AI ToolAI Agents

fastbrowse

fastbrowse is an open-source (MIT licensed) browser automation agent that completes web workflows by indexing page controls, executing actions, and returning answers backed by verbatim quoted page text.

fastbrowse is an AI agent, priced at $29 a month on the Starter plan, integrating with Bitwarden, 1Password, Claude Code and Claude Desktop. InnovaAI rates it 5.3 of 10 for agency resale.

Consider5.3/10
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Agency Audit

fastbrowse automates browser workflows by indexing page controls, executing actions, and returning answers backed by verbatim quoted text, with credentials managed via named scoped secrets rather than passed to model prompts. It integrates with Claude Code, Cursor, and MCP clients, and supports local Chrome execution or cloud browsers. Agencies building browser automation into client products or handling repetitive web tasks can embed fastbrowse via SDK or API, exposing step traces and model spend to clients. The open-source foundation (MIT licensed) and per-run pricing model ($0.005 minimum) make it viable for agencies reselling automation retainers, though white-label options and multi-tenant client reporting are not documented.

ConsiderNo WLFreemium
Fit

5.3/10

Typical Margin

33%

Time-to-Value

3d about 3 days

Complexity
Low
Consider
Fit53
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Best For
  • You build automation features into client products and need an embeddable browser agent via SDK or MCP that keeps credentials out of LLM prompts.
  • Your clients run repetitive web workflows (form filling, data extraction, checkout automation) and you want to charge per-run or monthly retainer with transparent model cost tracking.
  • You need local Chrome execution for compliance-sensitive clients who cannot send browser sessions to cloud infrastructure.
Not For
  • You require white-label client portals or branded dashboards; fastbrowse client-facing surfaces display the fastbrowse brand.
  • Your clients need fully autonomous workflows without manual authorization gates; fastbrowse pauses irreversible actions pending explicit approval.
  • You need multi-tenant client reporting or sub-account management; no documented tenant isolation or agency-specific reporting features exist.

Profit Path

Your Cost (USD)

$29/mo

Market Range

$600–$1.5K/project

Revenue Model

Hybrid

From 242 published agency rates in the United States, 25th to 75th percentile times 20 h of assumed delivery time. Rates are self-reported directory profiles, not observed transactions.

Platform Features

Core capabilities of fastbrowse

Credential isolation via named scoped secrets

Passwords and API keys are passed by name (e.g., --secret password=SAUCE_PASSWORD) and resolved only on allowed origins, never entering model prompts. Integrates with Bitwarden and 1Password for credential storage, reducing exposure risk in multi-client automation workflows.

Verbatim quoted answers with page evidence

Every answer returned by fastbrowse includes a direct quote from the page source, allowing agencies to verify results and prove task completion to clients. Useful for compliance-heavy workflows like order confirmation or data extraction retainers.

Irreversible action authorization gates

Actions classified as irreversible (purchases, deletions, transfers) pause and wait for explicit caller approval before executing. Prevents accidental or malicious task completion and gives agencies control over high-stakes client workflows.

Session recording with step and cost metrics

Runs record as video with step count, execution time, and model cost displayed on each card. Agencies can show clients exactly what the automation did and how much it cost, supporting transparent retainer billing.

Local and cloud browser execution

Tasks run in local Chrome, cloud browsers, or attached to existing sessions. Local execution supports compliance-sensitive clients; cloud execution scales for high-volume retainers without requiring client infrastructure.

MCP and SDK embedding

Expose browser automation to Claude Code, Claude Desktop, Cursor, and other MCP clients via a browse tool, or embed via API and SDK. Allows agencies to integrate automation into client-facing products or internal workflows without building from scratch.

What Makes fastbrowse Different

Unique advantages vs similar tools in this niche

Answers cite verbatim page quotes that are checked before completion

vs Browser Use agents, whose docs advise checking important actions independently

Factual claims in a complete answer cite quotes copied from the page, and fastbrowse checks those quotes and task requirements before reporting completion.

