Rivac LabsAEO Fact Sheet & Entity Building
AI engines cite brands they can confidently identify as a distinct, corroborated entity — a company with a clear name, description, founding facts, people, and claims that show up consistently across the web — not just a domain with good content. This service builds and distributes that entity foundation: a canonical fact sheet, consistent structured facts across the sites AI engines cross-reference, and the corroboration signals that let an engine state claims about the brand with confidence instead of hedging or omitting it. It's for brands that have good content but still get described vaguely, inconsistently, or not at all by AI engines. The result is a brand AI systems can recognize and quote with confidence rather than uncertainty.
How We’d Approach This
A clear, staged plan — not a black box
- 1
Audit how the brand is currently described — or not described — as an entity across Wikipedia, Wikidata, LinkedIn, Crunchbase, and other sources AI engines cross-reference.
- 2
Build and publish a canonical fact sheet and pilot corroboration on one or two key facts, such as founding date, leadership, or a category claim.
- 3
Re-test how AI engines describe the brand on those specific facts before rolling the approach out further.
- 4
Build out full entity corroboration across all relevant sources and monitor for drift or inconsistency going forward.
What You Get
Deliverables from this engagement
- A canonical brand fact sheet
- Updated or newly created entity profiles across key third-party sources
- A before/after comparison of how AI engines describe the brand
- An ongoing entity-consistency monitoring process
Six Ways We Could Architect This
Different engagement, different build — pick the shape that fits
There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.
Ready to get started?
Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start — scoped small enough to prove itself before you commit to anything bigger.
Talk to us about AEO Fact Sheet & Entity Building