Is Gumloop or Pipedream cheaper?

Gumloop starts at $37 per month (Pro, 20,000 credits included) (14 days trial). Pipedream starts at Free (100 credits per month, hard-capped); paid plans from $29 per month billed annually, or $45 month-to-month (free plan available).

Gumloop vs Pipedream

An independent, review-free comparison compiled by the SaaSTracker editorial team. Both products are profiled in full, and neither can pay for placement here.

The short answer

Editorial assessment

Pipedream compared with Gumloop

Gumloop is built around AI-native workflows for operators, with LLM steps as the centerpiece and a canvas designed for people who are not engineers. Pipedream is general-purpose infrastructure that happens to support AI steps and MCP. If the workflow is mostly "read these documents, extract this, write it somewhere", Gumloop gets there faster. If the workflow has real API surface, authentication complexity, and needs to be reviewed in a pull request, Pipedream is the correct tool.

Choose Gumloop if

Operations, revenue operations, and growth people who understand a process well enough to encode it but do not want to write and host code: Gumloop gives them agents with real tool access, a shared knowledge base, and per-run cost visibility, with no seat charge as the rest of the team starts using what they built.

Choose Pipedream if

Technical GTM and RevOps engineers, and small product teams, who want the connector catalog and hosted auth of an iPaaS but refuse to express real logic as configured boxes. Also strong for SaaS companies that want to ship integrations to their own customers without building each one, via Connect.

Side by side

13 attributes

Attribute	Gumloop	Pipedream
Category	GTM Engineering	GTM Engineering
Starting price	$37 per month (Pro, 20,000 credits included) (14 days trial)	Free (100 credits per month, hard-capped); paid plans from $29 per month billed annually, or $45 month-to-month (free plan available)
Pricing model	Usage-based. Seats are unlimited on every plan and the meter is credits, where one credit is $0.005. Credits are consumed by model chat and reasoning tokens, tool calls (minimum one credit per successful call), compute time at roughly five credits per session-minute, and an 8 percent orchestration fee on top of those. Workflow runs bill the same way. Bring-your-own-key removes token charges but raises the orchestration fee on agent chats.	Subscription plus usage. Every plan includes a monthly allowance of credits, where one credit is 30 seconds of execution at the default 256 MB of memory, and credit burn scales with the memory you configure. Plans also include AI token allowances for the AI-assisted builder. Tiers gate active workflow count, connected accounts, event history retention, schedule granularity, retries, GitHub sync, and security controls. Prices below are the annual rate; monthly billing costs meaningfully more.
Free plan	No	100 credits per month with a hard usage cap, 3 active workflows, 3 connected accounts, 1M AI tokens, 7-day event history, 5-minute minimum schedule interval, and no auto-retry
Free trial	14 days on Pro	No time-limited trial of paid tiers; the permanent Free plan is the trial. Business plan trials are handled by sales.
Best for	Operations, revenue operations, and growth people who understand a process well enough to encode it but do not want to write and host code: Gumloop gives them agents with real tool access, a shared knowledge base, and per-run cost visibility, with no seat charge as the rest of the team starts using what they built.	Technical GTM and RevOps engineers, and small product teams, who want the connector catalog and hosted auth of an iPaaS but refuse to express real logic as configured boxes. Also strong for SaaS companies that want to ship integrations to their own customers without building each one, via Connect.
Setup time	A first useful agent in an afternoon: connect two or three apps, write instructions, test in the canvas, then invite it into a Slack channel. A production process with triggers, error handling, and evaluations is more like a week of part-time work, most of which is spent discovering the edge cases in your own data.	A first working workflow takes 10 to 20 minutes: sign up, create a trigger, connect one app, add a step. A production-grade workflow with retries, concurrency limits, error alerting, and GitHub sync is a half day. Connect implementations are a genuine engineering project, typically one to two weeks for a first customer-facing integration.
Learning curve	Low to start and moderate to do well. The canvas and the agent editor are approachable, but the skills that separate a demo from something dependable are prompt discipline, knowing when to force a step into a deterministic workflow instead of trusting the model, and reading the run log to find which node is consuming the credits.	Low for anyone who writes JavaScript or Python; the platform mostly gets out of the way. The parts that take longer are the ones specific to the model: understanding what a credit actually costs at your memory setting, deciding when to use a data store rather than an external database, and structuring long work as queued events instead of one long execution.
Platforms	Web application, Slack, Microsoft Teams, Email (per-agent inbox), Hosted agent pages with custom domains, Chrome extension, CLI	Web application, REST API, CLI, Node.js and Python SDKs for Connect, Hosted and self-deployed MCP servers
Compliance	SOC 2 Type II, GDPR, Zero data retention options with model providers	SOC 2 Type II, GDPR, HIPAA (Business plan)
Founded	2023	2019
Headquarters	San Francisco, California (founded in Vancouver, Canada)	San Francisco, California
Ownership	Independent, venture-backed (legal entity AgentHub Inc.)	Acquired by Workday (announced November 2025, closed early 2026)

Strengths and limitations

Gumloop

Strengths

Unlimited seats on every plan, so adoption across a team costs nothing extra and the builder is not rationing access.
Genuinely non-technical building surface that still reaches real systems, with roughly 300 connectors and first-class MCP support.
Per-node credit and runtime reporting in the run log, which is better cost instrumentation than most automation platforms offer.
Company Brain with permission-preserving indexing, which is what makes a shared Slack agent safe rather than a data leak waiting to happen.