Named scoped secrets resolved only on the permitted origin

vs Browser Use profiles and scoped secret bindings

The password is passed by name and resolves on the allowed origin only, so the value never enters a prompt.

Authorization gate pauses irreversible actions

vs Agents that execute writes without approval

Without authorization, actions classified as irreversible pause for approval.

Latest Updates

Recent releases and improvements for fastbrowse

The agent's cursor is on by default

Improvement

Cursor is now drawn by default wherever the run's tab is on screen; --no-cursor turns it off, and --cursor brings the window to the front. The cursor option is now bool | null on the wire.

Steps and trace events redact secrets wherever they were built

Fix2026-10-30

Every step is now redacted as it is recorded, and every string in a trace event as it is written, so a --secret value appears as its name in all three parts of the loop.

Config(step_choices=True) records the controls offered on each step

New2026-10-30

Each step Jev decided now carries choices: every control offered after any shortlist, with its id, role, masked label, context, and operations, and Jev's pick marked chosen. Off by default.

The project credits contributors in CREDITS.md

Improvement2026-10-30

CREDITS.md lists everyone outside the team whose bug report, request or code led to a change; the README's new Credits section thanks them.

Browser Harness joins the head-to-head benchmark

New2026-10-30

The benchmark campaign's head-to-head now runs Browser Use's Browser Harness 0.1.13 beside other agents, driven by the Codex CLI on GPT-6 Luna.

Investment ROI Calculator

Value equation analysis for fastbrowse, based on the Hormozi framework

What is the Hormozi framework? A four-factor score: (what the service delivers × how reliably it delivers) divided by (how long it takes × how much effort it requires). A higher Value Multiplier means a better return on the time and money invested: faster, easier, and more proven results.

Value MultiplierStrong

2.0× value multiple: invest $29/mo and agencies typically charge $600–$1.5K/project for the work it powers.

Outcome30
÷
Friction15

Why This Succeeds

Higher is better

Implementation Challenges

Lower is better

Viable opportunity. fastbrowse returns 2.0× on investment. Focus on the highest-margin service packages to maximize return.

Best if:You build automation features into client products and need an embeddable browser agent via SDK or MCP that keeps credentials out of LLM prompts.Your clients run repetitive web workflows (form filling, data extraction, checkout automation) and you want to charge per-run or monthly retainer with transparent model cost tracking.You need local Chrome execution for compliance-sensitive clients who cannot send browser sessions to cloud infrastructure.You integrate with Claude Code, Cursor, or other MCP clients and want to offer browser automation as a skill or plugin to those environments.

Pricing

fastbrowse platform cost to your agency

~33% margin

Starts at $29/mo (Starter), scales to $999/mo (Scale)

Free

$0/mo
Free forever
  • 1 run at a time
  • 7 day history
  • Cited answers and step traces

Starter

$29/mo
  • 5 runs at a time
  • 30 day history
  • Secrets, profiles and schedules
  • Webhooks

Pro

$199/mo
  • 25 runs at a time
  • 90 day history
  • Session recordings
  • Audit log and SSO-ready roles

Scale

$999/mo
  • 100 runs at a time
  • 180 day history
  • Queue priority
  • Shared Slack channel
Enterprise

Enterprise

Custom
  • Dedicated browser fleet
  • Custom retention and residency
  • Invoiced billing
  • Uptime commitment

No verified white-label program for fastbrowse: client-facing delivery runs under the platform's native branding.

Market Intelligence

How agencies monetize fastbrowse: real offer economics and market positioning

Service Applications
Automation & IntegrationsDelivery & ProductionReporting & Analytics
Best For
  • Agencies building browser automation into client products
  • Teams automating repetitive web workflows
  • Developers integrating browser agents via MCP or SDK
Not Ideal For
  • Agencies needing no-code visual automation builders
  • Teams without developer or API resources

Project-Based

ai-tools

Agency charges per-project fee for implementation. Ongoing optimization as optional retainer.

