Tool-call failures break agentic loops — enforce in-loop schema/type validation

Tool-call failures break agentic loops — enforce in-loop schema/type validation targets a $12.0B = 200,000 engineering orgs x $60K ACV (enterprise dev tools + AI reliability spend) total addressable market with medium saturation and a year-over-year growth rate of 35% annual growth (developer tools + AI reliability categories).

Key trends driving demand: Agentization -- growing adoption of LLM-driven agents across apps increases the surface area for runtime failures and demand for reliability tooling.; Structured-output support in LLMs -- function-calling and schema-constrained outputs enable programmatic validation mid-execution.; Shift-left reliability -- teams are investing earlier in runtime validation and automated repair to reduce production incidents and customer-visible failures..