The blueprint behind products winning in AI
Inside the playbook product investors are watching closely
Over the past year, I’ve been watching a shift across the strongest product teams working with AI. It’s no longer enough to add intelligence to products, what matters now is where that intelligence lives and what it does.
This shows up clearly in the 2026 Q1 AI & Data Product Awards Guide, which brings together insights from the 72 products selected by our Awards Advisory Council. These winners reveal where product strategy is heading next, and three signals stand out.
First, intelligence is moving into infrastructure. Winning AI products are embedded directly into operational workflows and decision environments.
Second, AI outcomes now matter more than AI novelty. Leaders want to see improvements in cycle time, quality, cost, and reach, and the winning products deliver measurable results.
Third, we’re seeing the move from insight to agentic execution. AI is increasingly completing work inside enterprise systems, changing expectations for what software should do.
Taken together, these signals point to something important: AI is becoming operational infrastructure.
That’s exactly what the 2026 Q1 AI & Data Product Awards Guide explores. If you’re building products in the AI era, these are patterns worth studying closely. Download your free copy below.
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