An AI That Actually Knows You
AI assistant that remembers users personally. Freemium SaaS launch-ready in six weeks.
Every artifact below transfers to your accounts on day one. The whole engine.
Custom scope to take Adaptive AI Companion from MVP shell to operating business.
The GTM motion taps real user frustration: ChatGPT resets context and users want continuity. The TAM is substantial at 2M willing-to-pay US early adopters. Freemium reduces acquisition friction and leverages organic distribution via Reddit and TikTok where this audience clusters. At 18k-90k ARR, unit economics work if churn stabilizes beyond 90 days and LLM costs stay below $2-3/month per power user through efficient model selection.
OpenAI and Google already ship memory natively. Churn baseline in B2C AI is 60-70% within 90 days, and paid acquisition kills unit economics fast. LLM costs of $3-6/month per heavy user compress margins severely when subscription price is $12-15. App Store policy changes can eliminate iOS distribution overnight. The 0.18 success probability means four out of five similar bets fail. Execution must be flawless on retention to avoid losing money month one.
This fits a solo SaaS founder or small team with prior subscription SaaS or mobile app experience. You need deep comfort with LLM API costs, retention metrics, and distribution on social platforms. An existing AI agency with a customer list could also own this if retention infrastructure is already built. Not suited for first-time founders or those averse to operator workload in first 90 days.
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 Adaptive AI Companion for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.