State of Context Report Q1 2026
OpenDataLabs
April 14, 2026
Model capability is converging. ChatGPT, Gemini, Claude, Copilot, and Perplexity are getting closer every quarter. Yet most AI deployments still underperform in production.
The difference is context: what the AI actually knows when it starts working. Your pricing, your customer’s history, their preferences, the complaint from last week. The model is rarely the problem. The information going into it almost always is.
This report introduces a five-layer context framework, scores all five major platforms against it, and identifies where the real leverage sits for businesses deploying AI today. One finding in particular should change how you evaluate any AI investment: the layer with the most commercial impact is the one every platform scores lowest on.
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