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Side-by-side comparison · Automation & Workflows

Browse AI vs Gumloop vs Nanonets

Everything that matters when choosing between them, in one place: our rating, what each can do, what they cost, and the trade-offs.

Browse AI

3.9

From $19/mo

Gumloop

3.9

From From $37/mo

Nanonets

3.7

From $50 free credits

Comparing 3 tools, the maximum.

At a glance

Easiest to use

Pick it if: Ecommerce, marketing and sales teams that need data from other websites without writing code.

Pick it if: Marketers, sales teams and researchers who want AI to do the repetitive reading, sorting and summarising.

Pick it if: Finance and operations teams buried in invoices, receipts and forms that someone still types into the books by hand.

Overview

AttributeBrowse AIGumloopNanonets
In one lineScrape data from websites and track changes, set up by pointing and clicking.Build AI agents that research, scrape and enrich data across your work apps.Pulls data out of invoices, receipts and forms and sends it into your accounting system.
Pricing modelFreemiumFreemiumPaid
Starting price$19/moFrom $37/mo$50 free credits
Free plan Yes No No
Works with Claude Code Yes Yes Yes

Rating breakdown

Our scores out of 5. The higher bar in each row is highlighted.

AttributeBrowse AIGumloopNanonets
Overall rating3.93.93.7
Ease of useHow quickly someone non-technical gets value from it.
4.5
4.0
3.5
FeaturesHow completely it covers its own job, and how well the pieces fit together.
4.0
4.0
4.5
Output qualityHow good the results are before you fix them.
4.0
4.0
4.0
Value for moneyWhat you get for the price, including the free plan.
3.5
3.5
3.0
Speed & reliabilityHow fast it is and how often it falls over.
3.5
4.0
3.5

Feature comparison

A tick means it does this today. A dash means we haven't checked.

AttributeBrowse AIGumloopNanonets
Access & platform
Free plan Yes No No
Mobile app– No–
Desktop app– No–
Browser extension Yes Yes–
API access Yes Yes Yes
Teams & business
Team workspace Yes Yes Yes
Enterprise plan or SSO Yes Yes Yes
Connects to other apps Yes Yes Yes
Open source or self-hosted No No–
AI abilities
Works with your files– Yes Yes
Understands images– Yes Yes
Makes images No– No
Makes video No No No
Writes code No Yes–
Runs agents or automations Yes Yes Yes
Learns your brand or style– Yes–
Works in many languages–– Yes
Capabilities score7/ 1710/ 178/ 17

Pricing

Plans as listed on each vendor's site when we last checked. Confirm before you buy.

AttributeBrowse AIGumloopNanonets
Plans

Free

Free

Testing a robot or two.

ProOur pick

From $37/mo

Anyone who wants AI doing the research and data work.

StarterOur pick

$50 free credits, then pay as you go

Small teams testing it or running modest volumes.

Personal

$19/mo billed yearly, or $48 monthly

One person monitoring a few sites.

Enterprise

Custom

Companies that need security controls and a private cloud.

Growth

Custom

Finance teams with steady monthly volume.

ProfessionalOur pick

$69/mo billed yearly, or $87 monthly

Teams scraping several sites regularly.

Enterprise

Custom

Large or regulated organisations.

Premium

From $500/mo billed yearly

High-volume or protected sites.

Which plan to pickTest on Free first to make sure your target sites work. Professional suits most business use because of the site and user limits; pay yearly if you are sure, as monthly costs much more.Pro is the only option short of Enterprise, so use the 14-day trial to run one real job end to end and watch the credit meter. If it comes in under 20,000 credits a month, you are set.Start on Starter with the free credits and push a month's worth of your real invoices through it. Only talk to sales about Growth once you know your volume and which accounting system it has to feed.

Key features

AttributeBrowse AIGumloopNanonets
Standout features
  • Point-and-click robots
  • Monitoring and alerts
  • Pre-built robots
  • Send data anywhere
  • API
  • Agents from a description
  • Web scraping and browsing
  • 35+ AI models
  • Company Brain
  • Chrome extension
  • MCP and CLI
  • AI data extraction
  • Workflow blocks
  • Human review
  • Many ways in
  • Accounting and ERP exports

Pros and cons

AttributeBrowse AIGumloopNanonets
Pros
  • Very easy to set up without code
  • Scheduled monitoring with change alerts
  • Free plan to test on your own target sites
  • Connects to Sheets, Airtable and automation tools
  • Builds a working agent from a plain-English description
  • Strong at scraping, research and enrichment jobs
  • Unlimited seats, so the whole team can use one plan
  • Choice of models and the option to bring your own keys
  • Reads messy scans and varied layouts without building templates
  • Covers the whole flow: capture, checks, approval and export
  • Free starting credits with no card
  • Wide range of accounting and ERP connections
  • Human review step keeps errors out of the books
Cons
  • Robots can break when a site changes layout
  • Sites with bot protection may fail or use extra credits
  • Credits run down faster than expected on multi-page jobs
  • Some users report billing issues after cancelling
  • No free plan, only a 14-day trial
  • The 8% orchestration fee sits on top of model costs
  • Costs more than Zapier or Make for simple non-AI automations
  • Fewer everyday app connections than the big automation tools
  • Pricing and plan structure have changed several times
  • Usage pricing per block makes the monthly bill hard to predict
  • Some long-time users report accuracy dropping on new layouts and fiddly retraining
  • Processing speed can vary a lot between batches
  • Anything past the starter tier is a sales quote, and a few users report hard refund disputes

Who each one is for

AttributeBrowse AIGumloopNanonets
Best for
  • Competitor price monitoring
  • Pulling listings into a spreadsheet
  • Alerts when a web page changes
  • Building lead lists from directories
  • Website scraping and research
  • Lead enrichment and scoring
  • Summarising documents in bulk
  • Scheduled reports from your work apps
  • Accounts payable invoice capture
  • Receipts and expense documents
  • Bank statements and financial forms
  • Approval workflows with a human check
  • Getting PDF data into Xero, QuickBooks or NetSuite
You'll find it used by
  • Ecommerce teams
  • Marketers
  • Sales teams
  • Researchers
  • Recruiters
  • Marketers
  • Sales teams
  • Researchers
  • Ops teams
  • Accounts payable teams
  • Bookkeepers
  • Finance managers
  • Operations teams
  • Logistics companies

Questions people ask

Which is better, Browse AI, Gumloop or Nanonets?

They tie on our overall rating (Browse AI 3.9/5, Gumloop 3.9/5 and Nanonets 3.7/5). Browse AI is best for competitor price monitoring and pulling listings into a spreadsheet. Gumloop is best for website scraping and research and lead enrichment and scoring. Nanonets is best for accounts payable invoice capture and receipts and expense documents.

Which is cheaper, Browse AI, Gumloop or Nanonets?

Browse AI: There's a free plan, and paid plans start at $19/mo. Gumloop: There's no free plan. Paid plans start at From $37/mo. Nanonets: There's no free plan. Paid plans start at $50 free credits.

Which is easier to use, Browse AI, Gumloop or Nanonets?

Browse AI rates highest for ease of use in our scores. Ecommerce, marketing and sales teams that need data from other websites without writing code.

How we compare

Ratings are our own, from using each tool, across ease of use, features, output quality, value for money, speed & reliability.

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