Case Studies
Show, not tell. Real sessions, real problems, real results.
These aren't demos. They're reconstructions of actual working sessions between a human (Bill) and an AI (Claude). The point isn't that Claude is smart. The point is that the combination is smart. Neither one gets here alone.
Writing a Memoir in 20 Days
55 scenes. 183 jokes. 4 voices. The human held the pen. The machine held the clipboard. Neither gets here alone.
The Query That Ate the Warehouse
41 minutes to 10 minutes. 75% cost reduction. Zero application changes. One session. The AI wrote the SQL. The human made the call.
Building a Book Distribution System in One Session
200 lines of Python. $0/month. One command. Person-centric identity tracking. WinRAR license model.
Auditing Six Snowflake Accounts in Three Minutes
Credit burn, failed queries, login anomalies. Six countries. One scan. Three minutes to read what took 45 minutes to assemble.
Catching an AI Making an Impossible Mistake
Claude counted the meanings of 'gross' and got a confident, wrong answer to an unanswerable question. The human caught it. Here's why that matters.
Killing Useless Meetings
Four functions. Four patterns. Pulse, Forge, Senate, Hangout. Decompose the function, not the format.
Building This Website
Static HTML on S3. No framework. No CMS. $0/month. Built by someone who has never built a website.
The pattern
Read these cases again. Every one follows the same structure:
- The human has a problem they understand deeply but lack the time or tooling to execute alone.
- The AI has the execution capability but no understanding of what matters.
- Together, they solve it faster than either could alone.
The human never says “do whatever you think is best.” The AI never says “I think you should reconsider your goals.” The split is clean: judgment is human, execution is machine. When you blur that line, things break. When you respect it, you get a memoir, a distribution system, a Snowflake audit, a research paper, and a website — in ten days.
Disclosure: This page was generated by Claude (Anthropic) under Bill's direction. The case studies describe real events documented in session transcripts.