Resources
Useful before you buy.
Choose better buyer questions, understand what a dated model check can and cannot prove, and turn one supported gap into an implementation-ready action.
Choose buyer questions closer to revenue.
High-quality starter packs for B2B SaaS, vertical software, and specialized services.
ChecklistTrack the signals that matter.
Use a simple checklist for buyer questions, model coverage, competitor appearances, sources, and next actions.
Fix the AnswerLearn from public teardowns.
A gated format for turning public-data observations into one proposed fix and a recheck.
MethodologyUnderstand the limits.
Controlled questions, exact models, dates, source notes, uncertainty, and human review.
AI visibility readiness
This works best when your team can act on what it learns.
You are likely ready when…
- Your category and offer are clear
- Buyers compare at least three recognizable competitors
- One customer can justify the work economically
- Someone can publish or approve changes within about two weeks
- You already invest in content, SEO, reviews, PR, web, or an agency
Build the foundation first when…
- The offer is still pre-product-market-fit
- Nobody owns implementation
- Customer value is too low to justify the work
- You only want a report
- You expect guaranteed permanent placement
Useful next step: clarify the category, assign an implementation owner, collect three proof points, list three competitors, and write five real buyer questions. Return when those pieces exist.
Want to try it free?
Start with one buyer question.
See your AI ranking, competitor shortlist, and first visibility action.