GEO for Product Managers: Get Your Product Recommended by AI
Monitor and improve how AI platforms recommend your product. Track competitor mentions, validate citations, and ensure AI accurately represents your product.
Challenges We Solve
Product not appearing in AI recommendations
When users ask AI "best [category] tools", your product is missing from the list while competitors show up consistently.
Competitors getting mentioned instead
AI platforms recommend competitor products for queries your product should own. You're losing share of voice in a new discovery channel.
Unclear what AI considers for recommendations
You know how to optimize for app stores and search engines, but the signals AI uses to recommend products are a black box.
No way to measure AI-driven product discovery
Your product analytics track organic and paid channels, but AI-driven discovery is completely unmeasured and unmanaged.
How Prominara Helps
Product page AI audits
Audit your product pages, landing pages, and docs to understand exactly what AI sees and what's missing.
Share of Voice tracking
See how often AI recommends your product vs competitors for key category queries. Track changes over time.
Citation validation
Verify that AI platforms accurately describe your product features, pricing, and positioning when they do mention you.
Structured data generators
Generate llms.txt and SoftwareApplication Schema so AI platforms understand your product's capabilities and category.
Use Cases
Competitive positioning analysis
Track which products AI recommends for your category queries and identify what differentiates their content from yours.
Product launch AI readiness
Before launching a new product or feature, audit landing pages to ensure AI platforms will discover and recommend it.
Documentation optimization
Optimize product docs and help centers so AI assistants can accurately answer questions about your product.
AI visibility reporting for leadership
Generate reports showing your product's AI Share of Voice vs competitors to include in product reviews and board decks.
Key Features
- Product page AI visibility scoring
- Share of Voice vs competitors
- Citation validation across 3 AI platforms
- SoftwareApplication Schema generator
- llms.txt generator
- Prioritized product page recommendations
- Trend tracking over time
- PDF reports for stakeholders
Benefits
- Get your product recommended by AI assistants
- Track and close the gap with competitors in AI mentions
- Ensure AI accurately describes your product
- Measure a new product discovery channel
- Make data-driven decisions about AI visibility
- Generate executive-ready AI visibility reports
“We discovered competitors were getting 3x more AI mentions for our category. After optimizing with Prominara, we closed the gap within two months.”
Frequently Asked Questions
How does AI decide which products to recommend?
AI platforms consider content authority, structured data, entity clarity, review coverage, and factual specificity. Prominara audits score all of these and show exactly where to improve.
Can I track specific product queries?
Yes. Set up custom prompts for queries like "best [category] for [use case]" and validate whether AI cites your product in responses.
How do I get buy-in from engineering for implementation?
The generators produce copy-paste Schema markup and llms.txt files. Most implementations take under an hour of developer time.
What if AI is describing my product inaccurately?
Prominara's citation validation shows exactly how AI describes your product. Use the audit recommendations to improve your content so AI gets it right.
Related Solutions
Start Monitoring Your Product's AI Visibility
Track how AI platforms recommend your product vs competitors. Get actionable insights to improve your AI presence.
Start Free Product AuditRelated Resources
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