BlogThinking out loud
Thinking out loud
about AI that works.
Lessons from building AI into real businesses and what it means for yours.

Strategy
How to Evaluate an AI Development Partner
Most AI partnerships fail before they start. Learn the evaluation criteria, red flags, and accountability questions that separate real AI partners from vendors.
Liquid Intent|8 min read

AI Integration
Why 80% of AI Projects Fail (And What to Do Instead)
Most AI projects fail for business reasons, not technical ones. Learn the five failure patterns behind the 80% AI project failure rate and how operations leaders are avoiding them.
Liquid Intent|8 min read