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Browser & Computer-Use Agents

Automate the portals and tools that have no API

Many repetitive tasks live in web portals, dashboards and legacy tools that can't be integrated any other way. Browser and computer-use agents work through the interface itself — logging in, navigating, entering data and pulling reports — with a person in the loop where judgement or verification is needed.

  • Works with web portals and tools that have no API
  • Runs in isolated browser or virtual-machine environments
  • Form filling, data entry, report extraction and admin tasks
  • Hands CAPTCHAs, MFA and edge cases to a person
  • Step logs and screenshots for every run

What this engagement covers

Scoped to your situation — we start with what you already have rather than a fixed package.

Portal navigation

Log into vendor portals, carrier systems and internal web apps that lack APIs, and work through them step by step.

Data entry & migration

Move records between systems that were never meant to talk to each other, with validation before anything is committed.

Form filling & document entry

Read PDFs, invoices and forms, then key the data into the target system and check it against your rules.

Isolated environments

Runs in a separate browser profile, container or virtual machine, away from your team's own machines.

Human-in-the-loop escalation

CAPTCHAs, MFA prompts and unusual cases are passed to your team with context, rather than guessed at.

Run logging

Each step can be recorded with screenshots, so you can check what the agent did and trace any failure.

Small first, then scale what works

Six stages, with a decision point after the pilot. Nothing grows until it has shown value.

  1. 01

    Workflow Audit

    Understand the current manual process, systems, users, inputs and outputs.

  2. 02

    Architecture

    Choose the smallest practical automation architecture.

  3. 03

    Pilot

    Build one usable workflow.

  4. 04

    Integration

    Connect APIs, browser workflows, internal tools, databases, AI models or third-party systems.

  5. 05

    Validation

    Test reliability, edge cases, user approval and expected output.

  6. 06

    Scale

    Expand only after the pilot demonstrates value.

What you get

  • Agent configured for your target portal or tool
  • Isolated runtime environment
  • Human approval and notification workflow
  • Run logs and a runbook for when the target site changes

Tools we reach for

Chosen per project, not per habit. If your team already runs something that works, we build on it.

  • Playwright
  • Python
  • Docker
  • Claude
  • OpenAI
  • Fine-tuned action models
FAQ

Browser & Computer-Use Agents — common questions

Often, yes. It works through the visual interface the way a person would. Browser automation is more fragile than an API when a site changes its layout, so we add monitoring and a human fallback, and we use an API whenever one exists.

Have a workflow in mind?

Tell us about the process. We'll review it and suggest the most practical next step.

Book an Automation Audit