See the article score breakdown
Each draft gets a /100 score you can open: structure, citations from the research pack, FAQ, schema, internal links. Open any line of the score to see why it passed.
Sample article scored live
Same rubric as the content editor. Compare it to the scorecards autopilot SEO tools publish.
How we tailored this for Acme Analytics
Brand colors
Voice & tone
Cross-linked offerings
Quality breakdown
Publish-ready
Editorial 83 (live draft)
Editorial (live draft)
- Human voice12/15
AI tells + rhythm (add writing sample for brand match): 2 AI tells, rhythm 5/7
- Structure15/15
- FAQ15/15
- Citations8/15
- Internal links15/15
- Schema5/5
- Meta title3/5
- Meta description5/5
- Word count5/5
SEO metadata
SEO title (63 chars)
GEO Audit Checklist: What AI Search Engines Need From Your Site
Meta description (148 chars)
A practical GEO audit checklist for B2B SaaS teams. Cover schema, citations, FAQ blocks, and llms.txt so ChatGPT and Perplexity can cite your pages.
GEO Audit Checklist: What AI Search Engines Need From Your Site · 2,140 words
GEO Audit Checklist: What AI Search Engines Need From Your Site
TL;DR: Run a GEO audit on your homepage and top 5 money pages. Fix schema gaps, add FAQ blocks, tighten meta tags, and publish llms.txt so AI systems can cite you accurately.
If you're shipping content every week but still invisible in ChatGPT answers, the problem is rarely volume. It's retrievability. A GEO audit tells you whether generative engines can parse your pages, trust your structure, and cite your brand when buyers ask niche questions.
Why GEO audits matter for B2B SaaS
Buyers now ask AI assistants for vendor shortlists before they touch Google. If your product pages lack FAQ schema, clear H2 structure, or authoritative citations, models default to competitors with cleaner technical signals.
According to Google Search Central, structured data helps systems understand page purpose. Schema.org Article markup is a baseline for long-form guides that models summarize.
Technical checklist
1. Title and meta description
Keep titles between 30-60 characters with the primary keyword near the front. Meta descriptions should answer the query in 50-160 characters. Skip keyword stuffing.
2. Heading hierarchy
Use one H1, then H2 sections for each subtopic. Models chunk content by headings when building answers.
3. FAQ block with schema
Add at least three buyer questions with concise answers. FAQ schema increases the chance your page is quoted verbatim.
4. Citations and statistics
Link to primary sources. Pages with outbound citations to authoritative domains score higher on trust heuristics in both SEO and GEO evaluators.
5. Internal links to pillar pages
Connect cluster posts to your product and solution pages. See our free GEO audit tool and LLM visibility dashboard for live examples.
6. llms.txt and crawl policy
Publish llms.txt at your domain root listing priority URLs. Pair it with a robots.txt that does not block helpful AI crawlers you want to allow.
Content quality signals
| Signal | Target |
|---|---|
| Word count | 1,200-2,500 for guides |
| External citations | 3+ authoritative sources |
| Internal links | 3+ contextual links |
| FAQ items | 3+ with schema |
| Images | Alt text on every visual |
Humanization vs generic AI output
Generic drafts list tips without rhythm or point of view. After our humanization pass, the same outline reads like a practitioner wrote it: varied sentence length, concrete examples, and second-person guidance without AI-tell phrases.
Before: "It is important to note that implementing schema markup can be beneficial for visibility."
After: "Start with Article + FAQ schema on your top guide. It's the fastest win we see in weekly GEO re-audits."
Start with Acme Analytics
Run our content autopilot with brand voice matching enabled. Every draft inherits your glossary, tone, and product links before you review and publish.
FAQ
What is a GEO audit?
A GEO audit checks whether generative engines can retrieve, parse, and cite your content accurately.
How often should I run a GEO audit?
Run a baseline audit at launch, then monthly or after major template changes.
Does GEO replace traditional SEO?
No. GEO complements SEO. Strong technical SEO still feeds both Google and AI retrieval.
What is llms.txt?
A machine-readable index that tells LLM crawlers which pages matter most on your site.
Before vs after humanize
Same brief. Second pass removes AI tells and matches brand voice, editable before publish.
Before · generic AI draft
151 AI tells
Human voice 4/15 · AI tells + rhythm (add writing sample for brand match): 151 AI tells, rhythm 4/7
GEO Audit Checklist for B2B SaaS
In today's fast-paced world, businesses must leverage generative search to stay competitive. Moreover, organizations should delve into schema markup, a pivotal capability that can transform how AI systems cite your pages.
It's important to note that implementing FAQ sections can be beneficial for visibility. Furthermore, companies should optimize their technical landscape to unlock seamless retrieval across ChatGPT and Perplexity. Additionally, adding citations to authoritative sources helps elevate trust and foster stronger rankings.
Whether you're a founder, marketer, or SEO lead, a comprehensive GEO audit can facilitate better outcomes. Ultimately, teams that streamline schema, FAQ blocks, and llms.txt will navigate this evolving paradigm as we move forward.
After · humanize pass
No AI tells
Human voice 13/15 · AI tells + rhythm (add writing sample for brand match): no AI tells, rhythm 5/7
GEO Audit Checklist for B2B SaaS
If ChatGPT keeps recommending your competitors, the fix is usually retrievability: clear answers, schema and crawlable pages. Run a GEO audit on your homepage and top five money pages first.
Start with Article and FAQ schema on your strongest guide. Add three real buyer questions with short answers. Link out to primary sources (Search Central, Schema.org) so models have something trustworthy to cite.
Publish llms.txt at the domain root listing priority URLs, and keep robots.txt from blocking crawlers you actually want. Re-check monthly or after template changes. Those six checks beat another generic tips post.
Want scores on your drafts?
Request access to run the same quality scoring on your own drafts in the content studio.