Forward-deployed capability

An agent that operates a legacy carrier portal.

Carrier operators still work in legacy portals: a login wall, no API, and forms filled in by hand. This agent does the same work the same way. It reads the rendered screen and operates the controls in a real browser, with no schema underneath.

Scenarios passed
4/4
Cost of all four runs
$0.35
Model
Claude Sonnet 4.5
Browser
Real Chromium

Watch it work

A recorded run of each scenario, one browser frame per step.

  1. Sign in
  2. Open the loss form
  3. Enter the loss
  4. Confirmation
tempo-claims.com/portal/carrierlink
Step 1 of 6
Reasoning
Filling in the operator credentials provided in the task: username "operator" and password "portal123"
Action
fill_form(2 fields)
Outcome
Filled 2 fields. Typed "operator" into element 0. Typed "portal123" into element 1.
All 6 steps

Result: Successfully filed First Notice of Loss for claimant Samantha Davis on policy POL-4480-WC. Peril: water, Date of loss: 2026-05-01, Description: "Pipe burst in the basement causing water damage." Confirmation number: CL-FNOL-100092

23,121 tokens in, 1,260 out, $0.088

How it works

Reads the screen

Each turn the agent gets a screenshot and a numbered list of the on-screen controls. It has no source and no schema for the portal, the way a forward-deployed agent meets a customer's legacy system.

Drives the controls

It picks one control and one action (click, type, select) and a real browser executes it. Failed inputs (a strict date field, a rejected value) come back as observations it recovers from.

Knows when to stop

It never fabricates an outcome. An excluded peril, a lapsed or unknown policy, a missing supervisor override: it refers the case to a human instead of forcing the work through.

Scored against the system of record

Reproduce it with npm run eval:operator
All 4 scenarios passed
1 filed, 3 correctly referred
Verified Oct 11, 2026
The honest footnote

"Run this live" drives the real portal in real time. The function launches a bundled serverless Chromium (the same headless-Chromium-in-a-function pattern these agents deploy on), or connects to a hosted browser when one is configured, and operates the live CarrierLink portal on this site. The recorded runs are there for instant, zero-cost proof; the live run removes any doubt it's real. Live runs are rate-limited (two per visitor every 15 minutes) and budget-capped, and every run is metered on /ops/llm.