Data Nerds

Your brand’s analytics for AI.
We track visibility in ChatGPT, Perplexity, Gemini, and Grok.
The Search Console for LLMs.
SEO → Google. AEO → AI.

[Data Nerds @_Datanerds]

5-minute brand entity audit:

1. Google your brand → Knowledge Panel? Y/N
2. Ask ChatGPT "What is [brand]?" → Accurate? Y/N
3. Check Wikidata → Entry exists? Y/N
4. Search G2 → Profile complete? Y/N
5. Check Crunchbase → Info current? Y/N

Score: 5/5 = strong entity. Below 3 = urgent gap.

#seoaudit #SaaSGrowth

[Data Nerds @_Datanerds]

Imagine meeting someone who gives a different job title every time you ask.

Would you trust them? Recommend them?
That's what your brand looks like to AI when your info is inconsistent across the web.

AI recommends brands it understands clearly. Be unmistakable.

#BrandTrust #AIStrategy

[Data Nerds @_Datanerds]

Brand consistency audit for AI:

1. Is your company description identical on LinkedIn, Crunchbase, and G2?
2. Is your founding year correct on every platform?
3. Do your product names match across all sources?
4. Are your leadership bios consistent?

Every inconsistency = AI confusion about your entity.

#AEO #AIsearch

[Data Nerds @_Datanerds]

NAP consistency used to matter only for local SEO.

In 2026, it matters for AI search globally.

If your brand name, description, and details differ across platforms, AI gets confused about who you are.

Confused AI doesn't cite. Consistent brands get recommended.

#AIVisibility #shareofvoice

[Data Nerds @_Datanerds]

Brands with a Wikipedia page are 3x more likely to have a Google Knowledge Panel.

Brands with a Knowledge Panel are significantly more likely to be cited by AI.
Wikipedia isn't just an encyclopedia. It's AEO infrastructure.

Most marketing teams still ignore it.

#AEO #AIsearch

[Data Nerds @_Datanerds]

Want to see if AI knows your brand?

Step 1: Search your brand name on Google
Step 2: Check if you have a knowledge panel.
Step 3: Ask ChatGPT "What is [your brand]?"

If Google doesn't show a panel and ChatGPT gives a vague answer you have an entity problem.

#AEO #AIsearch

[Data Nerds @_Datanerds]

Where does AI get its brand knowledge?

→ Wikipedia / Wikidata
→ Google Knowledge Graph
→ Crunchbase
→ G2 / Capterra profiles
→ LinkedIn company pages

If your brand is incomplete or inconsistent across these, AI is working with bad data about you.

#AEO #AISearch

[Data Nerds @_Datanerds]

Unpopular opinion: your brand name matters more for AI search than your domain authority.

AI models don't rank pages. They recall entities.

If your brand isn't a clear, distinct entity in the AI's training data, no amount of backlinks will save you.

#AEO #brandidentity

[Data Nerds @_Datanerds]

How AI decides if your brand is an entity worth citing:

→ Consistent NAP data across the web
→ Wikipedia or Wikidata presence
→ Structured data on your site
→ Mentions in authoritative publications
→ Reviews on trusted platforms

Missing even one? You're losing AI visibility.

#AEO #AIsearch

[Data Nerds @_Datanerds]

Google has a Knowledge Graph.
ChatGPT has a memory.
Perplexity has a citation index.

If your brand isn't a recognized entity in these systems, you're invisible to the next generation of buyers.

This is Brand Entity Optimization and it's the foundation of AEO.

#AEO #AISearch

[Data Nerds @_Datanerds]

Month 1 of AEO:

→ Run an AI visibility audit (ask 5 AI tools about your category)
→ Install Organization + FAQ schema
→ Update Crunchbase, G2, LinkedIn with consistent brand info
→ Identify your 3 pillar content gaps

That's a full month of high-leverage work. Start there.

#AEO #AIVisibility #DigitalStrategy

[Data Nerds @_Datanerds]

The hardest part of AEO isn't the strategy.

t's the consistency.
Pillar content needs quarterly updates.
Entity signals need ongoing maintenance.
AI SOV needs monthly reporting.

It's a system, not a project.

#AEO #AIsearch #SEO2026

[Data Nerds @_Datanerds]

90 days to AEO foundation:

Days 1–30: Entity + schema setup, review platform audit
Days 31–60: Pillar content build + FAQ structure
Days 61–90: Citation monitoring + AI SOV baseline

Most teams have none of this. The ones who build it now will be ahead for 2 years.

#AEO #AIsearch

[Data Nerds @_Datanerds]

Quick AEO check:

Go to ChatGPT. Ask: "What's the best-reviewed [your category] tool?"

Did your brand appear?

If not, your review platform presence is the problem. It's fixable. But you have to know it's broken first.

#SearchEvolution #SEO2026 #marketingtips

[Data Nerds @_Datanerds]

AI doesn't just search your website.

It synthesizes reviews, forum posts, press mentions, and third-party platforms.

Your G2 rating isn't just for buyers doing research.
It's a signal for what AI recommends.

#AEO #SocialProof #AIsearch

[Data Nerds @_Datanerds]

G2. Capterra. Trustpilot.

Most brands treat these as "nice to have".

AI treats them as trust signals. The more reviews you have on authoritative platforms, the more AI recommends you.

Review platforms are now AEO infrastructure.

#AEO #SocialProof #AIsearch #TrustSignals

[Data Nerds @_Datanerds]

The content AI cites most:

→ "What is X" definitional guides
→ "X vs Y" comparisons (honest ones)
→ "Best X for [use case]" lists
→ Original research with proprietary data
→ Authoritative benchmark reports

Does your site have all five? That's the audit.

#AEO #AIsearch #SEO2026

[Data Nerds @_Datanerds]

How to structure content for AI citation:

1. Answer the question directly in the first paragraph
2. Support with data and specifics
3. Cover the full topic not just the primary keyword
4. Update it regularly

That's it. That's the playbook.

#AEO #AIsearch #contentstrategy #SEO2026

[Data Nerds @_Datanerds]

AI cites sources that own a topic completely.

Not the blog post that mentions a keyword.
The comprehensive guide that defines the category.

Pillar content isn't a strategy for AI search. It's the only strategy.

#AEO #TopicalAuthority #SEO2026 #AISearch

[Data Nerds @_Datanerds]

3 questions to ask about your AI visibility right now:

1. What does ChatGPT say when asked who the best [you] is?
2. Does Perplexity know your brand exists?
3. Are you in Google AI Overviews for your core queries?

If you can't answer all three, you have work to do.

#AEO #AIvisibility #Search2026