Use Case From Prototype to Production: The First 90 Days of an AI Assistant
What actually happens when an "AI idea" meets real customers, data, and compliance? A practical roadmap you can copy.
I BELIEVE IN AI
Ideas, futures, and grounded use-cases — in black & white.
CredoAI is a minimalist publication about believing in artificial intelligence without the hype. We publish short essays, field notes, and case studies on where AI meaningfully helps — and where it doesn't.
Latest
See all Essay Credo, Not Cult: Belief in AI Without the Hype
A stance for builders: rigorous optimism, clear constraints, and a refusal to hand-wave what doesn't work yet.
Playbook Evaluating AI Products: A Field Guide for PMs
A crisp checklist for deciding if an AI product is ready for prime time — or still a demo in disguise.
Use Cases
See all Use Case RAG Beyond the Demo: Building for Messy Data
Most knowledge bases are imperfect. Here's how to ship retrieval that forgives the real world.
Use Case Agentic Workflows That Stay On Rails
Agents are powerful — and chaotic. Patterns to bound behavior without losing capability.
Use Case Evaluation Loops Your Stakeholders Will Trust
Bridge the gap between model metrics and business outcomes with human-in-the-loop evaluation.
Essays
See all Essay Latency Is a Feature
Speed matters — but so does meaning. Making tradeoffs explicit in AI product decisions.
Essay Tooling Before Team
Your first AI hire might be a playbook, not a person. Organizing around enablement.
What is CredoAI?
"Credo" means "I believe." We believe in AI that works in practice. This site curates clear thinking, durable patterns, and honest field notes from building and deploying AI systems.
- Short, practical pieces over long manifestos.
- Use cases with constraints, not just wins.
- Black-and-white design for clear ideas.