Recommendation Readiness
AI Recommendation Intelligence

RecommendationReadiness

When a buyer asks AI who they should hire, are you in the answer?

More B2B buying starts with a question to an AI, not a search engine. If your pipeline depends on being shortlisted, that's your new problem. We measure, diagnose and simulate your Recommendation Readiness.

Not an audit. A simulation.

AI visibility

Real buyer prompts across leading assistants. Rank, sentiment, sources and reason cited.

LLM answerability

Can an LLM answer who, why, proof, customers, integrations, outcomes and competitors from your pages?

Evidence density

Every marketing claim, scored by proof: named customer, quote, metric, third-party citation.

Evidence graph

Side-by-side network of case studies, awards, partners, press for you and each competitor.

Recommendation journey

For every prompt: what evidence the AI retrieved, why it didn't pick you, and what would flip the outcome.

Built for firms whose pipeline lives inside AI answers.

If a buyer asks an AI “who’s the best partner for X?” and you’re not in the list, you never had a chance to compete. Recommendation Readiness tells you why, and what to fix first.

If 100 buyers asked AI about your category today…
18
would hear your name
9
would receive you as a recommendation
4
would be told why you’re different
69
would never know you exist
Example. Your numbers are computed live per audit.