Use cases

Say yes to AI agents
on real systems.

Four problems teams bring to us, and what changes on the first day.

Platform · SRE · DevOps

Your agent reads .env. The provider reads tokens.

Agents run kubectl get secret, terraform output and cat .env while debugging. Every value lands in the prompt.

  • Credential files (.env, tfvars, tfstate, kubeconfig) are tokenized value by value, with dozens of named vendor key formats plus keyword-gated generic secrets.
  • The output of a secret-reading command is protected because of the command that produced it.
  • The agent still runs the next command with the real value, restored on the machine.
Fintech · health · insurance

Your engineer sees the rows. The model sees tokens.

A database query, a support ticket or a log line brings names, emails, phone numbers, addresses and account ids into the conversation.

  • Personal data in eight jurisdictions, Luhn-checked card numbers, government and health identifiers, detected locally.
  • Your own client names, codenames and identifier formats added as central rules, approved by a second person and signed with your key.
  • Card verification data is never made reversible.
Engineering managers

A hard wall in front of commands you can't undo.

An agent with a shell can delete a namespace, drop a table, force-push over history or read your SSH keys in a single step.

  • Ten built-in guardrail packs (with guardrails on): filesystem, Kubernetes, infrastructure-as-code, cloud, database, git history, host control, secret exfiltration, credential-store reads, persistence.
  • Anchored on the destructive verb: kubectl get, terraform plan and SELECT are never caught.
  • After a prompt injection is seen, real values are not restored into calls to non-local hosts.
CISO · GRC · compliance

"What does your AI see, and how do you know?"

Auditors, regulators and enterprise customers now ask what data AI tools send to third parties. Screenshots don't hold up.

  • vguard evidence export: policy, per-class handling, the hash-chained log and its verification, the latest proof and a control mapping.
  • Fleet coverage shows who is protected and who bypassed.
  • Content-free SIEM export in OCSF 1.3.
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