Gumloop vs LangChain
A detailed comparison to help you choose between Gumloop and LangChain.
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Verdict: LangChain wins
LangChain scores 4.2/5, edging out Gumloop at 3.6/5. Engineering teams that will own agent code and want the standard open-source stack with serious tracing and evaluation behind it.
Gumloop Build AI agents with no-code workflows and API integrations | LangChain Framework for LLM-powered applications | |
|---|---|---|
| Rating | 3.6 (1 review) | 4.2 (1 review) |
| Pricing Model | freemium | freemium |
| Starting Price | Free tier available | From $39/mo |
| Best For | Teams that want non-engineers building AI-shaped automations — research, scraping, summarization — under centralized IT control and spend oversight. | Engineering teams that will own agent code and want the standard open-source stack with serious tracing and evaluation behind it. |
| Free Tier | ||
| API Access | ||
| Team Features | ||
| Open Source | ||
| Tags | no codefree tier | open sourceapi access |
| Visit Gumloop → | Visit LangChain → |
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
LangChain
Pros
- + LangSmith run traces showed me the exact prompt, tool output and latency at every node of a failed agent run
- + LangGraph's explicit graph model (state, cycles, checkpointing, interrupts) gave me deterministic control I could not get from loop-style agents
- + Developer tier is free with 5,000 traces/month included; evaluation on a 40-example dataset was repeatable once configured
- + Integration layer covers the widest provider set of any framework I have worked with
- + Enterprise tier offers self-hosted and hybrid deployment, which matters for teams with data-residency constraints
Cons
- - I had to mechanically rewrite working code across major versions twice; the surface has moved under me
- - Billing stacks seat fees, trace volume and LSU metering — one agent query can generate several billable traces
- - LangGraph checkpointers, reducers and interrupt semantics take real onboarding time; the docs assume the mental model
- - No models, end-user UI or guardrails policy included — it is a substrate, not a product
- - Evaluation setup (datasets, experiments, feedback queues) is engineering work before it pays off
Frequently Asked Questions
Which is better, Gumloop or LangChain?▼
LangChain scores higher at 4.2/5 vs 3.6/5 for Gumloop, making it the better-rated option in our comparison.
What is the difference between Gumloop and LangChain?▼
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. LangChain: Open-source frameworks (LangChain, LangGraph) for building AI agents, plus the LangSmith platform for testing, monitoring and deploying them. Free tier; Plus is $39 per seat/month.
Is Gumloop or LangChain more affordable?▼
Gumloop starts at €0/mo, LangChain starts at €39/mo. Check the comparison table above for current pricing.
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