Predict churn. Stop it before it spreads.
Automated churn prediction tool for mid-market SaaS companies via LinkedIn outbound and live product demos
Every artifact below transfers to your accounts on day one. The whole engine.
Custom scope to take Account Health Predictor from MVP shell to operating business.
The TAM is substantial: roughly 48 million in potential annual revenue from 10,000 under-served SaaS companies. The GTM motion is proven and repeatable: live demos using customers' own Stripe or HubSpot data create immediate credibility and reduce buyer skepticism. The 30-day free trial lowers adoption friction. Outbound sales to CS leaders is a taught skill, and the target buyer genuinely wants this tool.
Integration fragility is the core risk: churn predictions are only as good as the data. Shallow Stripe or HubSpot connections produce inaccurate scores that destroy user trust within 60 days. Second, the delayed value loop is real: customers need 60 to 90 days of baseline behavioral data before predictions become meaningful, creating a dangerous cancellation window. Third, the market is crowded: Gainsight and ChurnZero dominate enterprise, while ProfitWell and Baremetrics offer analytics at the low end.
Best fit: a solo SaaS founder or customer success consultant with an existing network of CS leaders or SaaS founders. You need technical comfort with Python ML products and the sales hustle to execute outbound. Previous agency or consulting work is valuable. You understand SaaS unit economics and can speak credibly to churn reduction. Must be willing to sustain early losses while building the customer base.
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 Account Health Predictor for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.