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Claims And Compliance Workstations

Geometra's strongest business wedge is not general-purpose frontend replacement. It is regulated operational software where humans and AI agents share a workflow and the business must prove what the agent saw, what it could do, what it clicked, and what changed afterward.

Target Buyer

  • Claims operations leaders who want AI-assisted review without losing auditability.
  • Compliance teams that need structured proof for escalations, approvals, and evidence handling.
  • Security and access-governance teams approving privileged actions.
  • Platform teams building internal agent workstations for regulated workflows.

Why Geometra Fits

Claims and compliance workflows are UI-bound: evidence, status, risk, approvals, and exceptions all appear together on one screen. Backend APIs can prove a mutation happened, but they cannot prove what was visible and actionable when an agent chose that mutation.

Geometra can package that proof in the UI protocol:

  • Exact semantic geometry for every relevant node.
  • Stable ids for agent targets like approve-payout.
  • Risk classes and human confirmation requirements on actions.
  • Trace events for request, approval, completion, denial, and failure.
  • Replay frames showing before/after UI state.
  • Postconditions attached to the action contract.

Flagship Workflow

  1. A claim enters the review queue.
  2. The agent calls /inspect and receives exact semantic geometry and action contracts.
  3. The agent chooses approve-payout, request-evidence, or escalate-claim.
  4. Gateway policy checks risk and requires approval when needed.
  5. A human approves or denies the pending action.
  6. The gateway executes the workflow action.
  7. Replay stores the frame-before, policy decision, approval, output, and frame-after.

Sales Message

Browser automation infers claims workflows from DOM or screenshots. Geometra-native workstations expose the claims workflow as an auditable UI protocol.

Proof Assets In This Repo

  • demos/agent-native-ops shows the human workstation and the agent-visible semantic geometry side by side.
  • demo/replay-viewer renders the generated replay as a visual audit packet for the public demo build.
  • bun run demo:agent-native:http runs the external-agent HTTP flow and writes examples/replays/claims-review.json.
  • packages/gateway/openapi.json describes the inspect/actions/trace/replay API surface.
  • bun run benchmark:agent-native:live compares a live Geometra-native flow with browser-inference-style automation.
  • bun run create:app -- ./claims-compliance --template claims-compliance scaffolds a vertical gateway starter.
  • benchmarks/agent-native-methodology.md explains the modeled benchmark assumptions.

Product Direction

Prioritize features that make this vertical easier to sell:

  • Replay retention, export, and redaction policies.
  • Approval webhooks and integrations with existing workflow systems.
  • Tenant/session auth examples.
  • Audit packet viewer and downloaded replay artifacts.
  • Starter templates for claims/compliance queues with queue filters, evidence panels, and risk-score policies.
  • Live benchmarks against equivalent HTML/Playwright workflows.