Measure how AI
represents your business
GolOps studies how large language models include your company in choices about partners, vendors, and solutions. You get indices, a source map, interpretation risks, and an action plan.
Three indices of your position in the AI environment
Every audit covers 200+ checkpoints. We assess not only what the models say about your company, but why they reach those conclusions.
Inclusion index
How often your company appears in AI answers for relevant choice scenarios.
Win index
How strongly and in what light language models represent you among alternatives.
Choice-control index
A summary score of how much AI representation works in your favor.
Also covered
Locations and buyer profiles
We measure representation by countries, markets, and queries from your ideal buyer's perspective.
Source map
We show which sites, publications, and databases shape language model conclusions.
Interpretation risks
We surface distortions, vulnerabilities, and lost positions that hit trust and the shortlist.
How the research runs
Context and scenarios
We map geographies, markets, the competitive field, and query scenarios where AI already shapes buyer choice.
Index calculation
We run a series of model studies, log sources and representation patterns, and compute the three position indices.
Strategic output
You receive an index map, a list of distortions, and prioritized actions to strengthen trust, visibility, and market access.
AI systems increasingly take part in choosing partners, vendors, and solutions
When a model leaves your company off the shortlist, misrepresents your positioning, or leans on weak sources, it already hits trust, sales, and access to new markets.
Report contents
Index map
Three management indices across platforms, markets, choice scenarios, and the competitive field.
Source map
A list of the sources that shape AI representation of your company, with an impact score for each.
Action plan
Prioritized steps to fix distortions, strengthen trust, and grow visibility.
Benchmark
A comparison with your closest competitors across indices, mentions, sources, and risks.
Find your position in the AI environment
The first study shows how language models represent your business today. The next ones reveal how your position changes over time.