Definition
Structured Context: Context delivered to AI models as organized, typed records with named fields rather than raw prose or unformatted text.
Most AI inaccuracies in production are context quality failures, not model fabrications. Here's the research on what context engineering actually changes.
AI customer service fails at 4x the rate of other AI tasks. Support bots need five types of context most teams never provide. The model isn't the problem.
84% of product teams doubt their products will succeed despite AI adoption. The problem: PM tools see feature requests but not the context behind what to build.
87% of enterprises missed revenue targets despite AI investment. Sales AI needs five types of deal context most teams never provide. The model isn't the issue.
Seven context engineering techniques used in production AI systems, with implementation patterns, research backing, and guidance on when each one works.
ETH Zurich found AI-generated context files hurt agent performance by 3%. Format choice alone swings LLM accuracy by 40%. Here's what the research says.