Roadmap

What we're building next for LLM citation tracking and analysis.

This is a living document. Items may change as we learn from customers.

Product Development Timeline

Shipped

In production, with the date it landed

  • Perplexity scans on the Agent API; OpenAI scans on the model free ChatGPT runs (2026-09-25)
  • Sentiment scoped to your brand and tracked competitors (2026-09-25)
  • Sign in with GitHub and Google (2026-09-24)
  • Outbound webhooks: scan.completed, scan.failed, accessibility_scan.completed
  • MCP server with check-citation, get-attribution-report and list-scans
  • Shared, read-only scan reports
  • Stripe billing: Pro and Agency plans, trial without a card
  • API keys and the REST API
  • Sentiment analysis with leading-prompt exclusion
  • Reverse prompt discovery and competitive gap analysis

Building

Started. Dates appear here only once they are real.

  • Public site rebuild: methodology page, blog, documentation, comparisons
  • Plans re-cut in prompts × engines × daily refresh
  • Live service status wired to internal checks
  • Slack alerts for your own scans
  • Zapier, Make and n8n over the REST API
  • Looker Studio template

Planned

Decided, not started

  • Google AI Overviews as a fifth engine
  • Free single-prompt brand check, no account
  • Public monthly AI-visibility reports by sector
  • Confidence intervals and sample diversity on every headline number
  • Growth and Agency tiers with client workspaces and white-label reports

This is what we intend to build; only the Shipped column is a commitment.

Track your citation performance

Run a scan across the four engines and see who is cited instead of you; releases are listed in the changelog.

Start free trial