Sim vs Gumloop
Sim is the open-source AI workspace where teams build, deploy, and manage AI agents visually, conversationally, or with code. Here is how Sim compares to Gumloop on platform architecture, AI capabilities, integrations, pricing, security, and support. Every fact below is sourced and dated.
Sim is an open-source AI workspace for building, deploying, and managing AI agents. This page compares Sim to Gumloop across platform architecture, AI capabilities, integrations, pricing, security and compliance, observability, and support, using sourced, dated facts for buyers evaluating both platforms.
What is Sim?
Sim is the open-source AI workspace where teams build, deploy, and manage AI agents, connecting 1,000+ integrations and every major LLM to automate real work visually, conversationally, or with code.
What is Gumloop?
Gumloop is a hosted, no-code visual platform for building and deploying AI agents and automations: a drag-and-drop canvas, an AI copilot ("Gen") for natural-language flow creation, and native MCP (Model Context Protocol) integration support.
Sim vs Gumloop: feature-by-feature comparison
CompareSim vs Gumloop
Sim
Gumloop
Platform
Builder type
Sim
Visual canvas, chat, or codeVisual drag-and-drop canvas, natural-language (Chat), or code (API/SDK)
Gumloop
Visual canvas plus Gen AI copilot for building flowsVisual, no-code canvas builder with an AI copilot ('Gen') that can generate/modify flows from natural-language prompts. Gumloop is a visual/no-code drag-and-drop canvas for chaining nodes (AI, integration, logic) into agent 'flows'; a chat-based AI copilot named Gen can build and edit these flows from plain-English instructions.
Learning curve
Sim
Low, plus natural-language Chat for non-technical usersLow for visual building; natural-language Chat surface for non-technical builders. Chat lets users describe a workflow in plain language and have Sim build it.
Gumloop
Easy for basics, steeper for code and multi-agentLow for basic no-code flows aimed at non-technical business users; steeper for advanced use of custom Python code nodes and multi-agent orchestration
Self-hosting
Gumloop
No public self-host option for the core Gumloop app; enterprise customers can get a managed Virtual Private Cloud (VPC) deployment into their own cloud (e.g. GCP) instead of full self-hosting. Gumloop deploys and operates the platform inside the customer's cloud project rather than offering a downloadable, self-managed open-source install. A separate community open-source project, guMCP, provides self-hostable MCP servers but is not the Gumloop app itself.
Deployment options
Sim
Cloud-hosted or self-hosted, no mid-tier VPC optionCloud-hosted (managed, multi-tenant SaaS) or self-hosted (Docker/Kubernetes). No documented managed single-tenant/VPC hosting tier in between. The Enterprise plan's only hosting-related row in the pricing comparison table is a boolean "Self Hosting" flag; there is no dedicated-instance/VPC offering.
Gumloop
Managed SaaS or enterprise VPCManaged SaaS (cloud) and enterprise VPC deployment into customer's own cloud region
Templates
Sim
License
Sim
Apache 2.0Apache License 2.0
Gumloop
ProprietaryProprietary. The core Gumloop application has no open-source license; it is a closed, hosted commercial SaaS product. A separate community MCP-server project, guMCP, is open source but is not the Gumloop platform.
Environment promotion
Sim
Yes: fork a whole workspace into a dev/qa/prod-style child, diff it, and promote or roll back changes in either direction. Credential and env-var remapping is required before every promote, so secrets are never silently copied across environments. Gated to Enterprise plan on hosted Sim, or a FORKING_ENABLED flag on self-hosted deployments.
Gumloop
No dedicated dev/staging/production promotion pipeline. Work is organized as Organization > Personal Space (private) plus Teams (shared, Pro plan and up), with a 'Move to Team' action to share a flow, not cross-workspace cloning.. Gumloop organizes work as Organization > Personal Space (private) or Team (a shared collaborative space, Pro plan and above), with no structured pipeline for promoting changes between dev, staging, and production. Moving a flow out of a personal space happens via a manual 'Move to Team' action. Version history is handled separately through single-workflow checkpoints (see versionControlDepth).
