Capabilities · CiteSurge

See what AI says about your brand. Improve the sources it can find.

CiteSurge measures how your brand appears across major AI systems, finds the pages and sources behind weak answers, supports content and technical improvements, and measures again.

Request a free GEO auditSee the Enterprise program

Reviewed

CiteSurge
  • Citability EngineeringMake important pages easier to understand and quote.
  • Multi-Engine MonitoringSee how the brand appears across major AI systems.
  • Technical & Semantic FoundationsRemove technical barriers to access and interpretation.
  • Brand Mention ExpansionBuild credible public coverage around buyer questions.

Four connected capabilities find the answer gap, strengthen the underlying evidence, remove technical barriers, and measure what changed.

Four capabilities

Four connected capabilities

Each capability has its own page with the work, the deliverables and the platform features behind it.

AI answers

See what AI says about your brand.

Track how AI answers name, describe, recommend and cite your brand next to the competitors buyers compare you with.

AI answers
  • Competitive share of voicePresence, mention and citation share of voice
  • Detected competitorsDetected competitors to review
  • Recommendation and buyer fitRecommendation level for each answer
  • Answer change alertsOld and new answer excerpts
  • Buyer Agent JourneySeven results for each run

  • Competitive share of voice

    See how often AI answers name, mention and cite your brand next to the competitors you track, measured on the buyer questions you track.

    Presence, mention and citation share of voice each come with your rank, the gap to the leader and the change since the last run, by engine and over time.

    • Presence, mention and citation share of voice
    • Rank and gap to the leader
    • Engine leaderboard
    • Share of voice in the REST API and MCP

  • Detected competitors

    After your brand brief and first audit, CiteSurge finds the competitors AI answers name in your category, so nobody has to list them by hand.

    Each detected competitor is yours to review, and the panel shows where the engines already look for your category.

    • Detected competitors to review
    • Where engines already look
    • Competitor leaderboards

  • Recommendation and buyer fit

    See whether an AI answer recommends your brand, and how it describes you against the constraints in the buyer's own question.

    Buyer fit covers budget and pricing, integration, organization size, geography and language, and use-case capability. Each result is meets, partly meets or fails, with the quoted text behind it.

    • Recommendation level for each answer
    • Buyer fit by constraint
    • The quoted answer text behind each result

  • Answer change alerts

    Get an alert when a comparable AI answer about your brand changes in a meaningful way, with the old and new answer side by side.

    Each alert keeps both excerpts, when each was captured, and the engine, market and language, in a 30-day feed inside the dashboard.

    • Old and new answer excerpts
    • Capture time of each answer
    • Engine, market and language
    • A 30-day alert feed

  • Buyer Agent Journey

    Simulate a buyer task with an AI agent and see whether it finds the right product, plan and market, uses correct facts and sources, and stops at the right point.

    You see every step the agent took, the sources it used, what it chose, where it failed and whether the result repeats on a later run. Each run reports seven results that are never folded into one score: completion, accuracy, required qualifiers, source quality, selection, safety and failure point.

    • Seven results for each run
    • Step-by-step decision detail
    • A report in HTML and PDF
    • Report files in the project export

Buyer demand

Know what your buyers ask.

Build the questions you track from what customers actually ask, in your own channels and in the dashboard.

Buyer demand
  • Community Demand IntelligenceChannel connection and scope confirmation
  • Prompt CoachA chat inside the dashboard

  • Community Demand Intelligence

    Turn the questions customers ask in your own community channels into demand themes and new prompts to track, starting with Discord.

    You choose the channels and map them to your brands. CiteSurge groups recurring questions into themes for each brand and time window, and drafts prompts that stay switched off until you enable them. Messages are kept for 0, 7, 30 or 90 days, as you choose.

    • Channel connection and scope confirmation
    • Demand themes by brand and time window
    • Prompt drafts you enable
    • Export and delete now

    PlanEnterprise

  • Prompt Coach

    Ask the coach in your dashboard which prompts to track. It reads your brands and current prompts and suggests GEO and AEO prompts to add.

    The coach works inside the dashboard, next to the prompt library it suggests for.

    • A chat inside the dashboard
    • Prompt suggestions based on your brands and prompts

    PlanEvery paid plan

Pages and sources

Improve the pages AI reads.

Find what weakens a page or an article, decide what to change, and turn the change into an update your team reviews.

Pages and sources
  • Action PlanRanked actions with a detail drawer
  • Content AuditA full-page editor with inline suggestions
  • Article CritiqueA Ready, Revise or Rebuild verdict
  • Advanced AI AuditOrdered insight cards
  • Site UpdatesReviewable updates with code changes
  • AI Crawler AnalyticsAI crawler activity over 30 days

  • Action Plan

    One ranked list of what to fix and how, for each brand you track.

    Each recommendation names its decision: refresh an existing page, extend it, create a new asset, research first, monitor, or take no action. Owners and editors move each item through To do, In progress and Done.

    • Ranked actions with a detail drawer
    • To do, In progress and Done
    • Action items in the MCP server

  • Content Audit

    Check one article in a full-page editor: upload a DOCX or PDF, or paste a draft, and get a citability score out of 100 with inline suggestions.

    The score looks at answer blocks, passages that stand on their own, structure, statistics and original data. Schema gaps come back as ready-to-paste Article and FAQPage JSON-LD, and the report exports to Markdown and PDF.

    • A full-page editor with inline suggestions
    • A citability score out of 100
    • Ready-to-paste JSON-LD
    • Markdown and PDF reports

    PlanPro: 10 documents and 50 runs a month. Agency: 100 documents and 500 runs. Enterprise: unlimited documents and 500 runs.

