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AI agent readiness checker for small SaaS sites

Build an automated scanner that checks any URL against the 'AI agent readiness' criteria: whether Cloudflare/WAF rules block AI crawlers like ChatGPT-User and ClaudeBot, whether pricing and key content render in static HTML versus client-side JS, whether robots.txt allows agent fetchers, and whether the value proposition is stated in plain, parseable language. Package it as a free scan with a paid detailed report or monitoring tier, sold to solo SaaS founders and small site owners who want their product surfaced when an AI agent searches or recommends tools.

via Reddit
Original post

What to build

A free web scanner for solo SaaS founders that checks any URL for AI-agent readiness: whether Cloudflare/WAF blocks crawlers like ChatGPT-User and ClaudeBot, whether pricing/content is static HTML vs JS-rendered, whether robots.txt allows agent fetchers, and whether the value prop is plain-language. Upsell a paid detailed report and ongoing monitoring tier.

AI agents now shop for software on users' behalf, and most small SaaS sites are invisible to them due to WAF rules, robots.txt blocks, or JS-rendered content — a scanner that flags this is a natural freemium wedge.

Demand

Solo SaaS founders and small site owners who already obsess over SEO want to know if their product shows up when an AI agent evaluates tools on a buyer's behalf, and this is a brand-new, mostly unaddressed checklist.

  • r/microsaas (Reddit)Discussion

    Post titled 'AI agents are starting to shop for software. Here are 5 checks to make sure yours isn't invisible to them (takes 15 min)' shared in r/microsaas, framed as a practical checklist by someone running this analysis

  • Signal source articleNews

    Original article laying out the 5-check AI-agent-readiness checklist for site owners, the basis for this opportunity

Stack

  • Node.js + Playwright (for rendering checks)
  • Cloudflare API
  • robots.txt parser
  • Next.js
  • Supabase
  • Stripe

Solo + AI difficulty

The scan logic itself (fetch robots.txt, diff static HTML vs rendered DOM, check for known WAF/crawler-block signatures) is straightforward and buildable in a few days with AI pair-coding; the harder part is keeping the 'AI agent readiness' criteria current as crawler behavior and bot-detection rules shift. MVP in about 1-2 weeks solo.

Entry threshold
Very low barrier: the checks are simple curl/user-agent requests, a static-HTML content grep, and a headless-browser diff, buildable solo with AI in days with no capital or licensing required; the harder part is building credibility and distribution in a brand-new category.
Window
6-12 months

Where to find first users

  • r/microsaas
  • r/SaaS
  • Indie Hackers
  • Product Hunt launch
  • X/Twitter indie dev community

Counter-signals & risks

  • No historical precedent or market validation exists yet for an 'AI agent readiness' scanner, so demand is unproven beyond a single checklist article and Reddit post.

  • Criteria for AI agent readiness are not standardized and may shift rapidly as crawler behaviors, robots.txt conventions, and agent vendors evolve, risking fast obsolescence of the tool.

  • Low barrier to entry could lead to rapid commoditization or the feature being absorbed for free by existing SEO/monitoring tools or by Cloudflare itself.

Original title: AI agents are starting to shop for software. Here are 5 checks to make sure yours isn't invisible to them (takes 15 min)

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AI agent readiness checker for small SaaS sites — Nichr