Version control
Sim
Deployment rollback plus Copilot edit diff/revertDeployed-version history with rollback for every workflow; server-persisted checkpoint/revert and visual diff (accept/reject) specifically for Copilot AI edits. Manual drag-and-drop undo/redo is client-side/localStorage only (capped at 100 ops, 5 stacks), not server-synced across devices. Deployment history does not include an arbitrary version-to-version diff tool, and knowledge base documents have no version history.
Gumloop
Checkpoint snapshots; no diff or branchingLinear checkpoint snapshots with rollback; no diff view, no true undo/redo, no branching. Gumloop replaced a per-version system with a "checkpoints" model. Users manually create checkpoints (snapshots) before major changes, then can either "Make This Checkpoint Live" (switch triggers/interfaces to that checkpoint) or "Rollback to This Checkpoint" (duplicate a past snapshot into the current draft). Docs describe checkpoint metadata (number, date, author) but no diff/compare view between checkpoints, no session-level undo/redo, and a linear history with no branching. Gumloop compares it to Google Docs version history, not git-style branching.
Realtime collaboration
Sim
Gumloop
No: Gumloop calls itself a "multiplayer AI agent builder" and lets Teams share ownership so multiple editors can work on the same flow or agent, but no public documentation confirms live, concurrent multi-user editing with synced cursors, selections, or operations on the same open canvas at the same moment.. "Multiplayer" refers to shared workspace/team access, not a documented live-cursor/synced-operation editing experience.
Native file storage
Sim
Yes: a native Files area with folder hierarchy, link-based sharing (public, password, email OTP, or SSO auth), and a workspace-level Recently Deleted view covering workflows, tables, knowledge bases, files, and folders. Admins can restrict which share-auth modes (public/password/email/SSO) a permission group is allowed to use.
Gumloop
Yes: Gumloop has a native files area (personal/team Files) where generated artifacts get a dedicated URL. Share access can be set to restricted, organization-wide, or public-link, and enterprise admins can block external sharing. Folder creation is also supported for connected Drive storage.. Public documentation does not confirm password/SSO-gated share links or a deleted-item recovery (trash/undelete) feature for this native file store.
Sub-workflows (composition)
Sim
Gumloop
Yes: a dedicated 'Subflow' feature lets any saved workflow be dropped in as a reusable node inside another workflow, with Input/Output nodes to pass parameters in and return values out. Gumloop docs describe Subflows as workflows that 'show up in your node library just like native nodes' once built, so they can be dragged onto the canvas of any other flow, wired to Input nodes for parameters and Output nodes for return values. When a list is connected to a Subflow node it runs once per list item (Loop Mode) rather than a single time. Public docs do not explicitly state whether the parent execution blocks until the subflow completes, but since a Subflow is embedded as a node in the parent's directed graph, not invoked over a separate async webhook call, later nodes depending on its outputs wait for it to resolve.
Pricing
Pricing model
Sim
Credit-based billing, BYOK exempt from capsCredit-based usage billing (Stripe), with bring-your-own-key exemption from metered caps
Gumloop
Credit-based usage across tiered plansUsage-based monthly credit system (credits consumed per task/run), with tiered monthly credit allotments from 5k (free) up to 1.5M+ on paid tiers, plus seat-based distinctions between Free/Pro/Enterprise
Entry paid plan
Sim
Pro plan at $25/user/monthPro: $25 per user/month
Gumloop
$37/month Pro plan, 20k+ creditsPro plan at $37/month for 20k+ credits. Includes unlimited seats/teams, 5 concurrent runs, 25 concurrent agent interactions, agent reflections, unified billing, and 1 hosted MCP server instance
Free tier
Sim
Bring your own key
Sim
Security & compliance
SOC 2
Gumloop
SOC 2 Type II, HIPAA, GDPR-alignedSOC 2 Type II attested; also HIPAA-compliant with BAAs available on eligible plans, and GDPR-aligned with EU-U.S. Data Privacy Framework (incl. UK Extension) certification
Data residency
Sim
Full control via self-hosting; Cloud region toggle is global, not per-customerFull data control via self-hosting (Docker/Kubernetes); data never leaves customer infrastructure when self-hosted. On Sim Cloud, async job execution has an internal US/EU region toggle, but it is deployment-wide, not a customer-selectable per-workspace residency option
Gumloop
VPC deployment plus zero data retentionEnterprise VPC deployment into a customer-controlled cloud region provides data residency/control; zero data retention (ZDR) agreements are in place with major LLM providers
Role-based access control
Audit logging
Sim
Additional compliance
Sim
SOC2SOC2. Self-hosting is the primary lever Sim offers for data-residency-sensitive compliance needs beyond SOC2, rather than additional certifications.
