Resources · CiteSurge

AI visibility guides for the decisions your team faces.

Start with the question in front of your team: can AI systems access the site, which buyer questions matter, where does your brand appear, and who should lead the work?

Resource hub reviewed

GEO Resources
  • Site accessRobots, rendering, AI-readable files
  • Buyer questionsApproved brand, market, scope
  • AI platform visibilityVendor facts and crawler distinctions
  • Vendor selectionShortlist, then the 20-vendor ranking

Four decisions

Which decision comes first?

Use the guide that matches the decision in front of your team. Each resource names the evidence it uses, the date it was reviewed, and the limits on what that evidence can support.

  1. 01 · Site access

    Can AI systems access and understand the site?

    Check robots policy, live delivery, rendering, canonical signals, and AI-readable files. Technical readiness can remove known barriers; it does not guarantee that an AI system will use or cite a page.

    • Robots policy
    • Live delivery
    • Rendering
    • Canonical signals
    • AI-readable files
  2. 02 · Buyer questions

    Which questions should the program measure?

    Define the questions buyers ask when they compare options, then keep the approved brand, market, and measurement scope attached to each observation. Observed AI visibility is not traffic, demand, or market share.

    • Approved brand
    • Market
    • Measurement scope
  3. 03 · AI platform visibility

    How does the brand appear across major AI systems?

    See what can be observed in ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews, Google AI Mode, Bing Copilot, Grok, and Meta AI. Each guide preserves vendor facts, crawler distinctions, official sources, and measurement limits.

    • ChatGPT
    • Claude
    • Perplexity
    • Gemini
    • Google AI Overviews
    • Google AI Mode
    • Bing Copilot
    • Grok
    • Meta AI
  4. 04 · Vendor selection

    Which vendor fits the work your team needs?

    Build a concise enterprise shortlist by product fit and delivery responsibility, then inspect the complete 20-vendor ranking, scoring rubric, dated official sources, disclosures, buyer-fit boundaries, and correction route.

    • Product fit
    • Delivery responsibility
    • 20-vendor ranking
    • Scoring rubric
    • Dated official sources
    • Disclosures
    • Buyer-fit boundaries
    • Correction route

Evidence standard

What should buyers trust?

Official vendor documentation supports current product and crawler facts; it does not prove buyer outcomes. CiteSurge-authored comparisons disclose the commercial interest, review date, sources, scoring limits, and correction route. Dated GEO Insights & Research provide deeper analysis without changing those boundaries.

What each source can support
  1. Official vendor documentationIt does not prove buyer outcomes
    • Current product facts
    • Crawler facts
  2. CiteSurge-authored comparisonsWhat each one discloses
    • Commercial interest
    • Review date
    • Sources
    • Scoring limits
    • Correction route
  3. GEO Insights & ResearchDeeper analysis
    • Dated
    • Same boundaries

Start with the question in front of your team.