Offer Economics: What You Charge vs. What It Costs

Margin includes platform cost + agency labor at $75/hr.

fastbrowse Starter Workflowlocal smb

Local service businesses (salons, clinics, contractors) needing automated web lookups or competitor price monitoring without hiring staff

$2.3K
Tool: $29/mo (2 mo = $58)Labor: 20h setup × $75 = $1.5KMargin: 31%Benchmark: $600–$1.5K/project
• Configure fastbrowse automation agent for one repeatable web workflow (e.g., competitor price checks or review monitoring)• Set up named scoped secrets to keep client credentials out of AI prompts• Build a simple results dashboard delivering cited, verbatim-backed answers to client• Document runbook and train client on reviewing and approving flagged irreversible actions
fastbrowse Growth Automationgrowth smb

Funded startups and regional brands needing multi-step browser automation for lead research, procurement checks, or SaaS data extraction at scale

$6.2K
Tool: $29/mo (2 mo = $58)Labor: 55h setup × $75 = $4.1KMargin: 33%Benchmark: $1.5K–$3.7K/project
• Deploy up to 3 concurrent fastbrowse workflow agents covering distinct business use cases (e.g., lead enrichment, vendor monitoring, compliance checks)• Integrate webhook triggers connecting fastbrowse run outputs to client CRM or Slack• Configure scheduled runs with profiles and secrets for each workflow• Optimize step traces and audit outputs into a structured reporting template for client review
fastbrowse Mid-Market Suitemid market

Multi-location or multi-department companies (50–500 employees) requiring automated web intelligence pipelines across procurement, compliance, or competitive research teams

$18K
Tool: $29/mo (2 mo = $58)Labor: 160h setup × $75 = $12KMargin: 33%Benchmark: $3.6K–$8.8K/project
• Build and deploy up to 10 fastbrowse automation workflows mapped to distinct departmental use cases with session recording enabled• Integrate fastbrowse outputs into existing internal tools (BI dashboards, data warehouses, or project management platforms) via webhooks• Configure SSO-ready role permissions and audit log access for IT and compliance stakeholders• Train internal team leads on workflow management, authorization gates for irreversible actions, and 90-day history review
fastbrowse Enterprise Intelligenceenterprise

Enterprise organizations (500+ employees) requiring a governed, high-throughput browser automation fleet for procurement, regulatory monitoring, or large-scale competitive intelligence

$45K
Tool: $29/mo (2 mo = $58)Labor: 400h setup × $75 = $30KMargin: 33%Benchmark: $7.8K–$19.2K/project
• Architect and deploy a full fastbrowse automation fleet covering 20+ prioritized web workflows across business units with queue-priority configuration• Integrate enterprise identity management (SSO, scoped secrets vault) and configure role-based audit log access for security and compliance teams• Build custom authorization workflows ensuring human-in-the-loop approval gates on all irreversible browser actions before execution• Deliver full technical documentation, runbooks, and conduct structured handoff training for internal automation and IT operations teams

Scale Economics: Based on Starter Offer

Using fastbrowse Starter Workflow at $2.3K/client. Platform: $29/mo. Labor: 4h/client × $75/hr.

5 clients
$11.3K
MRR
$9.7K net (86%)
10 clients
$22.5K
MRR
$19.5K net (87%)
20 clients
$45K
MRR
$39.0K net (87%)

Net = MRR - platform cost - labor (4h/client × $75/hr).

Weighted Avg Margin
33%
Across all offer tiers, incl. labor at $75/hr
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Investment Decision Framework

Strategic vetting analysis for fastbrowse

Vetting Verdict

Consider

Favorable fit, worth a closer look

Agency Fit(white-label + resell pathway)
53/100
0255075100
Resell Friction(WL + mode + complexity)
60/100
0255075100

Buy If

4
STRATEGIC DRIVER

You build automation features into client products and need an embeddable browser agent via SDK or MCP that keeps credentials out of LLM prompts.

STRATEGIC DRIVER

Your clients run repetitive web workflows (form filling, data extraction, checkout automation) and you want to charge per-run or monthly retainer with transparent model cost tracking.