Gumloop
SOC 2, HIPAA, GDPR; no ISO/PCI/FedRAMPSOC 2 Type II, HIPAA (with BAAs), GDPR-aligned program plus EU-U.S. Data Privacy Framework (incl. UK Extension); no ISO 27001, PCI, or FedRAMP. Gumloop is SOC 2 Type II attested, is HIPAA compliant with Business Associate Agreements (BAAs) available on eligible plans, maintains a GDPR-aligned privacy program, and is certified under the EU-U.S. Data Privacy Framework including the UK Extension. It also has zero-data-retention (ZDR) agreements with major LLM providers, BYOK support, encryption in transit and at rest, and DPAs for Enterprise customers, but no ISO 27001, PCI DSS, or FedRAMP.
Model & tool governance
Sim
Yes: enterprise "permission groups" let an admin allow-list/deny-list specific LLM providers and models, and separately deny specific tools/integrations (or disable all MCP or custom tools) per group, layered on top of workspace admin/write/read roles. This does not control whether an LLM provider retains prompts. Sim offers no "zero data retention" mode or governed AI gateway. A separate, Enterprise-gated feature lets orgs set a log-retention window and redact PII, but that only controls how long Sim itself keeps execution logs.
Gumloop
Not separately documentedUnknown. Not documented as a distinct capability beyond the per-tool authorization policies covered under RBAC and the model allow/deny controls covered under generativeMedia.
Credential governance
Sim
Yes: shared credentials (connected accounts, service accounts, workspace secrets) are their own nested permission level (Member/Admin) below organization and workspace roles, and enterprise permission groups can further allow-list specific integrations and restrict which file-share auth modes (public/password/email/SSO) a group may use. A user's personal environment variables/secrets are never shared or inherited by anyone, including org owners/admins.
Gumloop
No: Gumloop's Custom User Roles restrict access at the level of apps, tools, OAuth scopes, workflow nodes, and features (e.g. team creation, public sharing), plus usage caps, but not which specific stored credential or connection a role may use. The one related feature, "Agent-Owned Credentials," pins a single connection for everyone using an agent, which operates at the agent level, not the role or permission-group level.. Multi-role composition uses a union (least-restrictive) model for app access, the opposite of fine-grained per-credential allow/deny.
Single sign-on (SSO)
Sim
Gumloop
Yes: Gumloop supports enterprise SSO via SAML 2.0 (Okta, Entra ID, Google Workspace, JumpCloud, Ping Identity, Active Directory) plus Google/Microsoft OAuth. An SCIM add-on for Okta and Microsoft Entra ID auto-provisions and deprovisions users, syncs custom roles and teams from IdP groups, and runs on a 15-minute sync cycle.. Requires Admin role and an Enterprise subscription; enforces SP-initiated login only.
Vetted first-party integrations
Sim
Yes: every one of Sim's 302 blocks is first-party authored and code-reviewed through the standard pull-request process in the main Sim repository; there is no public marketplace where an arbitrary third party can publish and have other users install executable tool code without going through Sim's own review. Custom code steps run inside Sim's own isolated-vm sandbox rather than as an installable third-party skill package, so the supply-chain trust boundary is Sim's codebase review, not an open registry.
Gumloop
Yes: Gumloop's 100+ built-in integrations are first-party nodes authored and maintained by Gumloop. Custom Nodes (user-written code steps) are built privately per account or team and shared only with named teammates or an org/link, not published to a public, searchable registry of third-party installable nodes. The separate Community Templates gallery is workflow templates built from Gumloop's own nodes, and submissions go through a Gumloop content-quality review before listing.. No public marketplace exists where an unaffiliated third-party developer publishes a Custom Node for arbitrary other users to discover and install, unlike an open community-node ecosystem. No documented security incidents involving Gumloop's Custom Nodes or Community Templates appear in public sources.
