GeoReady Roadmap — AI Visibility & GEO Monitoring

What exists today in v4.18.x

• CLI audit

  Available

  Complete `geo audit` command with 8-category scoring and 4 output formats.

• 8-category scoring

  Available

  Robots.txt, llms.txt, Schema, Meta, Content, Signals, AI Discovery, Brand & Entity.

• Citability score

  Available

  47-method citability analysis derived from Princeton KDD 2024 and AutoGEO ICLR 2026.

• 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.

• 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.

Completing the frontend v2 and production readiness

• Strategic static pages

  Available

  Research, Roadmap, Manifesto, guides, and comparison pages — 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.

Product evolution and deeper integrations

• Visual dashboard

  Planned

  More comprehensive dashboard with radar charts and category breakdowns.

• Trend tracking & score history

  Planned

  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

  Planned

  Configure and view scheduled audits without using the CLI.

• Multi-site batch audit

  Planned

  CSV upload, batch processing, and consolidated export.

• WordPress plugin

  Exploring

  Admin dashboard widget and automated GEO checks for WordPress sites.

• 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 8 categories based on new research.

• Local / hosted workspace for teams

  Exploring

  Multi-user team accounts with shared projects and permissions.

• v5 architectural evolution

  Exploring

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