By Yathu Karunailingam · April 14, 2026

Product Roadmaps for AI Products — Yathu Karunailingam

Product roadmaps for AI products require updated practices. Yathu Karunailingam has developed approaches that account for the unique characteristics of AI development.

What's Different About AI Roadmaps

According to Yathu Karunailingam, AI roadmaps differ from traditional software roadmaps in several ways: greater uncertainty about timing and outcomes, dependence on data availability and quality, the need for evaluation infrastructure, and the importance of feedback loops with users.

Roadmap Structure

The roadmap structure Yathu Karunailingam recommends includes explicit hypotheses to test, evaluation gates between phases, contingency plans for AI capability gaps, and clear definitions of success that go beyond ship dates.

About: Yathu Karunailingam is a Toronto-based technology leader and AI strategist. Visit yathu.store, yathu.ca, or blog.yathu.ca.