PII redaction
Sim
Custom data retention
Sim
Gumloop
Yes: Gumloop's Enterprise plan includes custom data retention rules and an "Incognito Mode" for ephemeral runs with no history retention for legal/compliance-sensitive flows, alongside audit logs retained per custom policy.. Exact configurable windows (e.g. specific day counts) are not published publicly; the capability itself is confirmed as an Enterprise-tier feature.
White-labeling
Sim
Gumloop
No: Gumloop offers only partial branding controls. A custom Slack app lets an agent appear under the customer's own bot name/avatar, and a dedicated org-specific login page is available at gumloop.com/{your-org}, but the platform's logo, product name, and theme colors are not fully replaceable across the workspace/builder and deployed-app UI.. The core canvas/builder UI itself has no comprehensive white-labeling.
AI capabilities
Multi-LLM support
Sim
21 providers incl. OpenAI, Anthropic, Google, Bedrock21 provider integrations (OpenAI, Anthropic, Google/Gemini, Azure OpenAI, Azure Anthropic, Groq, Cerebras, Mistral, xAI, Bedrock, Vertex, Ollama, OpenRouter, and more). apps/sim/providers/models.ts defines 21 provider entries; openrouter/litellm/vllm/ollama resolve models dynamically at runtime rather than from a hardcoded model list.
Gumloop
Claude, OpenAI, Gemini, DeepSeekMultiple LLM providers without lock-in: Anthropic (Claude), OpenAI, Google (Gemini), and DeepSeek are named
Agent reasoning blocks
Sim
Gumloop
Yes: dedicated 'Ask AI'/Agent nodes and multi-agent orchestration on the canvas, distinct from plain data-routing nodes. Docs and third-party write-ups describe an 'Ask AI' node for LLM reasoning plus an Agent Node for autonomous/agentic behavior with reflections and tool-use, beyond simple integration/data nodes.
Natural-language building
Knowledge base / RAG
Sim
Gumloop
Not documented as a built-in featureUnknown. No built-in vector-search or RAG knowledge-base feature is documented in Gumloop's official docs; only a community forum thread references building a custom knowledge base out of Gumloop nodes.
MCP support
Sim
Gumloop
Yes: native MCP client/server support with 100+ pre-built hosted MCP servers plus custom MCP server connections. Gumloop can connect to any MCP server (custom URL over HTTPS), offers 100+ fully-hosted MCP servers with zero setup, and supports both 'native MCP' (model connects directly) and a 'backend connector' mode (Gumloop executes tool calls).
Evaluation & guardrails
Sim
LLM-judge Evaluator plus Guardrails validation blockEvaluator block (LLM-judge scoring against user-defined named metrics) and Guardrails block (JSON validity, regex, RAG/hallucination scoring, PII detection/masking). These are per-call scoring/validation primitives, not a batch golden-dataset eval-suite runner or A/B prompt-testing harness.
Gumloop
Yes: agent chat evaluation alerts, test-case/grading tools to catch regressions, per-node test runs, and plain-English guardrail policies with human-in-the-loop approval. Product surfaces let teams define test cases and grade agent responses to catch regressions, test individual nodes with fake inputs from the canvas, set org/team/agent-level guardrail policies in plain English that can block/tag actions and log violations, and require human approval mid-task for sensitive actions.
Human-in-the-loop
Sim
Gumloop
Yes: dedicated approval-card pause/resume, distinct from a delay step. Gumloop Agents support a Tool Management setting ("Ask for writes/deletes" or "Ask each time") that pauses the agent mid-task before it calls a sensitive tool. The approver is notified via an in-context "approval card" shown in the agent chat (available in agent chats and Slack). Once the human approves or rejects, the agent resumes exactly where it left off. Agents can also pause to ask a clarifying question with selectable options, not just approve or deny.
Generative media
Sim
Gumloop
Image generation node; no video or audio nodeGenerate Image node supporting 6 models (GPT-Image, DALL-E 3, DALL-E 2, Gemini 3.1 Flash, Gemini 3 Pro, Gemini 2.5 Flash), with 1-10 variations per prompt. No dedicated video or audio (TTS/STT) generation node is documented.. Separately, an Enterprise-level admin control lets org admins allow or deny specific AI models platform-wide and set automatic fallback models. This is a general model-governance setting, not specific to image generation.
