Agent readiness level
Automation
How ready the product is to operate as or inside an AI agent workflow, based on tracked subcriteria for autonomy, controls, integrations, memory, and evaluation.
AirOps
5/5
Highly agent-ready, with Quill, Playbooks, workflows, MCP, APIs, integrations, review loops, and durable brand context.
The homepage describes Quill as an AI agent captain, docs cover Playbooks, workflows, Brand Kits, workspace context, human review, MCP, and public APIs, and integrations connect CMS, PM, data, SEO, and knowledge systems.
Surfer SEO
3/5
Moderate agent readiness around AI content workflows, less complete for autonomous publishing and evaluation loops.
Works well as an optimization layer but not a full autonomous SEO/GEO operator.