AI engines recommend brands they know. Entity optimization teaches them who you are, what you do, and why you're credible. Here's how to do it.
An entity is a real-world object — a company, person, product, place — that AI engines can recognize, name, and make factual claims about. Google's knowledge graph, Wikipedia, Wikidata, and major reference databases all store entity information that AI engines draw on when generating responses.
Your brand is an entity — or should be. If AI engines don't have a clear, consistent, cross-referenced understanding of your company as an entity, they can't confidently recommend you. They might know you exist but lack the confidence to feature you in a recommendation response.
Entity optimization is the process of building the signals that teach AI engines: here's who we are, what we do, who our customers are, and why we're credible.
FAQ schema gets you cited when AI engines know your content is relevant. Entity signals get you cited when AI engines know *your brand* is a real, credible company worth recommending.
A brand with perfect FAQ schema but poor entity clarity will see lower citation rates than expected. The AI engine extracts your FAQ content but has low confidence in the underlying brand — so it may attribute the answer generically or cite a better-known competitor instead.
Entity clarity and content quality are both necessary. Most brands neglect entity optimization entirely.
1. Organization schema on your homepage. The foundational entity signal. The `sameAs` array connects your domain to every authoritative external platform where your brand exists. See [JSON-LD Schema Examples](/blog/schema-markup-examples-2026) for the full implementation.
2. G2 or Capterra profile. G2 is one of the most-cited sources by ChatGPT and Perplexity for B2B software recommendations. A complete G2 profile with 10+ reviews is a high-value entity signal. Create your profile at g2.com if you don't have one.
3. Crunchbase profile. Crunchbase is a primary reference for AI engines looking for company information — founding date, funding, team, category, and description. Ensure your Crunchbase entry is accurate and complete. Link it in your `sameAs` array.
4. LinkedIn company page. A complete LinkedIn company page with accurate description, industry, headcount range, and website URL is cited frequently by Perplexity and Gemini. Update your description to use the exact buyer language your customers use to describe you.
5. Wikipedia presence. The highest-authority entity signal. If your company has sufficient notability (press coverage, external references), a Wikipedia article significantly improves entity recognition across all AI engines. Requires documented coverage — AI engines and editors will reject articles about brands without external references.
6. Consistent NAP (Name, Address, Phone) across the web. Consistency in how your company name appears across directories, review sites, and your own website reduces ambiguity. "Acme Corp", "Acme Corporation", and "Acme, Inc." are interpreted as potentially different entities — standardize to one form.
7. Press mentions on authoritative domains. Coverage in recognized industry publications (TechCrunch, Forbes, Gartner reports) builds entity authority beyond your own controlled properties. A single TechCrunch mention can meaningfully improve AI recognition.
8. Product Hunt listing. Heavily cited by ChatGPT and Perplexity for "top tools" queries. A Product Hunt launch, especially one that performed well, builds lasting entity authority for your product.
Step 1: Complete your G2 profile. This has the highest ROI for most B2B SaaS brands. Add logo, description, screenshots, and actively solicit 10+ reviews. Link the G2 URL in your Organization schema `sameAs` array.
Step 2: Create or update your Crunchbase profile. Add accurate company description, founding date, headquarters, category, and website. Link it in your `sameAs` array.
Step 3: Add Organization schema to your homepage. Use the `sameAs` array to link every relevant external profile. This is the most direct way to teach AI engines about your entity relationships. See [Structured Data for AI Search](/blog/structured-data-ai-search).
Step 4: Update LinkedIn company page. Rewrite your description using the language your ICP uses to search. Ensure category, headcount, and website are accurate.
Step 5: Product Hunt listing. If you haven't launched on Product Hunt, plan a launch. The upvotes, comments, and maker profile build entity signals that persist.
Step 6: Pitch for press coverage. One credible industry publication feature builds more entity authority than dozens of minor mentions. Focus on outlets your buyers read.
Test your entity recognition directly:
Wrong or absent answers reveal specific gaps. If ChatGPT says it doesn't know your company, entity optimization is your highest-priority AEO action.
After building entity signals, run a TrueCite scan to measure whether your MentionShare improves — entity clarity has a direct, measurable impact on citation rates.
[Start measuring your AI visibility](/sign-up) — your MentionShare score reflects your entity clarity across all 9 AI engines.