Assumio — AI Feature Cost & Architecture Planner
Forecast your AI feature's cost & architecture before you build it.
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About
Assumio helps small SaaS teams (5–30 people) plan an AI feature BEFORE they commit engineering time. A 7-step intake generates a structured report: recommended AI architecture, monthly cost forecast at 1K/10K/100K MAU, hidden-risk warnings, a three-scenario comparison (Cheap MVP / Balanced / Scale-Ready), assumptions, a confidence score, and a "cost of guessing" dollar figure.The wedge is timing — it catches the $20–40K/yr architecture mistakes at the planning stage, when they're cheapest to fix.WHAT'S INCLUDED- Full source code + the getassumio.com domain- Pro tier fully functional (intake → report → Stripe + Lemon Squeezy billing)- Complete GTM kit: playbook, pricing strategy, first-customers roadmap, channel research- Lead magnet: polished 9-page PDF ("The $50K AI Feature Mistake Report")TECH STACKReact + TypeScript + Tailwind, Cloudflare Workers + D1 (serverless, near-zero infra cost), Anthropic API. ~89% gross margin model.HONEST STATUS$0 MRR. Launched ~1 week ago via a build-in-public YouTube challenge — ~300 real monthly visitors and the first handful of free signups. Pro tier works end-to-end; Team tier is a designed validation surface (captures team-size + feature intent) with multi-seat billing not yet built — a clear, scoped next feature with demand signal baked in.This is a turnkey product in one of 2026's hottest categories with the marketing groundwork already done. A buyer with audience or distribution skips 3+ months of building.Asking $8,000 — open to reasonable offers. Asset sale (code, domain, brand, docs).
Comments (4)
cost forecasts without usage data are just fancy assumptions
monthly forecasts seem naive if youre assuming static model pricing
Does Assumio estimate fine-tuning costs or just API-based usage?
planning ai costs before building is pointless when api pricing keeps changing
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