Dynamic tool use
Sim
No: an Agent block calls tools the workflow author explicitly added to it at build time, rather than browsing and picking from a broader pool (e.g. an entire MCP server catalog) at inference time. Runtime MCP "discovery" exists to resolve/refresh the schema of an already-configured tool. The model does not browse or choose from the server's full tool list.
Gumloop
Not publicly documentedUnknown. Not documented in Gumloop's public materials.
Automatic model fallback
Sim
No: a failed or rate-limited LLM call is retried using Sim's own hosted API keys for the same model, rather than automatically switching to a different model or provider. A "fallback" comment in the provider layer refers to rotating among Sim's own hosted API keys for the same model, not switching models.
Gumloop
Not documented outside image generationUnknown. Not documented outside the model allow/deny and fallback controls described for image generation (see generativeMedia).
Agent skills
Sim
Yes: named, reusable "Agent Skills" (built on the open Agent Skills / SKILL.md format) that agents load on demand via progressive disclosure, editable in-app or imported from a SKILL.md file or GitHub URL. Only the skill name and description sit in the agent's system prompt (~50-100 tokens each); the full instructions load into context only when the agent calls load_skill.
Gumloop
Yes: Gumloop has a dedicated "Skills" system where a skill is a reusable folder of instructions, templates, and scripts that teaches an agent how to do a specific task. The general agent discovers skills dynamically via semantic search, and custom agents can have specific skills explicitly attached.. Described in Gumloop's own docs as "a living knowledge base" distinct from a one-off system prompt; agents can even edit/create skills themselves if that toggle is enabled.
Native chat deployment
Sim
Parallel execution
Sim
Yes: a native Parallel block fans a run out into concurrent branches (fixed count or one per list item) and joins their results back into the workflow automatically. Contained blocks run concurrently instead of sequentially, either a fixed number of times or once per item in a list/collection, and each branch's output aggregates for downstream blocks.
Gumloop
Partial: concurrent list-item processing (Loop Mode), no branch fan-out/fan-in nodePartial: Loop Mode runs multiple list items concurrently (up to 15 at once on the Pro plan), but there is no documented dedicated node for splitting a single run into distinct parallel branches that later join, comparable to a fan-out/fan-in construct. Gumloop docs describe Loop Mode as processing list items simultaneously rather than one at a time, with concurrency limits tied to plan tier (2 concurrent items on Free, 15 on Pro). This is data-parallelism over a list, not branch-level fan-out/fan-in across different paths of logic.
Agent2Agent (A2A) protocol
Sim
Loop / iteration block
Sim
Gumloop
Partial: list-driven Loop Mode is concurrent, not a sequential loop nodePartial: Gumloop's only documented iteration primitive is 'Loop Mode', the same mechanism covered under parallelExecution, which auto-triggers when a list is connected to a node or Subflow and runs that node once per list item. Per Gumloop's docs this is concurrent (2 items at once on Free, 15 on Pro), not a strictly one-at-a-time sequential container, and no separate while-loop or fixed-iteration-count node is documented, only iteration over an existing list.. Gumloop docs describe Loop Mode as processing 'multiple items simultaneously' with concurrency capped by plan tier, distinct from a classic for-each node that guarantees one iteration finishes before the next starts. No dedicated while-loop (condition-based) or fixed-count repeat node is documented; all iteration is driven by connecting a list as input.
Integrations
Integrations
Sim
302 blocks, ~3,900 tool actions302 first-party blocks, ~3,900 underlying tool actions. Sim's landing page cites "1,000+ integrations," a broader figure counting individual API actions rather than top-level blocks. Both numbers describe the same integration surface.
Gumloop
100+ integrations and MCP servers (vendor figures vary)Vendor-claimed figures vary by page: 100+ nodes/integrations, 100+ hosted MCP servers; third-party reviews cite '130+ native integrations'. No single authoritative exact count is published on a primary Gumloop page. gumloop.com/mcp cites '100+ MCP servers, fully hosted, zero setup' while other Gumloop copy references '100+ pre-built nodes and integrations,' and the dedicated /integrations directory page returns a 404.
Trigger types
Sim
Webhook, cron, chat, REST API, triggers for 61 appsWebhook, schedule/cron, chat, REST API, and event-based triggers for 61 apps (Slack, Gmail, GitHub, Stripe, etc.)
