AI and search visibility, tuned to your category.
GEO for SaaS: win 'best' and 'alternative to' queries in AI.
B2B buyers now ask ChatGPT 'best [category] tool for [use case]' before Gartner or G2. We make sure the AI names your product - with the right positioning, integrations, and comparison context.
What your buyers actually ask AI.
What is going wrong right now
Category answers are decided before the demo
Buyers ask a model for a shortlist. If you are not in it, your pipeline shrinks silently, with no lost-deal record to review.
Comparison content is written by competitors
When the only comparison pages are theirs, the model repeats their framing of your product.
Integrations and use cases are undiscoverable
The specifics that win deals - integrations, limits, compliance - live in docs that models never retrieve.
Review platforms tell an outdated story
Old G2 and Capterra snapshots keep circulating in AI answers long after the product has moved on.
What you get
Category entity engineering
SoftwareApplication schema with feature, integration, and category structuring built for LLM retrieval.
Comparison + alternative pages
'[Competitor] alternative' pages that are actually retrievable by AI, not just Google-optimized.
G2 + review corpus tuning
Structured review signals so AI cites your G2, Capterra, and TrustRadius standing accurately.
Use-case coverage
Persona and use-case pages engineered to answer 'best [tool] for [job title / vertical]' prompts.
Feature-level tracking
Track share of voice per feature, per competitor comparison, per month across 25+ AI models.
Security + compliance signals
SOC 2, GDPR, HIPAA posture structured so AI surfaces you in security-gated buyer queries.
How it works step by step.
Buyer-prompt audit
Probe 25+ AI models with category, comparison, and 'alternative to' prompts your buyers use.
Category + product schema
SoftwareApplication, Product, and Organization schema tuned for LLM retrieval.
Comparison + review corpus
Editorial comparison content and review-signal placements AI actively cites.
Monthly re-scoring
Share-of-voice reporting by category, feature, and competitor comparison.
What changes for you
- Your product appears in category, comparison, and 'alternative to' answers.
- Positioning is stated in your words, not reconstructed from a competitor's page.
- Integrations, pricing model, and compliance posture are retrievable facts.
- Inbound demos arrive already aware of what you do and why you fit.
Frequently asked questions
Do you work with pre-PMF startups or only Series B+?+
Both. Earlier-stage companies often see the fastest AI lift because there's less category incumbency in the model's training data.
How do you handle competitor comparison pages ethically?+
Only verifiable, factual comparisons. No fabricated weaknesses. AI models penalize adversarial content - durability matters.
What about integrations and marketplaces?+
Every integration is modeled as an entity relationship so AI answers 'does [tool] integrate with [tool]' correctly.
Can we track pipeline attribution from AI referrals?+
Yes. UTM structure, chat-referrer detection, and prompt monitoring feed into your CRM.
How long until we appear in ChatGPT?+
First citations in 30–60 days depending on category density. Compounding lift across quarters 2–4.
Ready to get recommended by AI?
Allocation is capped. Apply now to see if your business qualifies.