GeoReady Roadmap — AI Visibility & GEO Monitoring

What exists today in v4.19.x

• CLI audit

  Available

  Complete `geo audit` command with 9-category scoring and multiple output formats.

• 9-category scoring (rubric v2)

  Available

  Robots.txt, llms.txt, Schema, Meta, Content, Signals, AI Discovery, Brand & Entity, and Google AI readiness. Rubric v2 is the default since v4.19.0.

• Citability score

  Available

  47-method citability analysis derived from Princeton KDD 2024 and AutoGEO (arXiv:2510.11438, preprint).

• REST API

  Available

  FastAPI endpoints for audit, badge, PDF, and comparison.

• Dynamic badge

  Available

  SVG badge and Shields.io-compatible endpoint generated from live audit data.

• MCP support

  Available

  Model Context Protocol server with 12 tools and 5 resources.

• AI discovery checks

  Available

  Detection of /.well-known/ai.txt, /ai/summary.json, /ai/faq.json, /ai/service.json.

• Negative signal detection

  Available

  Excessive CTAs, invasive popups, thin content, broken links, keyword stuffing.

• Prompt injection detection

  Available

  8 AI manipulation patterns based on UC Berkeley EMNLP 2024.

• Trust Stack Score

  Available

  5-layer trust signal aggregation: technical, identity, social, academic, consistency.

• Monitoring, history & tracking

  Available

  Scheduled audits, score history, and change tracking for watched URLs.

• Snapshots & citation quality

  Available

  Point-in-time captures of audit state with citation-quality annotations.

• Output formats

  Available

  JSON, HTML, SARIF, JUnit XML, and GitHub Annotations for CI integration. JSON output also groups recommendations by scored category (plus blockers and other) since v4.19.2.

• Astro frontend

  Available

  Static-site frontend in Astro + React + Tailwind (this site), live in production.

• AI Crawler Activity Analytics

  Available

  Detect AI crawler activity from access logs (OAI-SearchBot, ClaudeBot, PerplexityBot). Available via `geo logs` CLI command and `POST /api/logs/analyze`.

• AI Citation Check

  Available

  `geo citations` asks real answer engines (Perplexity, OpenAI, Anthropic, Gemini, DeepSeek, MiniMax) customer-style questions and reports brand mentions / domain citations, with `--runs N` sampling for a 95% confidence interval, plus an optional Google SERP + AI Overview source via serpbase.dev.

• GeoReady WordPress plugin

  Available

  Open-source plugin that generates llms.txt, /.well-known/ai.txt, and /ai/summary.json from published content (sitemap detection for WordPress core, Yoast SEO, Rank Math, SEOPress, and All in One SEO) and runs a one-click AI readiness audit of the home page. Available on GitHub (Auriti-Labs/wordpress-geoready); not yet listed on WordPress.org.

Completing the frontend v2 and production readiness

• Strategic static pages

  Available

  Research, Roadmap, Manifesto, guides, and comparison pages, all live.

• Compare page

  Available

  Side-by-side competitor report linked to the live backend.

• Export PDF/JSON

  Available

  Export actions in the report UI for PDF and JSON output.

• GDPR cookie consent

  Available

  Cookie banner, preferences modal, and consent management for analytics.

• Production deploy

  Available

  Live on geoready.dev behind a reverse proxy, served from the FastAPI backend.

• Audit caching

  In progress

  Client-side or server-side caching to reduce redundant backend calls.

• Loading & skeleton states

  In progress

  Polished loading UX for audit and report pages.

• Responsive & accessibility polish

  In progress

  WCAG 2.1 AA pass, keyboard navigation, screen-reader optimization.

• WordPress plugin: audit on the GeoReady platform

  In progress

  The plugin audit is moving to the GeoReady platform. A setting, off by default, lets site owners opt in to contributing pseudonymised results (salted domain hash and scores) to the benchmark dataset. WordPress results are used internally for now.

Product evolution and deeper integrations

• Visual dashboard

  In progress

  More comprehensive dashboard with radar charts and category breakdowns.

• Trend tracking & score history

  Available

  Visual score history and trend graphs directly in the web UI.

• Competitor reports

  Planned

  More readable, shareable competitor comparison reports.

• Scheduled monitoring in web app

  Available

  Configure and view scheduled audits without using the CLI.

• Multi-site batch audit

  In progress

  CSV upload, batch processing, and consolidated export.

• WordPress plugin: next releases

  Planned

  WordPress.org submission, headless WordPress support via the REST API, caching, JSON-LD schema output, and a Gutenberg editor panel. Scope and timing are not fixed.

• Slack / Discord / webhook alerts

  Planned

  Notifications when scores drop or critical signals are detected.

Advanced explorations and architectural evolution

• WebMCP readiness audit

  Exploring

  Measure exposure of machine-readable context for MCP-compatible agents.

• Topical cluster architecture analysis

  Exploring

  Hub-and-spoke content structure analysis for AI citation networks.

• Multi-language GEO optimization

  Exploring

  Signal weighting and content analysis for non-English languages.

• Deeper retrieval surface analysis

  Exploring

  Analyze how much of a site is actually retrievable by AI crawlers.

• Structural pattern recognition

  Exploring

  ML-based detection of optimal content patterns for AI citations.

• Scoring recalibration

  Exploring

  Periodic re-weighting of the 9 categories based on new research.

• WordPress dashboard widget

  Planned

  An admin dashboard widget in the WordPress plugin. Not built yet and planned after the items above.

• Local / hosted workspace for teams

  In progress

  Multi-user team accounts with shared projects and permissions. Deployed with limited access; not generally available yet.

• v5 architectural evolution

  Exploring

  Next-generation core designed for scale, modularity, and real-time analysis.