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Oversight Labs
Cut your LLM costs by upto 60%
Oversight Athena sits between your application and your LLM provider. Before your tokens reach the model they're processed through an inference efficiency layer that identifies and suppresses redundant, verbose and inefficient patterns the waste that inflates bills without improving output quality.. The result: up to 60% reduction in your LLM provider bill, guaranteed by contract. Not a claim, an SLA. Works with any LLM provider. Early access waitlist open now. First 50 get a 60-day free trial..
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.
About Oversight Labs on Product Hunt
“Cut your LLM costs by upto 60%”
Oversight Labs was submitted on Product Hunt and earned 4 upvotes and 2 comments, placing #86 on the daily leaderboard. Oversight Athena sits between your application and your LLM provider. Before your tokens reach the model they're processed through an inference efficiency layer that identifies and suppresses redundant, verbose and inefficient patterns the waste that inflates bills without improving output quality.. The result: up to 60% reduction in your LLM provider bill, guaranteed by contract. Not a claim, an SLA. Works with any LLM provider. Early access waitlist open now. First 50 get a 60-day free trial..
On the analytics side, Oversight Labs competes within API, Developer Tools and Artificial Intelligence — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how Oversight Labs performed against the three products that launched closest to it on the same day.
Who hunted Oversight Labs?
Oversight Labs was hunted by Graeme Nuttall. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Oversight Labs including community comment highlights and product details, visit the product overview.
Graeme Nuttall