What's new in SEOInputs

Compute your share of AI-generated responses per topic cluster. Compare your presence against competitors across all five tracked engines.

• Share-of-voice scoring per topic cluster
• Competitor comparison across ChatGPT, Claude, Gemini, AI Overview, and Perplexity
• Weekly trend charts for AI visibility metrics

Optimized the AEO, GEO, and LLMO audit pipeline for 40% faster processing. Large sites now complete full audits in under 10 minutes.

• Parallel signal evaluation across all 40+ checks
• Reduced average audit time from 15 minutes to 9 minutes
• Improved queue prioritization for paid plans

Resolved an edge case where pages with seasonal traffic patterns were incorrectly flagged as decaying.

• Improved seasonal adjustment in Mann-Whitney U test
• Reduced false-positive decay alerts by 60%
• Added 90-day baseline window for trend comparison

Completely rebuilt opportunity engine with AI-citation-gap detection. Surface pages that competitors are cited for but you are not.

• AI citation gap opportunities
• Snooze and dismiss with configurable duration (7-90 days)
• Priority scoring based on estimated traffic impact
• Daily email digest of new opportunities

Enhanced webhook delivery with better retry logic and detailed delivery logs in the dashboard.

• Exponential backoff with jitter on failed deliveries
• Delivery attempt logs visible in webhook settings
• Automatic endpoint health monitoring

AI-powered semantic clustering using embeddings and HDBSCAN. Automatically detect when multiple pages compete for the same queries.

• Semantic clustering with cosine similarity threshold
• Cannibalization severity scoring
• Weekly recompute with manual trigger option
• Cluster-level performance metrics

Define prompts relevant to your business and track how AI engines respond over time. Detect shifts in recommendations and citations.

• Track up to 500 prompts across 5 AI engines
• Mention position tracking (top, middle, bottom)
• Sentiment analysis (positive, neutral, negative)
• Competitor domain detection in responses

Initial release of the SEOInputs platform. Unified search visibility tracking with keyword intelligence, AI monitoring, and multi-signal audits.

• Keyword position tracking with 16-month backfill
• AI visibility monitoring across 5 engines
• AEO, GEO, and LLMO audits (40+ signals)
• Content decay detection with statistical testing
• Role-based access and multi-tenant security