Unbranded discovery
How often AI surfaced the target without being told its name.
30 / 50 available pointsAI Presence Snapshot · provisional
Collaborative design tools · 15 Sep 2026
The short read
This index measures whether AI surfaces discover the target unprompted, recognize the right entity when named, and consider it for approved use cases. It does not grade the business or rank it against the market.
Where visibility stands
Labels use the share of available points earned inside each component: strong ≥ 67%, mixed 33–66%, weak < 33%. They are not category benchmarks.
How often AI surfaced the target without being told its name.
30 / 50 available pointsWhether AI understood the right target after it was named.
20 / 20 available pointsWhether AI included or conditionally evaluated the target for the approved use cases.
15 / 30 available pointsRepresentative evidence
These examples make the score understandable. Open either one to read the exact stored prompt and complete answer.
Where it worked
Preview from the stored answer
Illustrative answer: Example Studio is a collaborative design tool for product teams. Its workspace supports interface prototypes and shared design feedback.
Where it did not register
Preview from the stored answer
Illustrative answer: Canvas Example supports collaborative visual design. Sample Design Co focuses on shared feedback and prototype review. Compare their workflows with your team’s needs.
Discovery landscape
From this scan’s unbranded questions about Collaborative design tools. Relevance is unverified: names may be alternatives, adjacent tools, or products used alongside the target.
Mention counts, not competitive standing. Each name is counted once per answer.
Surface detail
One scoring rule for every vendor. Qualified surfaces contribute equally. Full, partial, or no credit reflects the stored answer; unavailable answers stay unmeasured.
Discovery contributes up to 50 points, recognition 20, and consideration 30. Each included surface counts equally. Missing answers are excluded; component weights are not moved to another component. The headline rounds the mean of the exact surface scores.
Scoring version: ai-presence-score.v10-shortlist-gate-provisional. Values above are shown to two decimal places; stored calculations keep full precision.
Beyond the free snapshot
Our team can help you create a practical GEO/AEO strategy based on the evidence.