Autoresearch Playbook
Let AI test your marketing and keep only the winners
6 followers
Let AI test your marketing and keep only the winners
6 followers
Autoresearch is the AI optimization loop that went viral in March 2026. The Playbook turns it into 12 fill-in-the-blank templates that test your cold emails, landing pages, and prices overnight — keep the winners, drop the rest. Start free with a 12-point assessment.
The first thing I built wasn't "buy more credits" — it was the honest map of what's actually free or claimable for running AI on a loop: the real free tiers, the few signup credits anyone can get, and why the "$1,000 free" deals on perks portals are mostly gated ceilings (the ungated OpenRouter credit is $1, not $1,000; Anthropic's is ~$5). No affiliate links, eligibility stated plainly, every number checked against the provider's own page → https://autoresearchplaybook.com...
The punchline is boring and true: for anything you run on a loop — prompt optimization, SEO, copy, debugging — a local model (Ollama/MLX) is $0. No signup, no expiry. (ML *training* still needs a GPU — I'm explicit about that.) The Playbook is just the 12 program.md templates that make that loop run safely, with a hard max_cost_usd stop so it can never bill you by accident.
Start free with the 12-point assessment: https://autoresearchplaybook.com...
PH launch bonus (this week only): take the free assessment and I'll auto-send you 2 ready-to-run program.md templates — the Zero-API-Cost + Hybrid prompt-optimizers, both $0 to run locally on Ollama — straight to your inbox. No purchase.
Full Playbook is $97, 14-day refund if it doesn't fit: https://justmattg.gumroad.com/l/...
Not affiliated with Karpathy — this builds on his open-source method. Happy to get into the cost math.