STRATEGIC DRIVER

You integrate with Claude Code, Cursor, or other MCP clients and want to offer browser automation as a skill or plugin to those environments.

OPERATIONAL FIT

You need local Chrome execution for compliance-sensitive clients who cannot send browser sessions to cloud infrastructure.

Skip If

4
CAUTION

You require white-label client portals or branded dashboards; fastbrowse client-facing surfaces display the fastbrowse brand.

CAUTION

Your clients need fully autonomous workflows without manual authorization gates; fastbrowse pauses irreversible actions pending explicit approval.

CAUTION

You need multi-tenant client reporting or sub-account management; no documented tenant isolation or agency-specific reporting features exist.

CAUTION

You require HIPAA, PCI-DSS, or SOC2 Type II compliance; fastbrowse publishes security documentation but does not list these certifications.

Bottom Line

fastbrowse automates browser workflows by indexing page controls, executing actions, and returning answers backed by verbatim quoted text, with credentials managed via named scoped secrets rather than passed to model prompts. It integrates with Claude Code, Cursor, and MCP clients, and supports local Chrome execution or cloud browsers. Agencies building browser automation into client products or handling repetitive web tasks can embed fastbrowse via SDK or API, exposing step traces and model spend to clients. The open-source foundation (MIT licensed) and per-run pricing model ($0.005 minimum) make it viable for agencies reselling automation retainers, though white-label options and multi-tenant client reporting are not documented.

Reality Check

Trade-offs & Gotchas

fastbrowse does not publish white-label or multi-tenant client portal capabilities, so agencies cannot present a fully branded automation interface to end clients. Irreversible action authorization requires explicit caller approval (--authorize flag), which adds manual gates to workflows and may slow high-volume automation retainers.

Implementation Reality

Moderate effort: standard configuration with some customization needed

Effort: 3/10Time: 5/10

Academy for fastbrowse

Work through it in order: the course for this service first, then the modules behind it.

Course for this service

fastbrowse Agency Implementation, Building Automation Retainers

Learn how to architect browser automation retainers using fastbrowse's credential isolation, action gates, and verifiable quoted answers. This course teaches agencies to deliver per-run or monthly automation services, embed fastbrowse into client platforms via SDK or MCP, and track model costs transparently for profitable retainer pricing.

Open the course

Core concepts

The mental model you need to price and scope the work.

  1. fastbrowse Citation GateConcept

    fastbrowse does not just complete a web workflow; it re-observes the page after each action and returns answers backed by verbatim quoted text that is checked before a task is reported complete. Treat that quote check as the gate every client deliverable must pass through. On the Free plan an agency gets one run at a time and 7 day history, enough to prototype a single competitor price check. Starter at $29/mo lifts this to 5 concurrent runs, 30 day history, named scoped secrets, profiles, schedules and webhooks, which is the realistic floor for a retainer that emails a client weekly cited answers. Pro at $199/mo adds 25 runs, 90 day history, session recordings and an audit log, the tier to quote when a client asks how you prove what the agent saw. The gate model keeps agencies honest: if a run cannot produce a quote, it is not a deliverable, it is a bug report.

  2. Wiring Over WidgetsConcept

    The AI agent itself is a commodity, but the value for agencies lies in the integration layer: connecting a pre-built agent to a client's CRM, calendar, and review cycle. This framework shifts focus from selecting the 'best' agent to mastering the wiring process. For example, an agency using Vendasta's white-label AI receptionist for a local business must configure it to match the client's booking rules and follow-up cadence, turning a generic tool into a tailored service. As agentic AI adoption grows (77% of decision-makers now run agents in production), clients expect this customization. Agencies that treat agents as components and invest in repeatable wiring processes can charge retainers for ongoing optimization, rather than one-off setup fees.

