FluidGrids vs the automation landscape
Side-by-side comparisons with the platforms teams already consider. See how FluidGrids stacks up on builder, pricing, embedding, deployment, and more.
Compare with each competitor
Deep-dive into the trade-offs for every major automation platform.
No-code automation
Developer platforms
Enterprise iPaaS
What makes FluidGrids different
Every differentiator below is checked against what is actually built. Filter by delivery status, then open any card for the detail.
At-a-glance comparison
Every platform answers the same fourteen questions — pricing, builder, connectors, triggers, versioning, recovery, observability, dashboard ETL, embedding, AI, multi-tenancy, deployment, and compliance. Scroll sideways for the full field.
| Aspect | FluidGrids | Zapier | Make | n8n | Pipedream | Workato | Activepieces | Microsoft Power Automate | Tray.ai | Appmixer | Temporal |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Pricing model | Usage-based runs; features ungated across tiers | Per-task billing — every successful action step counts | Credits, weighted by module complexity | Per full workflow execution — step count does not change the price | Credits consumed by compute time | Sales-led annual contracts; tiered by recipes, connectors and users | Per active flow on cloud; self-host free; embedding priced annually | Per user, per bot and per flow licences, plus AI and process-mining add-ons | Custom, sales-led pricing; tasks and connectors drive cost | Published tiers priced per month with data-message allowances | Metered per Action on Cloud (~$50 per million); self-hosting is free |
| Free tier | 1,000 runs/mo (indicative) | 100 tasks/mo · two-step Zaps | 1,000 credits/mo · 2 active scenarios | Self-hosted CE: unlimited · Cloud: trial only | 100 credits/mo · 3 workflows | No free tier; paid-only | Cloud: 10 active flows, unlimited runs · Self-host: free | Limited flows bundled with some Microsoft 365 licences | No free tier; trial by request | No free tier; free trial available | Self-hosted: free (MIT) · Cloud: no free production tier |
| Builder paradigm | Free-form React Flow canvas — branching, loops, parallel paths, drop-on-edge insert, inline quick-config, sticky notes | Linear step editor (Zapier Canvas is a diagramming tool, not the runtime) | Best-in-class scenario canvas with routers, iterators and aggregators | Node-based visual canvas | Code-first vertical step list | Visual recipe builder with triggers, actions and conditional logic | Visual flow builder with conditions and loops | Sequential cloud-flow designer with branching; separate desktop RPA designer | Tray Build visual canvas with branching, looping and error handling | High-fidelity drag-and-drop canvas designed for embedding | Code-only; the web UI visualises event history, it does not author workflows |
| Connector catalog | 30 store nodes live in the builder (21 third-party connectors) plus 21 built-in flow-control nodes, and growing | 8,000+ apps and 66,000+ actions | 3,000+ app integrations | 400+ native and 1,500+ community nodes | ~3,000 open-source components | 1,200+ enterprise connectors | 700+ pieces | 1,400+ connectors (600+ premium) | 700+ connectors plus a connector development kit | 200+ connectors, extendable with custom Node.js connectors | None — every integration is an Activity you write |
| Triggers | Manual/API, webhook, cron schedule, hosted form, and error triggers (a run can start when another workflow fails) | Polling and instant webhook triggers across the catalog, plus schedules | Instant, scheduled and polling triggers across the catalog | Webhook, schedule, polling, app-event and chat triggers | HTTP/webhook, schedule and app event sources | Real-time, scheduled and polling triggers across enterprise systems | Webhook, schedule and app-event triggers across pieces | Automated, instant, scheduled and desktop/UI triggers | Webhook, scheduled, polling and connector-native triggers | Webhook, scheduled and connector-native triggers | Client-initiated workflows, signals and schedules — all in code |
| Workflow versioning | Immutable version on every save; runs pin to their exact version; restore any version into a fresh draft | Version history and rollback on paid plans; no diff view | No built-in version control or rollback | Git-based source control and environments on Business and Enterprise | GitHub sync; limited in-product rollback | Recipe versioning with diffs plus dev/test/prod environments | Flow version history; limited rollback | Solution-based ALM; cloud-flow version history is limited | Workflow export/import as JSON; no immutable in-product version history | No documented immutable version history or version-pinned runs | Deterministic versioning APIs and patching for in-flight workflows |
| Run recovery | Cancel, pause, resume, terminate — plus retry a single failed node with its original inputs | Replay or rerun the whole Zap; no single-step retry | Scenario replay and error-handler routes; no single-module retry | Retry an execution, optionally from the failed node; error workflows | Up to 8 automatic retries and a rerun URL | Recipe replay and error handlers; recovery varies by connector | Retry or re-run the flow; no single-step retry | Resubmit a failed run; configure retry policies per action | Replay and error-handling branches; no single-step retry | Queue-based retries; no documented single-node retry | Automatic crash resumption from event history; retry policies per Activity |
| Observability & logs | Live per-node state plus a streaming run log, including whatever your own Code nodes print | Zap history with per-step data; retention varies by plan | Execution history with per-module input/output inspection | Execution list with per-node data; log streaming on Enterprise | Per-step logs and an event inspector | Job history, alerting and an insights/monitoring layer | Run history with per-step input/output | Run history per flow plus Power Platform analytics and Purview audit | Run logs and debug panel; deep debugging is a common complaint | Component logs and monitoring; lightly documented | Full event history, replay debugging and metrics export |
