TRUST & SAFETY AGENTS
Build agents that manage abuse detection with real-time context.
Abuse investigation, infringement detection, and cyber defense depend on fast access to the right context. Chalk gives agents real-time information like behavioral signals, user activity, messages and other data from across your stack, plus a secure sandbox to investigate and act.
Trusted by leading companies
Targeted capabilities for your team
Add signals without rebuilding infrastructure.
Ship new detection signals faster and improve decisions with inference-time context from across your data stack. Verisoul ships fraud features 10x faster on Chalk and improved detection accuracy 4x
Make every agent decision auditable.
Record the context an agent used, evidence it found, tools it called, and action it recommended or took. Review outcomes, improve policies, and maintain accountability.
Run agents safely.
Chalk runs agents in isolated sandboxes inside your VPC, with controlled network access and permissions scoped to the case.
Add signals without rebuilding infrastructure.
Ship new detection signals faster and improve decisions with inference-time context from across your data stack. Verisoul ships fraud features 10x faster on Chalk and improved detection accuracy 4x
Make every agent decision auditable.
Record the context an agent used, evidence it found, tools it called, and action it recommended or took. Review outcomes, improve policies, and maintain accountability.
Run agents safely.
Chalk runs agents in isolated sandboxes inside your VPC, with controlled network access and permissions scoped to the case.
Resolve routine cases faster.
Agents gather evidence, cross-check signals, apply policy, and automate repetitive investigation work. Cases move from queue to action without the day-long wait.
Detect coordinated threats earlier.
Connect activity across accounts, devices, identities, content and time. Surface emerging attack patterns before they scale.
Focus your team’s judgement on the hardest cases.
Automate well-defined investigations and escalations so reviewers can spend their judgment on ambiguous, severe, and novel cases, with lower cost per decision.
Verisoul detects bots and coordinated fake account rings in real time on Chalk, shipping fraud features 10x faster and improving detection accuracy 4x with inference-time data.
Agents gather account history, linked accounts, device overlap, payment records, and prior reports into a single view, then reason over it with tools scoped to what the case needs.
Run embedding and classification models on your own infrastructure, close to the features that give them context.
Agents suspend, restrict, or escalate through permissioned tools. Set which actions run automatically and which require a reviewer. Evaluate a policy change against historical cases before it reaches live users.
How Grindr runs trust and safety agents inside their own cloud
Grindr serves over 15 million users.
The data those safety decisions depend on is exactly the data that cannot leave their environment.
They run Chalk Compute directly in their own cloud to orchestrate trust-and-safety workloads,
Agents read live user and platform context through the same engine that serves their production models.
"Chalk Compute was the only integrated compute and context engine for agents that ran entirely inside our own environment, at the scale we needed, without becoming an infrastructure project."
AJ BalanceCPO, Grindr
Additional Resources
Give trust and safety agents real-time context.
Bring us your agent proof-of-concept and we’ll chart the path to production.
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