Gumloop
Schedule, webhook, API, and chat triggersSchedule (daily/weekly/custom), webhook, and API-triggered runs are documented; chat-based triggering (e.g. via Slack) is also supported
Custom code steps
API publishing
Sim
SDKs & extensibility
Sim
Gumloop
JS/Python SDKs plus AI custom node builderOfficial JS/TypeScript and Python SDKs, plus an in-product AI-assisted Custom Node Builder; no public third-party marketplace yet. Gumloop publishes official client SDKs for JavaScript/TypeScript (`npm install gumloop`, GumloopClient, github.com/gumloop/gumloop-js) and Python (github.com/gumloop/gumloop-py) for starting automations and retrieving outputs programmatically. Separately, the in-app "Custom Node Builder" lets users describe desired functionality in natural language and have AI generate a deployable custom node that integrates with any API, shareable with teammates (editor access) within a workspace. A public node-selling marketplace and "official Gumloop integrations built as custom nodes" are a stated future direction, not a shipped marketplace today.
Publish as MCP server
Sim
Gumloop
No: Gumloop's MCP capability mainly runs in the consuming direction. It connects agents/workflows to 100+ fully hosted MCP servers (Slack, Notion, GitHub, etc.) and lets users add custom MCP servers as tool sources. No official Gumloop documentation describes publishing a user's deployed workflow itself as a callable MCP server for external AI tools to consume.. A third-party, unofficial open-source project ("gumloop-mcp" on GitHub) wraps the Gumloop management API as an MCP server, but that is not the same as natively publishing a specific deployed workflow as an MCP tool, and it is not an official Gumloop product.
Observability & durability
Tracing & observability
Sim
Yes: execution logs include a per-block/per-span trace view (duration, cost, token counts, and latency stats like TTFT/TPS) with expandable nested iteration groups, plus a "View Snapshot" frozen copy of the workflow structure and block states at run time for debugging. This trace view is built directly into Sim rather than a raw export browsable in an external tool like Jaeger, and does not expose aggregate latency-percentile charts (p50/p95/p99). The run snapshot serves as a log-detail/debugging artifact rather than a resumable mid-run checkpoint.
Gumloop
Per-node run trace; no aggregate metrics dashboardCustomer-facing per-node execution trace with duration/cost, but no aggregate metrics dashboard (percentiles/error-rate) found. Gumloop's "Run Log" is a customer-facing execution trace view. For every run it shows per-node execution status, inputs/outputs, per-node execution time and credit cost, a subflow detail drill-down, and per-iteration visibility for Loop Mode nodes, plus a workflow summary of total time and total credits, accessible via a `run_id`-scoped URL. No cross-run metrics dashboard (e.g. latency percentiles or aggregate error rates across many runs) is documented. The Run Log is built for debugging one execution at a time, not fleet-wide observability.
Durability & retries
Sim
Tool-call retries (up to 10x); single-attempt job orchestrationIndividual tool/API calls have configurable exponential-backoff retry (up to 10 attempts). The background job-orchestration layer itself retries only once by design. Durability instead comes from consecutive-failure tracking on schedules and the human-in-the-loop snapshot pause/resume mechanism. Sim does not offer guaranteed-once-only block execution, a failed-run holding queue for manual recovery, or a "replay a past execution with its original inputs" feature. The per-execution debugging snapshot serves as a log-detail artifact rather than a resumable mid-run checkpoint.
Gumloop
No automatic retries, no execution checkpointing, no run replay with original inputs. Only a manual "Error Shield" node and workflow-level (not run-level) checkpoints. Gumloop's Run Log documentation makes no mention of automatic node retries, mid-run checkpointing of execution state, or the ability to replay a past execution with its original inputs. Failure handling is opt-in and manual via an "Error Shield" node that wraps other nodes to catch errors and prevent a full workflow crash, something designed into the workflow rather than automatic infrastructure-level retry/replay. Gumloop's "checkpoints" feature (see platform.versionControlDepth) snapshots workflow definitions, not individual run state, so it is unrelated to run durability.
Failure alerting
Sim
Gumloop
Yes: proactive email push notification on workflow failure (Pro plan+); credit-usage thresholds are separate/lookup-based. Gumloop supports configuring email notifications for workflow failures directly from a workbook's side panel. This requires a Pro plan or higher and can be scoped to "Alert only on trigger-based failures" so manual test runs don't spam alerts. The failure email includes the workflow name, a run link, and error details, a proactive push rather than something you look up after the fact. Credit/cost-threshold notifications are configured separately on the Subscription page and read more like a lookup setting than a proactive per-threshold push alert.