| Dashboard ETL | A single data sink node streams any workflow’s output into a live BigConsole dashboard feed | Tables and Interfaces for storage and forms; no dashboard sink | Data stores and Make Grid; no dashboard sink | No native dashboard sink — you build the ETL yourself | Data stores; no dashboard sink | Data-warehouse connectors plus an insights layer | Tables; no dashboard sink | Dataverse, Microsoft Fabric and Power BI integration | Data tier and VectorTables; no dashboard sink | No native dashboard sink | None — an Activity writes to whatever sink you code |
| Embeddable builder | React SDK at three integration depths — no iframe, no FluidGrids branding — plus a public read-only embed viewer | White Label platform (early access) plus Workflow Element, Workflow API and Connect — your brand, Zapier’s engine and UI | Full white-label OEM — a separate cloud tenant under your brand | Embed/OEM licence, but n8n branding remains visible | Connect embeds account auth and managed workflows via API — no builder UI | Workato Embedded — a separate tenant and console | Embed SDK with JWT provisioning and white-labelling on the enterprise tier | Flow widgets can be embedded, but Microsoft branding and a Microsoft identity are required — no white-label | Tray Embedded — iframe or JS embed of Tray’s hosted builder | White-label JS SDK, no iframe — the same architectural approach | None — no builder to embed |
| AI agents & LLM nodes | AI Agent node with chat-model, memory and tool sub-nodes; any workflow can be bound as an agent tool | Zapier Agents — a separate product with its own plan and quota | Make AI Agents (GA Feb 2026) on every plan, plus AI modules | 70+ AI nodes, LangChain, vector stores, memory, local models | MCP server plus code-level LLM calls; no visual agent node | Agentic Genies and an AI agent framework across the platform | AI agent layer with native MCP server and client pieces | AI Builder models and Copilot Studio agents, licensed separately | Merlin agents, MCP Agent Gateway, VectorTables memory, Merlin Guardian | Generic AI/LLM components; no structured agent framework | Official OpenAI, LangGraph and ADK integrations — as code, not nodes |
| AI-assisted generation | Describe a workflow in the assistant and get a builder-ready draft; a second mode builds a whole connector node from a prompt | Zapier Copilot builds Zaps from a natural-language prompt | No natural-language scenario generation | AI Workflow Builder — 2,300 credits/mo on Starter, 13,700 on Pro | Code-first; no visual natural-language workflow generator | RecipeIQ suggests steps; not full workflow generation | AI copilot drafts flows from natural language | Copilot builds and repairs flows from a prompt | Merlin Build suggests and assists; not full workflow generation | None | None |
| Multi-tenancy | Workspace-native isolation with gateway-enforced RBAC, audit and metering inherited from the Burdenoff platform | Workspaces, SCIM and IP allow-lists on higher tiers | Teams and organizations; per-tenant orgs on the OEM product | Projects and roles; not natively multi-tenant SaaS | Project and workspace scoping; Connect manages end-user accounts | Workspaces, environments and enterprise RBAC | Projects with custom RBAC and SCIM on paid tiers | Environments and Entra RBAC within one Microsoft tenant | Workspaces and enterprise RBAC; per-customer tenancy on Embedded | Multi-tenant white-label core built for OEM deployments | Namespaces with access control; Nexus for cross-namespace calls |
| Deployment | Fully managed cloud; no self-hosted edition | Managed cloud only | Managed cloud; On-Prem Agent for local resource access only | Cloud or free self-hosted Community Edition | Managed serverless only | Managed cloud with on-prem agent (Atom) for hybrid access | Cloud or free MIT-licensed self-hosting | Microsoft cloud only; on-premises data gateway for local sources | Hosted cloud only | Hosted or fully self-hosted on your own cloud, private cloud or offline | Temporal Cloud or free MIT self-hosting |
| Enterprise compliance | Encrypted credentials, RBAC, audit trail, SSO; formal SOC 2 / HIPAA attestations not yet in hand | SOC 2 and GDPR; no HIPAA offering | SOC 2, GDPR and EU data residency | SSO/SAML, audit log and log streaming on Enterprise tiers | SOC 2 on Business and above | SOC 2, HIPAA, GDPR and data residency | SOC 2 and HIPAA on managed tiers | ISO, SOC, GDPR, HIPAA and FedRAMP via the Microsoft compliance suite | ISO 27001 and enterprise governance controls | SOC 2, HIPAA and GDPR | SOC 2, HIPAA, GDPR, client-side encryption, TLS 1.3 |
Why FluidGrids wins
The common advantages that show up across every head-to-head comparison.
Visual orchestration at scale
A free-form visual canvas with branching, loops, and parallel execution — not a vertical step list.
Immutable versioning + surgical recovery
Every save is a version and runs pin to it. Retry a single failed node instead of replaying an entire workflow.
Embedding as components, not a hosted surface
Several platforms will embed automation for you — as an iframe, a hosted tenant, or a prebuilt element. FluidGrids ships the builder, runs view, connections, and templates as React components at three depths, rendered under your own router, theme, and auth.
Predictable run-based pricing
Pay per workflow run, not per action step or weighted credit. Multi-step workflows do not multiply your bill.
Managed multi-tenant SaaS
Built-in workspace isolation, RBAC, and audit logs inherited from the Burdenoff platform — no cluster to operate.
Describe it and get a draft — or a whole node
The assistant turns a plain-language description into a builder-ready workflow, and a second mode generates an entire connector node package from a prompt. AI agent sub-nodes, workflow-as-tool, and LLM connectors live on the same canvas.
Run logs you can actually read
A live streaming run log alongside per-node state and typed errors — including whatever your own Code nodes print — so triage does not mean exporting execution history.
See the difference yourself
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