Run Your LLM Requests at 80% Lower Cost
LLM optimization platform targeting Series A/B CTOs with high API spend.
Every artifact below transfers to your accounts on day one. The whole engine.
Custom scope to take Architect Loop from MVP shell to operating business.
The TAM is real. Twenty five thousand US companies spending more than 500 dollars monthly on LLM APIs are a defined buyer pool. The GTM is specific: free tier drives awareness, Product Hunt launch, then direct sales to CTOs who validate ROI immediately. Series A/B founders actively optimize burn. Early wins with measurable savings create word-of-mouth in tight developer networks.
LiteLLM, OpenRouter, and PortKey already offer routing at near-zero cost. Cloud providers are shipping native optimization features that reduce the efficiency gap. The 80 percent savings claim depends heavily on specific usage patterns. Customers seeing less than promised ROI within thirty days churn fast, generating negative developer-community reviews that compound acquisition costs significantly. Competing against free commoditized alternatives is extremely difficult.
An existing developer tools founder or agency owner with distribution to developer audiences. Someone who has shipped one successful product and understands the dynamics of competing against free OSS alternatives. Must have capital for 6-9 months runway and the persistence to weather early churn. Strong ability to build credibility in LLM ops circles and patience for long B2B sales cycles.
From contract signing to operating business.
Three ways in, depending on how much you want to build yourself.
Read the full buyer brief on every product in the catalog. All Fermi math, all agent specs, all sales kits, all skeptic memos. Cancel any time.
The full asset bundle transfers to your accounts. Brand, domain, landing, agent spec, financial model, sales kit, founder persona, video. You own it.
A Roll Digital chief operator builds Architect Loop for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.