Limitations

The free plan was discontinued; evaluation is now a 14-day trial on a paid plan, which is a real barrier for a cautious small buyer.
Credit consumption is hard to predict before you build. Users report a workflow going from one or two credits per run to dozens after a small change, and credits do not roll over on Pro.
The 8 percent orchestration fee sits on top of model and tool costs, and rises on bring-your-own-key agent chats, so BYOK is less of a savings lever than it first appears.
Pro concurrency is a wall, not a queue: 5 simultaneous workflow runs, then HTTP 429. Queuing is an Enterprise feature, which pushes any genuinely high-volume webhook use case upmarket.

Pipedream

Strengths

Arbitrary Node.js, Python, Go, and Bash inline with configured actions, so no logic problem forces you off the platform.
Managed authentication across 3,000+ apps removes the single most tedious part of building integrations, and code steps get the same credentials as configured ones.
Compute-based pricing is unusually favorable for high-volume, high-filter workloads where most events are discarded early.
Bi-directional GitHub sync with branches and pull requests makes automation reviewable like the rest of the codebase, which very few tools in this category offer.

Limitations

Cold starts of several seconds after roughly five minutes of inactivity make Free-tier workflows unsuitable for interactive triggers such as Slack slash commands; warm workers are a paid-tier feature.
The 750-second execution ceiling (300 on Free) means genuinely long batch jobs must be chunked into queued events rather than run as one pass.
Advanced includes no more credits than Basic, which surprises buyers who upgrade expecting headroom and get feature unlocks instead.
Paid-plan overages are uncapped, so a retry loop against a slow API can burn thousands of credits overnight and appear on the next invoice.

Pricing compared

Gumloop

Usage-based. Seats are unlimited on every plan and the meter is credits, where one credit is $0.005. Credits are consumed by model chat and reasoning tokens, tool calls (minimum one credit per successful call), compute time at roughly five credits per session-minute, and an 8 percent orchestration fee on top of those. Workflow runs bill the same way. Bring-your-own-key removes token charges but raises the orchestration fee on agent chats.

ProFrom $37
EnterpriseCustom

The unlimited-seat model is the genuinely unusual part. A ten-person team pays the same $37 base as one person, which inverts the economics of nearly every competing tool and makes Gumloop cheap for the pattern it is designed around: one builder, many users. The offsetting risk is that the credit meter is opaque until you have run real work through it, and the removal of the free plan means you now discover your actual cost during a 14-day paid trial rather than over a leisurely month on a free tier. For a small business, the honest budgeting approach is to assume the $37 covers exploration and light production only, and to instrument the run log early so you know which agent is eating the month.

Pipedream

Subscription plus usage. Every plan includes a monthly allowance of credits, where one credit is 30 seconds of execution at the default 256 MB of memory, and credit burn scales with the memory you configure. Plans also include AI token allowances for the AI-assisted builder. Tiers gate active workflow count, connected accounts, event history retention, schedule granularity, retries, GitHub sync, and security controls. Prices below are the annual rate; monthly billing costs meaningfully more.

Free$0
Basic$29
Advanced$49
Connect$99
BusinessCustom

For a technical buyer, Pipedream is one of the better value propositions in this category, because the pricing axis rewards writing efficient code instead of punishing you for having many steps. A team replacing a per-task automation bill that scales with record volume often sees the number fall sharply, since filtering happens inside one credit-cheap step rather than across a dozen billed actions. The caveats are real: the included credit allowance stops improving between Basic and Advanced, overages on paid plans are uncapped, and the cost of a workflow is a function of upstream API latency you do not control. Compared with self-hosting n8n, you are paying roughly $600 a year to not run infrastructure, which is a straightforward trade for most small teams and a bad one for teams that already have a Kubernetes cluster and a spare engineer.

Editorial verdict on each

Gumloop

Gumloop is the most credible no-code agent platform for a go-to-market team that has processes worth encoding and nobody free to write code. The unlimited-seat model is the standout commercial decision: one person builds, the whole company uses it, and the base subscription does not move. Company Brain with permission-aware indexing, skills that give the prompt layer a home, and evaluations that grade output are the parts competitors have not matched. The reasons for caution are commercial rather than technical. The free plan is gone, so evaluation now happens inside a 14-day paid trial; credits are hard to forecast, do not roll over, and carry an orchestration fee on top; and the governance features a compliance review will ask about live entirely on Enterprise. Buy it if the work you want automated genuinely needs judgment, budget for usage rather than a flat subscription, and instrument the run log from day one so you find out which agent is expensive before the invoice does.

Read the full Gumloop profile

Pipedream

Pipedream is the automation platform for people who can write code and are tired of pretending they cannot. The combination of a 3,000-app connector catalog, managed authentication that your own code can use, a hosted runtime with no infrastructure to operate, and GitHub sync with pull requests is not matched by anything else at this price. Compute-based pricing is the right shape for GTM workloads that ingest a lot and keep a little, and the published tiers stay honest all the way to $99 a month before sales gets involved. The reservations are specific rather than generic: cold starts rule out latency-sensitive triggers on lower tiers, the 750-second ceiling forces awkward chunking on batch work, Advanced buys features rather than credits, and uncapped paid-plan overages punish a retry loop. Weigh those against the ownership change, since Workday closed its acquisition in early 2026 and an independent developer platform is now a component of an enterprise agentic strategy. For a technical small team today it remains an excellent buy; keep an eye on the roadmap and the renewal terms.

Read the full Pipedream profile

Gumloop profile last reviewed 2026-08-23; Pipedream last reviewed 2026-08-23. Pricing is compiled from public sources and can change without notice. See our methodology.