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Autoresearch Playbook
Let AI test your marketing and keep only the winners
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.
Timing isn't an accident: Anthropic started metering programmatic Claude usage on June 15. So the first thing I built wasn't "buy more credits" — it was the honest map of what's actually free or claimable after the change: 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.
About Autoresearch Playbook on Product Hunt
“Let AI test your marketing and keep only the winners”
Autoresearch Playbook was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #137 on the daily leaderboard. 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.
On the analytics side, Autoresearch Playbook competes within Productivity, Marketing and Artificial Intelligence — topics that collectively have 1.6M followers on Product Hunt. The dashboard above tracks how Autoresearch Playbook performed against the three products that launched closest to it on the same day.
Who hunted Autoresearch Playbook?
Autoresearch Playbook was hunted by Matthew. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Autoresearch Playbook including community comment highlights and product details, visit the product overview.
Matthew