Gumloop vs Browserbase

A detailed comparison to help you choose between Gumloop and Browserbase.

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Verdict: Browserbase wins

Browserbase scores 4.0/5, edging out Gumloop at 3.6/5. AI teams and automation platforms whose agents need reliable, observable headless browsers at scale and who are willing to manage session and proxy meters to keep costs predictable.

Gumloop

Gumloop

Build AI agents with no-code workflows and API integrations

Browserbase

Browserbase

Browser automation API for AI agents and web scraping at scale

Rating3.6 (1 review)4.0 (1 review)
Pricing Modelfreemiumfreemium
Starting PriceFree tier availableFree tier available
Best ForTeams that want non-engineers building AI-shaped automations — research, scraping, summarization — under centralized IT control and spend oversight.AI teams and automation platforms whose agents need reliable, observable headless browsers at scale and who are willing to manage session and proxy meters to keep costs predictable.
Free Tier
API Access
Team Features
Open Source
Tags
no codefree tier
free tierapi access
Visit Gumloop →Visit Browserbase →

Gumloop

Pros

  • + Fastest AI-flow building I tested: scrape-summarize-extract agent went up in ~40 minutes, with a model swap as a drop-down change
  • + IT control features are real on Pro (agent-scoped connector policies, shared credentials, usage analytics) and org-wide on Enterprise
  • + Unlimited agents, seats, and teams on Pro from $37/mo — no per-seat tax, unlike most rivals (gumloop.com/pricing)
  • + Hosted scraping node handled a JS-heavy site my plain HTTP attempt failed on
  • + Well funded for its age: $17M Series A (Nexus) and a $50M Series B, with named customers like Shopify and Instacart

Cons

  • - No free plan — 14-day trial only — and the 8% orchestration fee on top of credits makes heavy usage hard to predict
  • - Credit costs vary by node and model; my scrape-heavy flow cost roughly triple the targeted version before I tuned it
  • - Shallow for engineers: no code steps with real package access, no self-hosting (Enterprise VPC only), thin connector breadth versus Zapier/Make
  • - Agent memory is flow-scoped — persistent cross-run context is early despite the self-improving-agent marketing
  • - Pro concurrency caps (5 workflow runs, 25 agent chats) queued my bulk jobs; throughput is not the strong suit yet
View full Gumloopreview →

Browserbase

Pros

  • + Session replay, live viewing and logs turned a failing agent step into a diagnosable one — the debugging surface is the strongest I have used in this category
  • + Attaching Playwright over CDP behaved like a local browser in my runs: real rendering, cookie persistence across requests
  • + Stagehand (MIT, 25k+ stars) lets agents mix natural-language actions with ordinary Playwright code, and runs locally for free before you need hosted scale
  • + Itemized public pricing with a real free tier to prototype on, including $5 in model tokens and 1,000 search/fetch calls
  • + Identity features (auto captcha solving from Developer tier, Verified Sessions on Scale) address the part of browser automation that actually fails in production

Cons

  • - Six separately metered line items — hours, proxy GB, search, fetch, agent runs, model tokens — so the plan price is a floor, not the bill
  • - Proxy sessions carry a 1 MB minimum per session; high-volume tiny sessions pay for data they never moved (~$120 per 10,000 sessions at Developer proxy rates)
  • - Stealth tiering is underspecified: public docs never define what 'Basic' excludes versus Advanced/Verified on Scale
  • - Free tier is a demo — 1 browser hour/month and 15-minute session caps stopped my first long test exactly at the limit
  • - No local-only or self-hosted option for the hosted stack; latency variance versus local browsers is inherent to the model
View full Browserbasereview →

Frequently Asked Questions

Which is better, Gumloop or Browserbase?▼
Browserbase scores higher at 4.0/5 vs 3.6/5 for Gumloop, making it the better-rated option in our comparison.
What is the difference between Gumloop and Browserbase?▼
Gumloop: Gumloop is a no-code builder for AI agents and automations, where teams connect models and apps on a visual canvas. It is aimed at companies that want non-engineers to build automations under IT control. Browserbase: Browserbase runs headless browsers in the cloud for AI agents and scraping, handling sessions, proxies and captchas through an API.
Is Gumloop or Browserbase more affordable?▼
Gumloop starts at €0/mo, Browserbase starts at €0/mo. Check the comparison table above for current pricing.

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