Neural Cluster Analysis

Explore the AI training-data clusters that shape model recommendations to see which sites matter most, where you appear, and where competitors dominate.

Find AI Clusters for Your Industry

Using your industry context and competitor set, Whaily maps out the neural clusters AI models use to build their knowledge graph by identifying the exact topic clusters, e.g. “Productivity Tools”, that matter most to your brand.

Calculate NCI Scores

Whaily computes the Neural Cluster Influence (NCI) Score for each site within a cluster. A higher NCI means AI models trust that site more. Use it to prioritize outreach.

24
NCI Score

See Brand & Competitor Mentions

Site card

Compare where your brand appears versus competitors across all high-NCI sites. Spot gaps where they’re cited but you’re missing and develop a plan to close them.

Work on the Right Sites

Filters and sorting

Whaily surfaces the top sites (high NCI), mentioning competitors but not you. A good prioritization for targeted outreach. Start by engaging with those high-impact sources.

Track Outreach & Status

Manage Outreach Comments

Manage statuses, add notes, and track responses, all within Whaily. Keep your team aligned and never lose sight of which sites need follow-up.