Can AI engines recommend you?

Every company is becoming an AI company. Most brands have not caught up. Buyers now ask AI engines who to consider before they ever reach your site, and those engines describe you however they have learned to. The AI Legibility Audit measures how models currently understand, categorize, and recommend your company, and shows you exactly what to fix. Most OSMOS engagements start here.

Start with the audit

Two to three weeks · Stands alone or opens a full program

Designers working on an identity system in the OSMOS studio

01 — What is AI Legibility?

A brand people love and machines understand

AI legibility is how accurately and how favorably AI engines can read your positioning, your category, your proof, and your differences, then repeat them back to a buyer. Structured positioning, machine-readable content, consistent language, and GEO foundations decide whether you are recommended, misdescribed, or left out. The audit gives you a clear score and a clear path, and the OSMOS Index sets the standard.

What the audit covers

How AI engines describe you today

We query the major models the way your buyers do and record what comes back: the category they place you in, the competitors they name beside you, the claims they attribute to you, and the ones they get wrong.

Structured positioning and content

We review whether your site, docs, and public footprint state the position clearly and consistently enough for a model to learn it: schema, entity data, naming, headings, and the language used across every surface.

SEO and GEO foundations

Technical search health alongside generative engine optimization: crawlability, structured data, content architecture, and the signals AI engines use to decide whether you are a credible answer.

Findings and recommendations

A scored report, the gaps ranked by impact, and a prioritized plan. Some fixes your team can ship in a week. Others point to positioning that needs to be sharpened first, which is where the full program begins.

Want to know what AI engines say about you?

The audit takes two to three weeks and can stand alone. No deck required.

Tell us your moment

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02 — Why Start Here

Assumptions kill brands

The audit replaces opinion with evidence before a dollar goes into strategy, identity, or the flagship. Three reasons companies run it first:

Three reasons

Be Found

Buyers ask AI engines for recommendations. The audit shows whether you are in the answer, and what it takes to get there.

Be Described Correctly

A model that puts you in the wrong category or beside the wrong competitors is costing you deals you never see. We find the errors and their source.

Build on Evidence

The findings feed directly into positioning, identity, and the flagship, so the full program starts from what the market and the machines already believe.

03 — How long does the audit take?

Two to three weeks.

The AI Legibility Audit runs in two to three weeks and can stand alone or open a full program. When it leads into strategy, identity, and the flagship, the whole program ships in 8 to 16 weeks at a fixed fee, with the audit repeated at launch so progress against the OSMOS Index is measured, not assumed.

Start with the audit

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2–3 weeks · a scored report and a plan

How it fits

Stands alone

2–3 weeks

A scored report, ranked gaps, and a prioritized plan your team can act on.

Opens a full program

8–16 weeks, fixed fee

Findings feed directly into strategy, identity, and the flagship.

Repeated at launch

the OSMOS Index