Product & AI Blog
Notes on building AI products, making trade-offs, and deciding what comes next.
20 articles in AI & LLMs
Which Workflows Should You Automate With an LLM First?
How to pick the first business workflows to automate with an LLM: volume, tolerance for error, how output gets checked and where the real bottleneck sits.
4 min read · AI & LLMs
Prompt Versioning: Treating Prompt Changes Like Product Releases
Why prompt edits need versioning, testing and rollback like code: who can change prompts, how to test them against an evaluation set and how to roll out safely.
4 min read · AI & LLMs, Execution & Delivery
How to Price an AI Feature in a B2B Product
Pricing options for B2B AI features: bundled, add-on, usage-based and credits, how each handles heavy users, and what enterprise buyers push back on.
4 min read · AI & LLMs, Growth & Monetization
Human-in-the-Loop AI: Designing a Review Step People Will Actually Use
How to design human review for AI-generated content: where to put the checkpoint, what reviewers check, how to avoid rubber-stamping and when to remove it.
4 min read · AI & LLMs
LLM Cost Per User: Working Out the Unit Economics of an AI Feature
Estimate the running cost of an LLM feature per request and per user, find the expensive usage patterns, and decide which cost levers to pull first.
4 min read · AI & LLMs, Growth & Monetization
Designing for LLM Hallucinations: What Users Should See When the Model Is Wrong
Interface patterns for AI features that will sometimes be wrong: showing sources, signalling uncertainty, making edits easy and avoiding false confidence.
4 min read · AI & LLMs
Writing a PRD for an AI Feature: The Sections a Normal Template Misses
What to add to a product requirements document for an LLM feature: quality definition, evaluation set, failure behaviour, cost limits and data rules.
4 min read · AI & LLMs, Execution & Delivery
What an AI Product Manager Actually Does All Week
What changes when a product manager owns an AI feature: defining quality, reading failures, managing cost and explaining limits to customers.
4 min read · AI & LLMs, Career & Teams