Articles
Projects
Services
Courses
Contact

Articles

Mostly about building products, healthcare tech, and lessons learned along the way.

Loading articles

Clint Johnson

I build stuff for healthcare companies. Sometimes it works, sometimes I learn something. Always caffeinated, usually in Nashville.

Site

Articles
Projects
Services
Courses
Contact
RSS

Connect

1Put Health
Healthcare innovation studio
View

evaluation | Clint Johnson

Articles
evaluation

Tagged: evaluation

3 articles on evaluation.

Stop Shipping Features: Why AI Products Need an Experiment Mindset

December 11, 2025•7 min read

Stop Shipping Features: Why AI Products Need an Experiment Mindset

12 features shipped in a quarter. Zero meaningful metrics moved. AI products aren't software projects. The roadmap is a hypothesis board, not a delivery schedule, and treating it otherwise is expensive.

ProductRead more →

Every Failed AI Product Has the Same Root Cause

December 29, 2024·7 min read

Every Failed AI Product Has the Same Root Cause

The same failure pattern shows up everywhere: teams shipping fast and iterating on vibes instead of building systematic evaluation. Evals aren't a nice-to-have. They're the core competency of any serious AI product team.

ProductRead more →

The Honest Guide to LLM Evals: What Actually Works

August 4, 2024·8 min read

The Honest Guide to LLM Evals: What Actually Works

Most teams skip real evals and wonder why their AI products degrade in production. The framework that holds up: from 30-minute manual reviews to binary scoring to knowing when your eval suite is finally doing its job.

EngineeringRead more →

1Put Health

Stop Shipping Features: Why AI Products Need an Experiment Mindset

Every Failed AI Product Has the Same Root Cause

The Honest Guide to LLM Evals: What Actually Works