mentd.

Product

Seven pillars. One Opportunity Queue.

Every data layer in Mentd. feeds a single output: a ranked list of actions to improve your AI discoverability. The dashboard is the context. The Opportunity Queue is the product.

AI Visibility Monitoring

Track where your brand appears in AI answers.

Run tracked prompts across ChatGPT, Perplexity, Claude, and Gemini simultaneously. Monitor citation rate, mention frequency, sentiment, and share of voice versus competitors. Track answer diffs over time to catch changes in how AI systems represent your brand.

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What you get

  • Multi-engine prompt tracking (4 AI platforms)
  • Citation rate, mention frequency, and sentiment scoring
  • Competitor share of voice comparison
  • Answer diff tracking - catch changes week over week
  • Prompt cluster management by intent type
AI Access & Crawler Analytics

See every AI bot that touched your site.

Classify AI bots with three-tier verification confidence - Verified, Likely, and Unknown - via reverse DNS lookup and IP ASN matching. Identify which pages are blocked from AI crawlers and why. Track crawl frequency, page coverage, and access patterns over time.

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What you get

  • Three-tier bot verification (Verified / Likely / Unknown)
  • Reverse DNS + IP ASN confirmation
  • Page-level crawl history and frequency
  • robots.txt gap analysis
  • New bot detection with alert support
Opportunity Queue

Know exactly what to do next.

The Opportunity Queue surfaces prioritized actions across 10 opportunity types, ranked by estimated impact. Every insight in Mentd. ends here. Opportunities are grounded in your domain's actual data - not generic best practices.

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What you get

  • 10 opportunity types: access, content gap, schema, citation, source gap, and more
  • Impact scoring based on your actual traffic and citation data
  • One-click conversion to AI Copilot brief
  • Filter by type, impact, and page
  • Export to CSV or team task tools
Page Workbench

Per-page AI intelligence and action center.

See the full AI story for any page on your site. Citation history, crawl status, opportunity flags, and recommended actions in one view. Benchmark pages against each other and against competitor pages that are outranking you in AI answers.

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What you get

  • Citation history per page across all tracked engines
  • Crawl status, last access date, and block reason
  • Page-level opportunity queue
  • Competitor page benchmarking
  • Schema and technical GEO audit per page
Source Gap Analysis

Find the external sources shaping AI answers.

AI systems synthesize answers from external sources. Source Gap Analysis identifies which external sources influence AI answers about your category - and which sources cite competitors but not you. These are off-page recommendations grounded in how the citation graph actually works.

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What you get

  • External source influence mapping
  • Competitor source advantage analysis
  • Off-page citation recommendations
  • Source credibility and reach scoring
  • Track new sources entering your category
Attribution & ROI

Connect AI citations to revenue.

Three-tier attribution connects AI citations to human traffic to conversions. Tier 1 is deterministic - a user clicks from a Perplexity answer to your site, the referral is captured. Tier 2 is inferred from session patterns. Tier 3 is statistically modeled. Together, they close the loop from citation to pipeline.

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What you get

  • Tier 1: Deterministic AI referral capture
  • Tier 2: Inferred attribution from session patterns
  • Tier 3: Statistical modeled attribution
  • Conversion event mapping (signups, purchases, form fills)
  • Executive ROI view - AI citations to revenue
Copilot & Reports

Turn insights into work. Automatically.

The AI Copilot turns the Opportunity Queue into actionable content briefs - grounded in your account data, not generic best practices. Executive report generation produces board-ready PDFs and weekly digest emails showing AI discovery progress to stakeholders who don't live in the dashboard.

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What you get

  • Content brief generation from Opportunity Queue items
  • Grounded in your citation data, not generic playbooks
  • Weekly digest email (auto-generated)
  • Board-ready PDF export
  • Agency: white-label reports for client delivery

All seven pillars. One platform.

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