Commercial Evaluation product
Commercial Evaluation Audit
“We are investing in AI visibility, SEO, content, PR, and marketing, but we do not know if it is influencing commercial evaluation.”
The business outcome
Understand why competitors are recommended, where your company is eliminated during evaluation, and which evidence is most likely to improve future commercial outcomes.
Who it is for
Revenue, marketing, and category leaders investing in visibility, content, PR, and SEO who cannot tell whether any of it is influencing how AI systems evaluate them.
Scope of work
A defined question, a fixed scope, a useful answer.
- Multi-platform evaluation across major AI systems
- Recommendation analysis
- Competitor comparison
- Requirement analysis
- Selection observations
- Evidence review
- Prioritized recommendations
- Executive workshop
What this does not promise. We measure and diagnose. You receive evidence and a prioritized set of decisions, never a promise about what an evaluator will do.
- · We do not promise improved rankings, inclusion, or "AI visibility"
- · We do not promise becoming the number one recommendation
- · We do not promise that observed behavior will persist across model updates
Start with your category.
We confirm category boundaries, complexity, and timing before any work begins.