Series BWe raised $41M to protect the internet from AI-powered abuseRead announcement

Case investigation agent

Disrupt coordinated abuse with the full case in view.

Cinder pulls accounts, content, behaviors, prior decisions, and related entities into one structured case view so investigators can see the whole pattern and act with context.

Overview

When one signal is not enough.

Coordinated abuse rarely shows up as a single clean violation. It moves across accounts, content, reports, devices, payments, and time. A queue item can show the latest flag, but not the pattern behind it.

Cinder gives investigators one structured place to connect those signals, review the history, and take action with reasoning attached. Every case becomes part of the intelligence layer that helps the next one move faster.

Capabilities

What the agent covers

One structured case view

Pull users, content, behaviors, prior decisions, and related entities into a single case so reviewers see the whole pattern, not just the latest report.

Cross-surface investigation

Search across content types, accounts, devices, reports, and time. Pivot from one entity to the next without losing context.

Built for coordinated abuse

Surface networks, repeat actors, and emerging behaviors that any single workflow or queue item would miss.

Contextual recommendations

Give reviewers the relevant evidence, policy context, and recommended action in one place so they can move quickly without guessing.

Documented end to end

Every action taken on a case is logged with reasoning, ready for audit, escalation, or law enforcement referral.

Continuous learning

Resolved cases feed back into future routing, detection, and investigation quality so the system gets sharper with every review.

Cinder provided rigorous adversarial testing that matched our release velocity. Their team found important edge cases and helped us address them before launch.

Ben Brooks, Head of Public PolicyBlack Forest Labs

>90%

Reduction in CSAM and NCII vulnerability

10X

Safer than benchmark industry models at launch

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3X

More repeat-offender accounts taken down

50%

Of all bans executed by orchestrated workflows

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