Agent Readiness Audit & Optimization

Help B2B companies audit how AI agents currently perceive and recommend them, then fix their digital presence to become agent-readable, trustworthy, and recommendable.

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01 THE IDEA

As AI agents increasingly handle B2B buyer research — comparing vendors, retrieving pricing, assessing fit — most company websites are invisible or poorly represented to these agents. This business runs 20–50 buyer intent prompts across major AI tools (ChatGPT, Perplexity, Claude, Gemini) to show a company exactly what agents say about them today: wrong pricing, missing from category searches, losing to competitors with cleaner docs. That audit (priced at $3K–$20K) becomes the sales hook.

The fix is an 'agent-readable source of truth': clean LLM.txt files, restructured documentation, honest comparison pages, schema markup, product feeds, changelogs, and potentially a lightweight MCP server. The recurring revenue is a monthly measurement loop — rerunning prompts to track improvement. This starts as a high-touch services business, productizes after 10 clients in a niche expose repeated patterns, and eventually becomes software. The specific vertical focus (B2B SaaS, Shopify apps, law firms, healthcare, financial advisors) is the differentiator from horizontal AEO (Agent Engine Optimization) players.

02 THE NUMBERS

EXPECTED ARR

$120K – $1.2M

INITIAL INVESTMENT

$2K + 80h

MONTHLY BURN

$1K + 60h

AUTOMATION

5/10

COMPETITORS

9 · GROWING →

SKILLS

technical SEO / structured data, B2B sales and cold outreach, AI tool fluency (ChatGPT, Perplexity, Claude), content strategy and copywriting, basic web development

03 THE VERDICT

This is cash-flow positive from day one with a clear, demonstrable sales hook (show the founder what AI says about them today) that bypasses lengthy sales cycles. The services-to-software productization path is well-trodden and reliable. The window before horizontal AEO platforms fully commoditize this is 18–24 months, making now the right time to establish vertical authority and build proprietary prompt benchmarks. Competitive risk is real but the vertical moat is defensible.

Verdict: BUILD. Don't have the ~80 hours it takes? Get matched with a vetted builder who does — we review every brief by hand and intro you to up to 3 builders.

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04 THE FIELD

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