Case Study: SaaS GEO Implementation
ChatGPT
Claude
Gemini
PerplexityThis case study examines how a B2B SaaS company implemented GEO across their documentation and marketing content to achieve measurable AI search visibility.
A B2B SaaS company implemented GEO by restructuring 200+ documentation pages, adding schema markup, and creating definition-first content, achieving 340% growth in AI citations over 6 months.
Company Profile
| Attribute | Details |
|---|---|
| Industry | B2B SaaS (Project Management) |
| Content volume | 200+ documentation pages, 50+ blog posts |
| Starting AI citations | 3 per month |
| Team size | 2 content + 1 developer |
| Budget | $8,000/month |
Challenge
The company noticed declining organic traffic despite strong SEO fundamentals. Investigation revealed:
- AI assistants were answering product-related queries without citing them
- Competitors were being cited for topics they pioneered
- Documentation was comprehensive but poorly structured for AI extraction
Implementation
Phase 1: Audit (Weeks 1-2)
- Crawled all pages with Screaming Frog
- Tested 50 target queries across ChatGPT, Perplexity, and AI Overviews
- Identified 0/50 queries with citations (baseline: 0%)
Phase 2: Restructure (Weeks 3-8)
- Added answer-first definitions to all core pages
- Implemented JSON-LD Article schema on 200+ pages
- Created llms.txt and ai.txt files
- Restructured content into topic clusters
Phase 3: Create (Weeks 9-16)
- Published 30 new definition pages for key concepts
- Created 10 comparison pages (vs competitors)
- Added FAQ schema to all product pages
Phase 4: Optimize (Weeks 17-24)
- Monthly citation tracking and content refresh
- A/B tested answer formats
- Expanded to cover adjacent topics
Results (6 Months)
| Metric | Before | After | Change |
|---|---|---|---|
| Monthly AI citations | 3 | 13.2 | +340% |
| AI referral traffic | 120 visits | 890 visits | +642% |
| Queries with citation | 0/50 | 18/50 | 0% → 36% |
| Documentation pageviews | 45,000 | 62,000 | +38% |
Key Learnings
- Definition pages are the highest-ROI content — Created once, cited repeatedly
- Schema markup had immediate impact — AI Overviews appeared within weeks
- Consistency matters — Regular publishing built topical authority
- llms.txt was discovered quickly — AI crawlers accessed it within days
Related Articles
- GEO for Enterprise — Enterprise scaling
- GEO Roadmap Template — Implementation plan
- GEO Content Strategy — Content planning
Related Articles
GEO Content Strategy
Framework for planning and executing content that earns AI citations. Covers content audit, gap analysis, knowledge cluster design, and editorial calendar for GEO-optimized content production.
GEO for Enterprise: Scaling AI Visibility
How enterprise organizations can implement GEO at scale across multiple brands, products, and content teams.
GEO Roadmap Template: 90-Day Plan
A 90-day GEO implementation roadmap with weekly milestones for content, technical, and measurement workstreams.