Side-by-side comparison · Automation & Workflows
Browse AI vs Gumloop vs Make
Everything that matters when choosing between them, in one place: our rating, what each can do, what they cost, and the trade-offs.
Comparing 3 tools, the maximum.
At a glance
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: Marketers and operators who've outgrown simple automations and want to see what their workflows are doing.
Overview
| Attribute | Browse AI | Gumloop | Make |
|---|---|---|---|
| In one line | Scrape 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. | Draw automations as a flowchart, with branches and loops, for less than Zapier charges. |
| Pricing model | Freemium | Freemium | Freemium |
| Starting price | $19/mo | From $37/mo | From $9/mo |
| Free plan | Yes | No | Yes |
| Works with Claude Code | Yes | Yes | Yes |
Rating breakdown
Our scores out of 5. The higher bar in each row is highlighted.
| Attribute | Browse AI | Gumloop | Make |
|---|---|---|---|
| Overall rating | 3.9 | 3.9 | 4.3Winner |
| Ease of useHow quickly someone non-technical gets value from it. | 4.5 | 4.0 | 4.0 |
| 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 | 4.5 |
| Value for moneyWhat you get for the price, including the free plan. | 3.5 | 3.5 | 4.5 |
| Speed & reliabilityHow fast it is and how often it falls over. | 3.5 | 4.0 | 4.0 |
Feature comparison
A tick means it does this today. A dash means we haven't checked.
| Attribute | Browse AI | Gumloop | Make |
|---|---|---|---|
| Access & platform | |||
| Free plan | Yes | No | Yes |
| Mobile app | – | No | – |
| Desktop app | – | No | No |
| Browser extension | Yes | 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 | No |
| AI abilities | |||
| Works with your files | – | Yes | Yes |
| Understands images | – | Yes | – |
| Makes images | No | – | No |
| Makes video | No | No | No |
| Writes code | No | Yes | No |
| Runs agents or automations | Yes | Yes | Yes |
| Learns your brand or style | – | Yes | No |
| Works in many languages | – | – | Yes |
| Capabilities score | 7/ 17 | 10/ 17 | 9/ 17 |
Pricing
Plans as listed on each vendor's site when we last checked. Confirm before you buy.
| Attribute | Browse AI | Gumloop | Make |
|---|---|---|---|
| Plans | Free Free Testing a robot or two. | ProOur pick From $37/mo Anyone who wants AI doing the research and data work. | Free Free Learning the canvas and running a couple of light scenarios. |
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. | CoreOur pick From $9/mo billed yearly One person automating a small business. | |
ProfessionalOur pick $69/mo billed yearly, or $87 monthly Teams scraping several sites regularly. | Pro From $16/mo billed yearly Anyone whose automations have become business-critical. | ||
Premium From $500/mo billed yearly High-volume or protected sites. | Teams From $29/mo billed yearly A team sharing scenarios and connections. | ||
Enterprise Custom Companies that need SSO, audit logs and an uptime guarantee. | |||
| Which plan to pick | Test 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. | Core is enough for most small businesses, and 10,000 credits goes a long way when routers and error handlers are free. Move to Pro if a failed run costs you money and you want priority execution and better logs. |
Key features
| Attribute | Browse AI | Gumloop | Make |
|---|---|---|---|
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Pros and cons
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Who each one is for
| Attribute | Browse AI | Gumloop | Make |
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Questions people ask
Which is better, Browse AI, Gumloop or Make?
Make scores highest overall in our ratings (Browse AI 3.9/5, Gumloop 3.9/5 and Make 4.3/5). 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. Make is best for multi-step marketing workflows and branching logic and filters.
Which is cheaper, Browse AI, Gumloop or Make?
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. Make: There's a free plan, and paid plans start at From $9/mo.
Which is easier to use, Browse AI, Gumloop or Make?
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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