USE CASES
01 / PRODUCT
Spec to build, without a single copy-paste
Cowork drafts the brief and Claude Code picks it up from the same shared workspace. The handoff happens automatically — nobody re-briefs a new session or forwards an output. You review the implementation, not the routing.
Research becomes a deliverable on its own
A research agent gathers findings and a writing agent shapes them into a finished report, both reading from the same project context. The work moves between them without a human in the middle. You see the output when it is ready.
Flag to resolution, unattended
One agent spots a problem and logs it, another picks it up and acts, a third closes it out. Every handoff is logged with what ran, what changed, and who or what did it.
Stop re-explaining your project every session
Files, notes, and working instructions live in the workspace, and every connected tool reads them automatically. Set the context once instead of once per session. New agents join a project already briefed.
02 / PRODUCT
Put a hard ceiling on agent spend
Cost policies enforce per-agent, per-user, and per-session budgets in real time. When a run approaches the limit it is throttled or halted, not flagged on Friday. Spend becomes a number you set rather than one you discover.
Debug a multi-agent run you cannot reproduce
Observe traces the full execution tree — every child agent, every span, every tool call — linked by session and lineage. Parent-child relationships are detected automatically, with no manual wiring. The branch that went wrong is visible instead of inferred.
Catch prompt injection and PII before it leaves
Content policies scan inputs and outputs during execution, blocking injection attempts and redacting sensitive data mid-run. Enforcement happens between steps, not in a report afterward.
Govern an inherited agent in an afternoon
Two lines of Python bring an existing agent under policy with no change to its logic. Over 200 frameworks, model providers, and vector databases are auto-instrumented from the moment you initialize.
03 / PRODUCT
Reconciliation an auditor will accept
Every decision in a financial workflow is policy-evaluated and logged before the money moves, not reviewed after. The audit trail SOX, MiFID II, and SR 11-7 expect is produced by the runtime itself.
Clinical work with a real chain of custody
Documentation, coding, and care-coordination agents run with every PHI-touching decision gated before it executes. HIPAA evidence is generated from the first run rather than patched on later.
Human approval that pauses instead of breaks
Deployment pipelines and incident response can require a person to sign off mid-workflow. The run checkpoints and waits for the decision, then resumes from the exact step it stopped at. Approval is part of the workflow, not a notification you might miss.
Survive a timeout without losing the run
Workflows checkpoint at every step, so a model timeout, a network failure, or an infrastructure restart resumes from the last checkpoint rather than the beginning. Long-running automation stops being fragile.
04 / PRODUCT
Collapse MCP sprawl to a single URL
Replace every upstream MCP entry in every client config on every machine with one gateway URL. Claude Desktop, Claude Code, Cursor, and any MCP-compatible client keep working unchanged. The N-by-M connection problem becomes one governed endpoint.
Catch a rug pull before an agent calls it
Every tool is fingerprinted against its name, description, and input schema at discovery. When an upstream quietly changes a tool it drops out of trusted status and cannot be called until an admin re-approves it. Tool descriptions are scanned for embedded instructions at rest, before any agent ever sees them.
Offboard someone in one transaction
Deactivating a user revokes every per-upstream OAuth grant they held, across every connected service simultaneously. No chasing credentials through a dozen admin consoles. The audit log records the actor, the timestamp, and every upstream unwound.
Answer the question that ends audits
Show every tool call every employee’s agent made last quarter, with the person who triggered it and the rule that allowed it. The record is durable for years and exportable, without retaining the arguments or results that passed through.
05 / PRODUCT
Turn shadow AI into an inventory in week one
Push one profile through Hexnode, Jamf, Kandji, Mosyle, or Intune and every managed device reports the AI apps it is running, per device and per user. Enrollment is silent and requires nothing from the end user. Discovery is on the moment it lands — capture is not.
See who is calling which provider, without decrypting anything
The agent reads the plaintext hostname from the TLS handshake and attributes the flow to a process and a user. You get provider, process, and timestamp with no root CA on anyone’s laptop and no access to prompts or responses.
Block a provider at the machine, not the perimeter
Policy can leave an app observe-only, block it at the network layer before data leaves the device, or capture payloads with on-device redaction when you explicitly turn that on. Desktop apps that route straight to provider APIs are covered, which web proxies cannot do.
Deploy visibility your security team will actually approve
Capture is off until an admin enables it for a specific host, TLS is never terminated for banking, health, or mail, and secrets and PII are stripped on the device before anything is uploaded. The rollout does not stall on a privacy review.
CONNECT · OBSERVE · RUNTIME · GATEWAY · ENDPOINTS
Five products. One governance plane.
Start with the one that hurts most today. They share a policy engine, an audit trail, and a dashboard.