Make SaaS agent-friendly: detect, test, and harden UIs for AI agents

Make SaaS agent-friendly: detect, test, and harden UIs for AI agents targets a $2.0B = 100,000 SaaS companies × $20K ACV for agent-hardening tooling total addressable market with medium saturation and a year-over-year growth rate of 25% YoY for automation and AI developer tool adoption (industry synthesis: rapid agent adoption and tooling demand; see multiple analyst notes 2023–2024).

Key trends driving demand: Agent-first automation — Autonomous agents are increasingly able to interact with web UIs and complete tasks, creating a new class of runtime consumers for SaaS.; Developer-first tooling adoption — Product teams prefer SDKs, linters, and CI integrations over heavyweight RPA suites when adding new platform capabilities.; Shift from manual QA to continuous validation — Teams want continuous testing, observability, and remediation for automated actors as they deploy agents to production..