  • Article Critique

    Get a hostile review of an article from several independent AI models, merged into one verdict: Ready, Revise or Rebuild.

    Writing-tell findings come back at once. The model reviews follow, and the report ranks every finding by severity, anchors it to the text, shows where the reviewers agree and lists the claims worth checking.

    • A Ready, Revise or Rebuild verdict
    • Findings ranked by severity and anchored to the text
    • Claims worth checking
    • Report exports

  • Advanced AI Audit

    CiteSurge's deep GEO audit of your site, with findings, 30-day actions, a structured data review and the AI Visibility Report.

    Passage quality rates how direct, self-contained, supported and distinct each passage is. Page Query Alignment shows whether the visible parts of a page use language that matches the queries it is meant to answer.

    • Ordered insight cards
    • Findings and 30-day actions
    • Structured data review
    • The AI Visibility Report

  • Site Updates

    Turn selected Action Plan recommendations into website updates that your team reviews before anything goes live.

    Each update shows its code change. With a GitHub connection, CiteSurge opens a pull request, and the change merges only when your team allows it.

    • Reviewable updates with code changes
    • GitHub pull requests
    • Suggestions-only or pull-request access

    PlanIncluded with Agency and Enterprise. Pro can add it.

  • AI Crawler Analytics

    CiteSurge reviews aggregate crawler activity and shows which documented AI crawlers reached the site and which pages they requested.

    Upload your server logs and CiteSurge keeps the aggregate activity, not the raw log rows. Each crawler is labelled Verified network, Claimed identity or Needs verification, over a 30-day view.

    • AI crawler activity over 30 days
    • Pages each crawler requested
    • A trust label for each crawler

    PlanEnterprise

Results

Show what changed.

Keep every change, scenario and result in one history, and report it in the formats your stakeholders use.

Results
  • Verified Change LabA change-to-result history for each change
  • Commercial Opportunity ForecastLow, base and upside scenarios
  • Reports and white-labelThe AI Visibility Report
  • Notifications and the weekly digestAn in-app notification feed
  • Your audit on first loginFindings and scores on Today

  • Verified Change Lab

    One history for every change: the problem found, the approved revision, who made it, how it will be measured, and the result.

    Every result stays visible, including no detectable effect, a negative effect, a measurement gap or a reversal. A measured change does not by itself prove that one action caused it.

    • A change-to-result history for each change
    • Changes marked on the score trend
    • Report, export, REST API and MCP access

  • Commercial Opportunity Forecast

    Plan an opportunity with low, base and upside scenarios built from market demand and your own demand signals, then set the scenario against the result measured later.

    Every assumption is visible, and you can adjust and approve it. The scenarios are modeled assumptions, not probabilities, and each one stays separate from what was measured.

    • Low, base and upside scenarios
    • Assumptions you can adjust and approve
    • Scenario history
    • Modeled scenario next to measured result

  • Reports and white-label

    Board-ready AI Visibility Reports in PDF and Markdown, a report library, comparison between runs, and white-label branding.

    Each run exports to PDF and to findings in CSV or JSON, and the latest report also exports to Markdown. Agency and Enterprise reports can carry your logo, company name, accent colour and footer.

    • The AI Visibility Report
    • PDF, Markdown and findings in CSV or JSON
    • Comparison between runs
    • White-label branding

  • Notifications and the weekly digest

    A feed of what changed in your projects, and an AI visibility digest by email in any week when a metric moves.

    Each project sends at most one digest a week, and you set the thresholds that matter to you.

    • An in-app notification feed
    • The weekly AI visibility digest
    • Thresholds you set

  • Your audit on first login

    If CiteSurge audited your site before you joined, your dashboard opens with those findings and scores, dated to the day of the audit.

    Today, Reports and Visibility show the audit as it was, with its date and method.

    • Findings and scores on Today
    • The audit in Reports
    • Its date and method

Connections

Connect the systems you already use.

Bring search, analytics, code and commercial data next to what AI answers say, and read CiteSurge data from your own tools.

  • Google Search ConsoleQueries and indexed pages
  • Google Analytics 4Landing-page outcomes
  • GitHubBranches, checks and draft changes
  • DiscordCommunity demand
  • HubSpotOpen qualified deal count and unweighted pipeline amount
  • ShopifyWhole-shop daily sales aggregates
  • StripeSubscription lifecycle and status counts
  • MewsHotel property-management aggregates

  • Connections

    Bring your own data next to what AI answers say: Google Search Console, Google Analytics 4, GitHub, Discord, HubSpot, Shopify, Stripe and Mews.

    Each connection brings one kind of data into the same project. Missing data shows as missing, never as a measured zero.

    • Search Console queries and pages
    • GA4 landing-page outcomes
    • GitHub branches, checks and draft changes
    • Commercial inputs from HubSpot, Shopify, Stripe and Mews

  • REST API, MCP server and agent skills

    Read everything the dashboard shows from your own tools: scores, citations, mentions, findings and reports, plus audit triggers.

    The REST API publishes an OpenAPI 3.1 spec, the MCP server works with Claude Code, Claude Desktop, Cursor and any MCP client, and the skills pack turns Action Plan items into site edits in your repository.

    • REST API with an OpenAPI 3.1 spec
    • Hosted MCP server
    • The @citesurge/skills pack

    PlanEvery paid plan

Need implementation, source correction, buyer-question research, or complex brand work? See specialist AI visibility services. For the underlying discipline, read the sourced definition of generative engine optimization.

See what AI says about your brand.

Request a free GEO auditSee the Enterprise program