LLM Perceptions, Reports & Opportunities

Features

• LLM Judge Perceptions — New perception tab showing how AI models perceive your brand, with prominence, recommendation, and certainty scores surfaced on the dashboard.
• Brand Perception on Audit — Brand perception scores integrated into the Audit bento grid for a holistic view of AI-readiness.
• Prompt Visibility Opportunities — Opportunities now linked per-prompt in the metrics drawer and the opportunities page, showing exactly where to improve.
• Competitive Leaderboard — New page ranking your brand against competitors by AI score and Share of Voice.
• Report Generator — Generate and download PDF reports of your AI visibility data from the audit page.
• FAQ Generation & Publishing — Generate FAQs from your content with component selection, plus publish and edit modals.
• Performance Trend Chart — Rolling averages with model version insights for tracking visibility over time.
• BPI Score — Brand Performance Index displayed across dashboard, prompt tracking, and the metrics drawer.
• AEO Analysis Section — Interactive tabbed showcase on the landing page demonstrating AEO capabilities with rich descriptions.

Improvements

• Opportunities Revamp — Redesigned with tab bar, stats strip, and sortable table with expandable detail rows.
• Brand Alias UX — Replaced text input with tag pills and individual fields for easier alias management.
• Per-Prompt Loading — Comprehensive loading visuals on the Edit Prompts page during execution.
• SOV Chart Labels — Replaced inline pie chart labels with a cleaner legend grid.
• Memoized Markdown — Streaming markdown rendering with citation click-through and spring-based scroll.
• Landing Page Hero — Cinematic parallax hero with scroll-driven page-peel transition and orbiting AI model logos.

Fixes

• Score Calculations — A score with no data now shows as empty instead of zero.
• Opportunities Crash — Fixed a crash when opening rows in the Opportunities table.
• Citation Extraction — Sources cited in agent answers are now picked up correctly.
• XSS Hardening — Added sanitization to streaming markdown and ARIA accessibility to chat components.
• Category Save — Fixed category save error handling and locked state not updating after changes.