AI Visibility Tracker

AI Visibility Tracker

Prompt sets, measurement runs, citations, competitors and scores.

AI Visibility Tracker

The AI Visibility Tracker measures and optimizes the visibility of our brands and products in generative search systems (ChatGPT, Claude, Perplexity, Gemini, Google AI Mode). All runs are historicized; Sets bundle Topics, Prompts, Competitors, and analyses.

The tracker is supplemented by AI Shopping (product and retailer visibility), Brand Perception, and the Page Audit for analyzing individual URLs for AI renderability, schema consistency, and top fixes with an SEO Impact Score.

Modules in the tracker

Dashboard (All Sets)
Aggregated KPIs across all Sets: Topic Performance, AI Engine Radar, Share of Voice, Citations. Drilldowns with time-period filter and URL persistence.
Sets & Topics
Hierarchical structure: Topics group Search Terms/Prompts. Gemini-based auto-suggestions for topic assignments.
Prompts
Categorized Prompts (e.g., Shopping, Brand, Informational). Active/Inactive status controls which Prompts are used in measurements.
Engines & Measurements
Runs against ChatGPT, Claude, Perplexity, Gemini, and Google AI Mode. Real-time progress, timeout, and retry protection.
Citations & Gaps
URL classification, Top Domains tables, Gap Analysis. Deep-link via `?cDomain=...`.
Competitors
Allowlist/Denylist with Damerau-Levenshtein normalization and Auto-Discovery Preview.
Brand Perception
Attribute Cloud, Competitive Matrix, and Brand Perception Time Trends.
AI Shopping
Scoped Runs for Shopping Prompts, Product Drilldown, Retailer Timeline, Readiness Checklist.
Page Audit
Autonomy, Rendering, Schema Pillars, Top Fixes with SEO-Impact Score, Chunk Navigation, Rewrites, and Score Trend History.
History & Diff
Historicized Runs with prior period comparison and Diff view per Set/Prompt.

Model Info Pages

Details per AI engine: target audience, methodology, use cases and FAQ.

ChatGPTClaudePerplexityGeminiGoogle AI Mode

Changelog

v2026.07 — AI Shopping Readiness & Page Audit Deep-Dive
July 26, 2026
  • New
    AI Shopping: Readiness Checklist lists active shopping prompts including category and status.
  • Improved
    Tooltip on the "Start Shopping Measurement" button explains reasons for deactivation (ongoing run / missing shopping prompt).
  • New
    Page Audit: Chunk navigation with "Chunk X/Y", Before/Current/After context, and auto-expand when clicking on Top-Fixes.
  • New
    Markdown export, URL-grouped history with search, Score Trend Charts (Recharts), and re-run per URL.
  • Improved
    Top-Fixes headers are interactive buttons: first click opens details + focuses Chunk 0, second click closes.
v2026.06 — Topics, Competitors & Citations Hub
June 2026
  • New
    Topics layer structures Search Terms hierarchically, including Gemini-based auto-suggestions (`ai-visibility-topic-suggest`).
  • New
    Citations Hub with URL classification, KPI strip, Top Domains tables, and Gap Analysis (deep-link via `?cDomain`).
  • New
    Competitors module with Allowlist/Denylist, Damerau-Levenshtein normalization, and Auto-Discovery Preview.
  • New
    Brand Perception Panel with attribute cloud, competitive matrix, and Recharts time series.
  • Improved
    Sticky assignment bar in the Topics panel with selection badge and popover for prompt management.
v2026.05 — All-Sets Dashboard with Drilldowns
May 2026
  • New
    Aggregated Dashboard across all Sets: Topic Performance, AI Engine Radar, Share of Voice, and Citations.
  • New
    Clickable drilldowns with time range filter (7/30/90/180 days) and prior period comparison (Δ).
  • Improved
    Drilldown state (Engine, Brand, Metric, Time Range) is shared via URL using `useSearchParams`.
  • Improved
    Command Palette (⌘K) and newly structured navigation into 6 workflow groups.
  • Improved
    Consolidation of Citations/Gaps and History/Diff into unified views.
v2026.04 — AI Shopping Module (Peec.ai + Rankscale)
April 2026
  • New
    Scoped Runs for shopping prompts, product drilldown with regex parser for prices and attributes.
  • New
    RetailerTimeline and Brand-vs-Merchant Split with interactive drilldown.
  • Improved
    OverviewInsights with 3-column grid, ranking by takeaways, and trend tracking.
v2026.03 — Stabilization & Performance
March 2026
  • Fix
    `ai-visibility-run` stabilized with timeouts and AI Gateway retries (no more hanging measurements).
  • Fix
    Database query in `ai-scout-recommendations` corrected.
  • Improved
    Real-time progress display and global set synchronization.
v2026.02 — Launch: AI Visibility Tracker
February 2026
  • New
    Sets, Prompts, and DataForSEO integration into `ai-visibility-run` including SOV metrics.
  • New
    Competitor Editor with Live Preview.
  • Security
    RLS policies hardened for all Tracker tables.

Internal Documentation — AI Visibility Tracker, Status as of November 2026.