Data drains
Sim
Yes: Enterprise orgs can continuously export workflow logs, job logs, or audit logs on a schedule to a customer-owned S3 bucket, GCS bucket, Azure Blob container, BigQuery table, Snowflake table, Datadog logs intake, or an HTTPS webhook. Each drain exports exactly one data source; multiple drains are created to export multiple sources. Viewing drain config/run history is restricted to org owners/admins.
Gumloop
Yes: Gumloop's Enterprise "Data Drains" feature continuously pushes organization data (workflow runs, agents, agent interactions, credit logs, audit logs, and MCP tool calls) to an external destination: an HTTP/OTLP custom endpoint, Amazon S3, or Datadog. It polls every 15 seconds to 10 minutes and tracks sync state to avoid duplicates, in addition to one-time CSV exports.. This is a distinct Enterprise capability separate from one-time snapshot exports.
Async execution
Sim
Yes: a workflow can be triggered in fire-and-forget async mode, returning HTTP 202 with a job ID immediately, then polled via a dedicated jobs endpoint through queued/processing/completed/failed states. Async jobs are tracked via polling the job endpoint rather than a completion webhook/callback option.
Gumloop
Yes: Gumloop's API triggers workflows asynchronously. A POST to the start_pipeline endpoint returns immediately with a run_id, and the caller polls a separate get_pl_run endpoint (passing that run_id) to check status, logs, and retrieve outputs once the run completes.. Documented pattern: POST https://api.gumloop.com/api/v1/start_pipeline to start, GET https://api.gumloop.com/api/v1/get_pl_run?run_id=... to poll for completion and outputs.
Execution limits
Sim
5-50 min sync timeout, 90 min async, 15-300 concurrentPlan-gated: synchronous API calls time out at 5 minutes on the free plan and 50 minutes on paid plans, async calls at 90 minutes on every plan, with 15 to 300 concurrent executions per billing entity depending on plan. These limits are not published in docs; request bodies are separately capped at 10 MB.
Gumloop
2-5 concurrent runs by plan; no published timeoutGumloop publishes concurrency limits by plan on its pricing page: Free allows 2 concurrent runs and 5 concurrent agent interactions, Pro allows 5 concurrent runs and 25 concurrent agent interactions, and Enterprise has custom, unpublished limits. Gumloop does not publicly document a maximum execution duration or per-request timeout for a single workflow run.. Numbers taken directly from the pricing page comparison table. No max single-execution runtime or timeout figure is published in Gumloop's docs, forum, or pricing page.
Partial-failure handling
Sim
Gumloop
Yes: Gumloop offers an Error Shield node that wraps another node, catching its failure and routing execution down a separate Error Path while a Success Path carries forward normal results. This means a single failing step does not have to halt the whole run. In Loop Mode this happens automatically per iteration. For single-item flows outside Loop Mode, a Join Paths node is required to reconnect the error branch so the workflow keeps going instead of dead-ending.. Without Error Shield (or without Join Paths in non-loop cases), a node failure stops the whole workflow, per Gumloop's docs.
Support
Support channels
Sim
Community support plus Enterprise 'Dedicated Support'Community (open source, GitHub) plus an unquantified "Dedicated Support" flag on the Enterprise plan. Enterprise and pricing pages do not include CSM, onboarding/enablement, or professional-services details beyond a plan-comparison-table "Dedicated Support" flag.
Gumloop
Forum on Free, Slack on higher tiersForum support on Free plan, escalating to dedicated Slack support on higher/Enterprise plans
SLA
Sim
Gumloop
Not publishedUnknown. Gumloop's pricing and trust pages publish no SLA or response-time commitment.
Community
Sim
100,000+ buildersOver 100,000 builders use Sim
Gumloop
Not publicly disclosedUnknown. No public Discord/Slack member count or GitHub star count exists for the core Gumloop product; Gumloop's public GitHub org hosts only SDK/client repos (gumloop-py, gumloop-js, guMCP_template), not the core product.
