improving output quality. You're billed on what's left. The result is up to 60% reduction in your LLM provider bill, guaranteed by contract. Every token hashed and timestamped. Cryptographically immutable audit trail. Finance-ready monthly savings report. Works with OpenAI, Anthropic, Gemini, any provider. Integration is one endpoint change — under 60 seconds in proxy mode. Built specifically for regulated industries where "trust us" isn't good enough — financial services, accountancy, pensions, healthcare. Early access waitlist is open at oversightlab.ai — first 50 get a 60-day free trial instead of 30. Happy to go deep on the architecture, the regulated industry use case, or what building a production AI platform without a technical background actually looks like. Ask me anything.

Oversight Labs

Cut your LLM costs by upto 60%

Cut your LLM costs by upto 60%