Reputation Intelligence

See how AI platforms describe and judge your reputation.

Surfacd turns AI answers into reputation intelligence: the narratives, sentiment and competitor benchmarks behind how AI platforms describe your brand.

Trusted by major B2B brands measuring their AI presence across every major platform

Monday.com
Vertex
dentons
TestGorilla
fabriq
aussie

Map narratives

Identify the recurring stories AI platforms tell about your brand, grouped into themes such as pricing, support and product quality.

  • Narratives grouped into themes across AI responses
  • Momentum signals for emerging, surging and cooling stories
  • Evidence excerpts from the real responses behind each story
Positive and negative brand narratives with momentum data.

Benchmark competitors

Every brand in your collected responses is scored the same way as yours, so you can benchmark reputation directly — reach, tone and movement, theme by theme.

  • Visibility vs sentiment mapping across compared brands
  • League table ranking brands by sentiment score and reach
  • Theme-by-theme comparison to find competitive gaps
League table benchmarking brand reputation against competitors.

Track sentiment

Measure how positive, neutral or negative AI-generated framing is across AI platforms and themes.

  • Sentiment trends across AI services
  • A 0-100 sentiment score with per-model breakdowns
  • Signals for emerging risk and positive momentum
Brand sentiment score split into positive and negative mentions.

Make what AI says about your brand measurable.

Start your free 7-day trial and see the narratives, sentiment and competitor benchmarks shaping how AI platforms explain your brand.

Up and running in minutes.

Create your first project and see how your brand appears across AI platforms. Trial access for 7 days, no call required.

Prefer a guided demo?