Pilot
Validate one workflow
Run a representative source sample and inspect both usable results and exceptions. Agree on acceptance criteria before expanding.
Agent Browser / Forms & Appointments
Fill approved forms, validate required fields, and retain the confirmation that proves an appointment or request was accepted.
CDP
Connect your browser framework
Sessions
Keep a task in one context
JavaScript
Interact with rendered pages
Evidence
Verify the resulting state
Fill approved forms, validate required fields, and retain the confirmation that proves an appointment or request was accepted.
01
Operations teams
Define the business question and review the collected evidence.
02
Service platforms
Use a repeatable process to compare the observations that matter.
03
Automation engineers
Connect reliable inputs to the product or research workflow.
04
Integration owners
Map the source output into your existing application and validate required fields.
05
Workflow operators
Monitor exceptions, maintain collection context and review incomplete runs.
Design around the failure modes that affect a usable business outcome.
The context gets lost
Retrying after a timeout can create duplicate bookings. Check for an existing confirmation before submitting again.
Keep comparable observationsA run ends without a usable result
An action can execute without completing the intended task. Validate the visible result before treating the run as successful.
Validate the actual outcomeThe next team cannot verify the result
Preserve source context and reviewable evidence alongside the result. Define who handles incomplete records before production collection.
Make the handoff traceableKeep the collection layer and the normalized business record clearly defined.
NORMALIZED RECORD · ILLUSTRATIVE
{
"form_id": "form_sample_01",
"field_checks": [
"required_fields_present",
"values_reviewed"
],
"confirmation_id": "confirmation_sample_01",
"submission_state": "verified_in_sample"
}Suggested downstream record, not a literal Scrapeless API response. Field extraction and normalization belong in your application.
A remote browser session that your automation or agent framework controls.
Example in practice. Prepare an equipment service appointment and record its booking reference.
A focused sequence from approved input to a verified result.
Start with: Validated field values, an approved destination and a submission policy. Define the minimum usable result before collection.
A remote browser session that your automation or agent framework controls. Record failures and partial results separately.
Verified task completions, exception rate and runtime per usable result. Retain evidence for records that enter the next stage.
Product capabilities support the workflow; your application defines what success means.
Agent Browser exposes a browser connection for frameworks such as Playwright and Puppeteer. Your existing workflow decides what the browser does.
Set the session lifetime and relevant network context. Design recovery around the lifetime of the browser and the state of the task.
Use your framework to wait for content, interact with the UI and inspect the DOM. Validate meaningful states instead of relying on fixed delays.
Enable supported session recording when needed, and capture application-specific evidence through your code. Apply your retention policy to recorded content.
Estimate browser runtime and proxy traffic for representative tasks. Check current account terms before setting a production budget.
Pilot
Run a representative source sample and inspect both usable results and exceptions. Agree on acceptance criteria before expanding.
Production
Verified task completions, exception rate and runtime per usable result.
Scale
Bring your workload mix, operating window and observed consumption to discuss the setup that fits your requirements.
These are workload stages, not named subscription plans. Current rates and account limits apply.
Compare responsibilities and operating effort using your own representative workload.
With Agent Browser
Self-managed stack
Manual process
Execution
Managed browser execution
Your team runs and maintains the execution layer.
An operator repeats each collection or browser step.
Business rules
Task planning, selectors, approval rules, extraction logic and outcome validation.
Implemented in your application.
Applied by the researcher or operator.
Acceptance
Keep outcome and content checks in your workflow.
Build validation and exception handling.
Review the captured evidence.
Cost planning
Measure product consumption plus downstream processing.
Measure infrastructure and maintenance effort.
Account for time spent per completed task.
Keep business logic and analysis close to the systems that consume the result.
Cross-browser Automation
Browser Control & Scripting
Custom Agent Integration
Task planning, selectors, approval rules, extraction logic and outcome validation. Open the product documentation for current setup and supported options.
Related workflows using the same product, each with its own inputs and acceptance criteria.
Production AI Agents
Connect your agent to a managed browser, turn a task into observable actions, and check the result before moving on.
Forms & Appointments
Fill approved forms, validate required fields, and retain the confirmation that proves an appointment or request was accepted.
B2B Workflow Automation
Connect browser steps across approved business portals and keep a record of each handoff from input to completed task.
Automated QA & Regression
Run repeatable checks against your application, inspect rendered page state, and capture evidence when a release changes a critical flow.
Computer-use & VLA Agents
Use browser screenshots and actions as the observation loop for computer-use and vision-language-action experiments on websites.
Public Lead Research
Navigate public company websites and dynamic directories to assemble company-level research with traceable sources for review.
Web Automation
Run navigation, clicks and page checks in a managed browser while keeping your existing automation logic and completion rules.
Owned Account Operations
Automate approved maintenance in your own business accounts with separate session context and explicit checks around account changes.
Dynamic Website Data
Render JavaScript pages, navigate interactive elements, and extract visible public data after the relevant content is ready.
RPA Modernization
Replace machine-bound website routines with managed browser sessions, explicit state checks and versioned automation workflows.
Explore more use cases across web automation, QA testing, and business operations.
Scope the first run with clear expectations.
Bring your sources, expected browser runs and acceptance criteria. Start with a focused pilot, then expand on evidence.