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AI and Automation

Browser Agent Automation (Playwright, Browser-Use)

Browser agents that operate web apps the way your team does.

Overview

What we deliver

We build browser agents with Playwright and Browser-Use that log in, click, fill, and extract across web apps your APIs do not cover.

Not every system you depend on has an API. We build browser agents that operate web apps the way a person does, using Playwright and Browser-Use as the foundation. These agents log in, navigate, fill forms, extract data, and complete multi-step tasks across portals, dashboards, and tools that lack proper integrations. We start by mapping the task and the screens involved. We capture selectors, handle authentication, and design recovery paths for common failure modes like timeouts and layout changes. We add an LLM where the agent needs to read pages, make decisions, or adapt to new layouts. We add logging and screenshots so every run is auditable. We deliver browser agents that run on a schedule or on demand, with alerts when something breaks. The outcome is reliable automation across the long tail of web apps your team cannot ignore.

Fit Check

Built for teams like yours

Who it's for

  • Operations teams pulling data from legacy portals
  • RevOps and finance teams running manual web tasks
  • Procurement teams managing supplier portals
  • Recruiters working across job boards
  • Anyone stuck with software that has no API

Pain points we solve

  • Web apps without usable APIs
  • Manual data extraction across many portals
  • Form filling that takes hours each week
  • Brittle scripts that break on small changes
  • No audit trail for what was done
What's included

Capabilities

Everything we cover in this engagement.

  • Browser agent design with Playwright
  • Browser-Use and LLM-driven navigation
  • Login, session, and 2FA handling
  • Form filling and data extraction
  • Scheduling and event triggers
  • Screenshot and log capture
  • Failure recovery and alerts
  • Hosted or on-prem deployment
How we work

Our process

A clear, predictable path from kickoff to outcomes.

01

Map

Walk the task with your team and capture every screen and decision.

02

Prototype

Build a first version against the target site and confirm behavior.

03

Harden

Add retries, fallbacks, and recovery for known failure modes.

04

Schedule

Set up triggers, queues, and runtime infrastructure.

05

Monitor

Deploy with logs, screenshots, alerts, and a maintenance plan.

What you get

Deliverables & outcomes

What you get

  • Browser agent in your environment
  • Playwright and Browser-Use code
  • Credential and session management
  • Scheduler and queue setup
  • Logging and screenshot dashboard
  • Runbook for failures and changes

Outcomes you can expect

  • Hours of manual web work removed each week
  • Reliable extraction and data entry across portals
  • Audit trail with screenshots for every run
  • Faster reaction when a target site changes
  • Coverage for tools without APIs
Timeline

3 to 6 weeks

Engagement

Monthly retainer, Project, Sprint

Tools we use

Playwright, Browser-Use, Python, AWS, Sentry

KPIs we track

Run success rate, average runtime per task, items processed per hour, failure rate, time to recover

Client stories

What clients say

"

We had been prototyping an AI quoting agent for nine months and could not get it past demo quality. They came in, scoped a real eval set, swapped our retrieval layer, and added guardrails for the edge cases that kept burning us. Went live in seven weeks. It now handles 41 percent of inbound quote requests without a human touching them.

Kyle A.
"

Our LCP was 4.8 seconds and Google was punishing us for it. They audited the build, dumped two plugins we did not need, moved hero images to a real CDN, and rewrote the critical CSS. LCP came down to 1.6 seconds within three weeks. Bounce rate on the pricing page dropped by a quarter without us touching the copy.

Sarah K.
FAQ

Frequently asked questions

Quick answers to the questions we hear most.

Is browser automation reliable enough for production?
Yes, when built with care. We add retries, recovery paths, and monitoring so the agent handles common failures and alerts you when it cannot.
What about logins and 2FA?
We handle session storage, secret management, and 2FA flows including TOTP, email, and shared inbox patterns. We never store credentials in plain text.
What happens when the site changes?
We monitor selectors and key flows. When something breaks, the agent alerts us, and we update it. Many clients keep us on a retainer for this reason.
When should we use Browser-Use over plain Playwright?
Browser-Use suits sites where the layout varies or where the agent needs to read the page to decide. Plain Playwright is faster and cheaper when flows are stable.
Can it run on a schedule?
Yes. We set up scheduled and event-driven runs with queues, retries, and observability so you can see status at any time.

Stuck with web apps that have no API?

We build browser agents that log in, click, and extract so your team can stop doing it by hand.