  3. Wiring Over WidgetsConcept

    The AI agent market sells finished workers, but the strategic value for agencies lies not in the agent itself, which is increasingly a commodity, but in the wiring that connects it to a specific client's CRM, calendar, and review cycle. This framework, 'Wiring Over Widgets,' argues that agencies that treat agents as components rather than products win. The agent is the widget; the wiring is the integration, customization, and ongoing optimization that turns a generic tool into a tailored solution. For example, a white-label platform like Vendasta provides AI employees, but the agency's role is to configure them for each local business's unique lead flow and follow-up process. This wiring is where retainer pricing originates, as it requires ongoing maintenance and adjustment. Recent research shows that 88% of B2B marketers face foundational gaps, meaning clients need help not just deploying agents, but ensuring their operations can support them. Agencies that master the wiring can charge a premium for the irreducible value they add.

Decision and risk

How to judge the fit, and the ways it goes wrong.

  1. fastbrowse Rule: Adopt Only When a Client Workflow Needs Cited, Credential-Safe Browser RunsEvaluation Rule

    Adopt fastbrowse only for client workflows where a cited, credential-isolated browser run is the deliverable, and price the retainer around the $29 to $199 monthly run tiers plus setup hours.

  2. AI Agents Rule: Wire the Agent, Not the ProductEvaluation Rule

    Treat the AI agent as a commodity component and focus your value on the integration into the client's specific workflows, systems, and review processes.

  3. fastbrowse: Buy vs Skip (Agency Browser Automation Retainers)Decision Framework

    IF your agency sells a repeatable web workflow to clients (competitor price checks, review monitoring, form-driven data extraction) and needs cited, verbatim-backed answers with credentials kept out of model prompts, THEN start on Starter at $29/mo for 5 concurrent runs, 30 day history, named scoped secrets and webhooks, and move to Pro at $199/mo only when you need 25 concurrent runs, 90 day history, session recordings and an audit log. IF you need white-label client reporting or multi-tenant dashboards, DEFER, because neither is documented and the Free tier caps you at 1 run at a time with 7 day history.

  4. The fastbrowse Retainer Trap: When Cited Answers Hide a Broken Client WorkflowFailure Pattern
  5. The Productized Agent Trap: Why AI Agent Services Stall Without Client-Specific WiringFailure Pattern

11 modules selected for fastbrowse

All AI Agents trainingFull Academy

Frequently Asked Questions

Answers about pricing, setup, implementation, and more

fastbrowse automates browser workflows by indexing page controls, selecting actions, and returning answers backed by verbatim quoted page text. It keeps credentials out of model prompts via named scoped secrets, pauses irreversible actions for authorization, and records runs as video with step count and model cost. Agencies can embed it via SDK or MCP to automate client web tasks like form filling, checkout, or data extraction.

fastbrowse lists 5 plans; the paid ones run from $29 a month (Starter) to $999 a month (Scale). The typical margin on reselling fastbrowse is 33% of the fee, after the platform and labor at $75 an hour.

No verified white-label program: client-facing surfaces display the fastbrowse brand. Agencies can embed fastbrowse via SDK or API into their own products, but cannot present a fully branded automation interface to end clients.

Yes. fastbrowse supports both Bitwarden and 1Password as credential storage backends via named scoped secrets. Passwords and API keys are resolved on allowed origins only and never enter model prompts.

Setup time depends on workflow complexity. A basic automation task (login, form fill, submit) typically runs in under 30 seconds on local Chrome. Agencies should allocate 1-2 hours per client to define workflows, configure secrets, and test authorization gates before deploying retainers.

E-commerce stores automating checkout, order tracking, and inventory updates; SaaS platforms automating user onboarding or data migration workflows; agencies automating repetitive web tasks for clients across any vertical. Best suited for clients running high-volume, rule-based browser workflows where cost transparency and credential security matter.

Reversible actions (clicks, form fills, navigation) execute automatically. Irreversible actions (purchases, deletions, transfers) pause and require explicit caller approval via the --authorize flag. Agencies can automate low-risk workflows fully, but must gate high-stakes tasks with manual approval steps.

No documented multi-tenant or sub-account reporting features exist. Agencies must manage separate fastbrowse accounts per client or use the embedding API to build custom client dashboards. The Pro plan ($199/mo) includes audit logs and SSO-ready roles, but no native agency-to-client reporting interface is published.