Reducing AI coding agent hallucinations with structured harnesses

Reducing AI coding agent hallucinations with structured harnesses targets a $12.0B = 1.5M engineering organizations x $8K ACV. Assumes broad developer tooling spend across SMB and enterprise teams adopting agent safety and productivity tooling. total addressable market with low saturation and a year-over-year growth rate of 30-50% adoption growth for AI dev tools as teams integrate agents into CI and IDEs.

Key trends driving demand: Widespread coding agent adoption -- increases frequency of codegen runs and surfaces repeated hallucination pain; Shift to reproducible developer environments -- devcontainers and standardized CI make automated harnessing feasible; Rise of programmatic LLM evaluation APIs -- enables automated tests, function calls and scoring at scale; Increased regulatory and security scrutiny on software supply chain -- raises value of pre-merge verification.