Use Cases

Built for brand safety and newsroom trust

Two audiences with different workflows and the same core problem: coordinated fake content that looks like organic commentary until it causes damage. Refute gives both teams the detection capability to act early.

48 hrs
Typical early-detection lead time reported by early-access partners
91%
Coordinated-behaviour detection precision (1,800 scored stories)
Brand Safety

Know before your PR team is on the phone

Coordinated smear campaigns targeting brands don't look like attacks at first. They arrive as clusters of seemingly independent commentary, negative reviews, and amplified criticism that appears organic. By the time your monitoring stack flags volume, the narrative is already set.

Refute scores the account network around any story or campaign, surfacing coordinated amplification patterns hours before mainstream coverage picks them up. That window gives your communications team time to prepare a response and brief internal stakeholders before the story breaks.

  • Score account clusters amplifying negative sentiment around your brand or product
  • Detect astroturfing: coordinated campaigns disguised as grassroots criticism
  • Export evidence summaries ready for compliance, legal, or executive briefings
  • Slack alerts when a story targeting your brand crosses a detection threshold
Brand safety analyst reviewing a flagged account cluster on a monitoring dashboard
Newsroom Trust

Verify before you publish

Viral breaking stories arrive with unclear provenance and time pressure that makes thorough account verification difficult. A political story trending at midday may trace back to a small coordinated cluster that seeded the narrative overnight, relying on real journalists to amplify it without attribution.

Refute scores the account network distributing a story before editorial commits to coverage. If the distribution pattern is inauthentic, the score provides evidence you can show the editorial board. If it is authentic, you can publish with confidence.

  • Score story distribution networks before coverage decisions are made
  • Detect manufactured amplification: artificial early momentum seeding organic spread
  • Produce a scored verdict with evidence summary for editorial review
  • API integration into existing fact-checking or CMS workflows
Newsroom editor reviewing content authenticity scores on a Refute dashboard before publication
Side by side

Two workflows, one platform

Brand Safety Newsroom Trust
Primary concern Coordinated reputational attacks on brand or product Fabricated or artificially amplified breaking stories
Typical story type Negative-review campaigns, product smears, executive attacks Trending political or social narratives with unclear origin
Output used for Communications briefing, legal documentation, executive reporting Editorial decisions, source verification, publication confidence
Team size 2-10 analysts, Growth or Enterprise plan 1-3 trust editors, Starter or Growth plan

See how Refute fits your team

Book a 30-minute demo with your own URLs and see a scored verdict in under five seconds.