Build an AI-agent-readiness auditor for websites
8/15The Opportunity
Spotted on Product Hunt · March 23, 2026
As AI agents browse the web, sites need to be agent-friendly — a new scoring category with no dominant tool yet.
Why these scores?
Demand (pain) scored 3/5 (strong) — how urgently people need a solution.
Willingness to pay scored 3/5 (strong) — evidence people would pay for this.
Market gap scored 1/5 (limited) — how underserved this space is.
Build effort scored 4/5 (very high) — feasibility for a solo builder or small team.
Who's Complaining About This?
“Users report their websites not being discoverable or usable by AI agents, missing a new wave of automated traffic.”
Willingness to Pay
Silicon Friendly launched on PH with 321 upvotes. Comparable SEO audit tools charge $99-500/mo. GEO is an emerging marketer skill with budget attached.
Score Breakdown
8/15How urgently people need this solved and how willing they are to pay for it. Based on complaint frequency and spending signals across platforms.
How open the market is. A high score means few or no direct competitors, or existing solutions are overpriced and underdeliver.
How quickly a solo developer can ship an MVP. 5 = weekend project with standard tools. 1 = months of infrastructure work.
Existing Solutions
Ahrefs, Semrush — cover traditional SEO but not AI-agent accessibility. Silicon Friendly is an early mover with no clear leader in the category.
⚠ This space is crowded — differentiation is key.