Replace long, 50-step developer workflows with one tuned AI agent

Replace long, 50-step developer workflows with one tuned AI agent targets a $50.0B = 25M developers x $2,000/year spend on developer tools & automation total addressable market with medium saturation and a year-over-year growth rate of 35% (developer tooling / automation category growth driven by AI adoption).

Key trends driving demand: LLM-enabled orchestration -- ability for models to call APIs and reason about multi-step flows lets single agents replace multi-step manual processes; Platformization of internal tools -- companies prefer shared agent templates and team stores over ad-hoc scripts, creating reuse opportunities; Shift-left automation -- increased investment in developer productivity and infra automation reduces cycle time and incident escape rates; Vector/RAG adoption -- embedding stores make it possible to ground agents in private codebases, runbooks, and historical telemetry.