A pre-built business engine, ready to operate.
Compare any prompt across GPT-4, Claude, and Gemini side-by-side in real time.
Every artifact below transfers to your accounts on day one. The whole engine.
Custom scope to take Multi-LLM Debate from MVP shell to operating business.
The freemium-to-premium motion targets a real pain point: AI teams spend weeks evaluating LLM trade-offs manually. The debate format makes comparison systematic and shareable. With 100k potential practitioners globally and an existing Product Hunt and Twitter momentum playbook, there's a clear path to early traction. If conversion hits even 0.5% of free users at $12 monthly, year-1 revenue could approach the $48k mid-point with manageable customer acquisition cost if organic virality sustains.
Three existential threats loom. First, OpenAI or Anthropic could add native side-by-side comparison to their dashboards overnight, eliminating your differentiation with zero user migration friction. Second, API costs at $10-20 per power user monthly can compress margins to near-zero as active usage scales, squeezing the freemium model. Third, the debate format may be purely novelty-driven: users try it once during LLM evaluation, then churn within 60 days when the comparison fails to add ongoing value.
This fits a solo or two-person SaaS operator with existing DevOps capability, distribution in AI communities, or rapid-cycle MVP launch experience. Ideal owner has shipped at least one freemium product or manages an existing audience of 5k+ developers. They are comfortable with API integration complexity, can execute the Product Hunt and Twitter viral loop, and tolerate the 13% success probability in exchange for a functioning three-month path to first revenue.
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 Multi-LLM Debate for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.