Guides & Docs
Release notes

60-Day Sales Sprint

What shipped to support the first cohort pilots, partner conversations, and honest data storytelling.

  • P0Cohort tagging for school chapters (e.g. Puerto Rico pilot) with region metadata
  • P0Scan provenance: contributor name, model version, notes, and observed-at timestamps
  • P0Teacher-created assignments with scan/pin requirements and student completion tracking
  • P0Reef Gallery report/flag queue, with a lightweight moderation view in Admin Metrics
  • P0Partner & NGO inquiry form on Community with an auto-reply confirmation and calendar link
  • P0Public research data export (CSV & GeoJSON) for scans across the platform
  • P1Admin metrics dashboard: scans today, active chapters, open flags, partner leads
  • P1Case studies page with honest, in-progress pilot metrics — no invented numbers
  • P1Dataset citation snippet generator for classroom datasets
  • P1Honest "Explicitly later" deferred roadmap section on the Vision page
  • P1Demo-grade rate limiting on the AI analyze and image-fetch endpoints
  • P1Co-teacher / TA invites on the Teacher Dashboard
  • P1Optional "Request educator review" flow with a review status badge
  • P1Printable partner one-pager for pilot conversations
  • P1SEO metadata (title, description, Open Graph) across key marketing pages

Deferred (P3) items — 3D digital twin, drone/robot ingest, full predictive AI, and a public API marketplace — are tracked openly on the Vision page.