Academy / training
Sim
Gumloop
Yes: Gumloop runs "Gumloop University," a structured learning resource with self-paced courses (e.g. "Gumloop 101"), live webinars, and week-long "Learning Cohorts" that award a certificate of completion for finishing practical challenges.. Certification is tied to completing cohort challenges rather than a formal exam-based program, but it is a structured curriculum beyond ad hoc docs/blog posts.
Sim standout features
AI Copilot / Chat agent-building surface
Chat and in-editor Copilot suggest and build workflow changes directly.
A natural-language surface (Chat) and in-editor Copilot that can explain, suggest, and build workflow changes directly, backed by a dedicated copilot module with its own tool registry.Hybrid semantic + keyword knowledge base
Combines vector and full-text search with configurable chunking across 11 file formats.
Built-in RAG with pgvector embeddings and a generated tsvector column for combined vector + full-text search, plus a token-based chunker with configurable chunk size/overlap and 11 supported file formats (csv, doc, docx, html, json, md, pdf, pptx, txt, xlsx, yaml).Native MCP client and server
Call external MCP servers as tools, or expose Sim workflows as an MCP server.
A dedicated MCP block lets any workflow call external MCP servers as a tool, and a serve/workflow-servers API surface lets Sim expose its own workflows as MCP servers.Fork a workspace into dev, qa, and prod environments
Fork, diff, and promote environments with mandatory credential remapping.
Fork a whole workspace into a dev/qa/prod-style child environment, preview a diff, and promote changes bidirectionally. Credential and env-var remapping is required on every promote, so secrets never cross environments silently.Human-in-the-loop approvals with durable resume
Pause a run for human approval and resume later via a durable snapshot link.
A dedicated block pauses a run and waits for a human-submitted approval form, backed by persisted execution snapshots so the run can resume later via a link, even after a server restart.Self-hostable under Apache 2.0
Fully open source with Docker Compose and Helm deployment options.
Fully open source (Apache 2.0), with Docker Compose files and a Helm chart for Kubernetes deployment, alongside a managed cloud-hosted option.Documented Gumloop limitations
No public self-hosting of the core platform
No downloadable self-hosted install. Only managed SaaS or enterprise VPC.
Gumloop is only available as managed SaaS or an enterprise-managed VPC deployment operated by Gumloop inside a customer's cloud project. There is no downloadable, self-managed install of the Gumloop application itself; a separate community project, guMCP, is open source but is not the platform.Proprietary license, closed source
Closed commercial product with no open-source core.
The core Gumloop application has no open-source license; it is a closed commercial product, unlike some workflow-automation competitors that ship an open-source core.Inconsistent/unclear integration count across vendor pages
Vendor pages cite different integration counts with no single authoritative figure.
Gumloop's own pages give differing figures for integrations ('100+ nodes and integrations' vs '100+ MCP servers'), and the dedicated /integrations directory page returns a 404, making an exact, citable integration count hard to pin down from primary sources.No documented built-in vector-search/RAG knowledge base feature in primary docs
No official docs describe a built-in RAG or vector-database knowledge base.
No official Gumloop documentation describes a dedicated, built-in vector-database/RAG knowledge-base capability. Only a user forum thread and a third-party tutorial reference building a 'knowledge base' with Gumloop nodes.Bottom line
Choose Sim if you want an open-source, self-hostable AI workspace that treats AI agents as first-class citizens: native multi-LLM support, real-time multiplayer editing, environment promotion (dev/qa/prod), human-in-the-loop approvals, and enterprise governance (SSO, credential-level permissions, audit logs) built in rather than bolted on.
Choose Gumloop if you specifically need 100+ fully hosted MCP servers: Gumloop offers 100+ pre-built, zero-setup hosted MCP servers, plus any custom MCP server over HTTPS, with both native-MCP and backend-connector execution modes.
Frequently asked questions
Sim is an open-source AI workspace where teams build, deploy, and manage AI agents visually, conversationally, or with code. Gumloop is a hosted, no-code visual platform for building and deploying AI agents and automations: a drag-and-drop canvas, an AI copilot ("Gen") for natural-language flow creation, and native MCP (Model Context Protocol) integration support. Teams considering a switch typically weigh licensing (Sim is Apache 2.0 and self-hostable), pricing model, and how AI-native the platform's agent-building experience is.