Evidence-backed decision brief

Which AI workflow agent fits an internal operations team?

Compare Zapier Agents, n8n AI Agent, CrewAI Enterprise, and Dify across pricing, workflow capabilities, deployment, enterprise controls, data policy, integrations, and execution evidence.

Decision context · Operations and automation leaders evaluating cross-application Agent workflows
Candidate inclusion rule

Included when the product is a maintained workflow Agent with public first-party documentation for cross-application automation and the listed decision requirements. The current cohort is Zapier Agents and n8n AI Agent and CrewAI Enterprise and Dify; inclusion is not a ranking or claim that no other product qualifies.

Decision-Relevant Intelligence CoverageEvidence coverage86%

24 of 28 candidate-requirement cells have current Source-Backed or Execution-Verified answers.

4visible evidence gapsGaps remain unknown; they are not treated as product failures.
Decision requirements

What matters for this choice?

Adjusting these requirements is recorded only as an aggregate demand signal.

6 differing fields
Decision shortcut

Start with what can change the decision

This is a map of comparable evidence and unresolved questions, not a score, ranking, winner, or recommendation.

Shortlist ready · 86% covered

Evidence snapshot 2026-08-2124 source checksRefresh required

Start here

Pricing · Capabilities · Deployment · Enterprise controls · Privacy & data policy · Integrations

These are the selected requirements where at least two candidates have reliable, distinct answers. Use them to narrow the shortlist first.

Confirm before choosing

No non-execution intelligence gaps

The remaining uncertainty is limited to governed execution evidence.

Zapier Agents6/7 requirements supported6 of 7
n8n AI Agent6/7 requirements supported6 of 7
CrewAI Enterprise6/7 requirements supported6 of 7
Dify6/7 requirements supported6 of 7
6

requirements with supported differences

  • Pricing4/4 candidates have reliable evidence across 4 documented answers.
  • Capabilities4/4 candidates have reliable evidence across 4 documented answers.
  • Deployment4/4 candidates have reliable evidence across 4 documented answers.
  • Enterprise controls4/4 candidates have reliable evidence across 4 documented answers.
  • Privacy & data policy4/4 candidates have reliable evidence across 4 documented answers.
  • Integrations4/4 candidates have reliable evidence across 4 documented answers.
0

intelligence gaps

All selected non-execution requirements have reliable answers.

4

execution evidence gaps

These remain unknown unless publication-approved governed execution evidence exists. Source documentation cannot close them.

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Foundation Release

This comparison describes available evidence. “Unverified” means no matching accepted evidence—not that a feature is unavailable. It is not a universal ranking, score, recommendation, or purchasing decision.

Swipe horizontally to compare candidates. Candidate names remain visible while you review fields.

Agents
ZAZapier

Zapier Agents

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NAn8n

n8n AI Agent

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CECrewAI

CrewAI Enterprise

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DLangGenius

Dify

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Pricing

Zapier documents Agents usage measurement as the basis for plan consumption.

Source-Backed

n8n publishes execution-based Starter, Pro, and Business prices, a custom Enterprise plan, and a free self-hosted Community edition.

Source-Backed

CrewAI publishes a free Basic plan with 50 workflow executions per month and a custom-priced Enterprise plan.

Source-Backed

Dify publishes free Sandbox and Community options, paid Cloud workspace plans, and custom-priced Enterprise self-hosting.

Source-Backed
Deployment

Zapier Agents is configured and operated through the hosted agents.zapier.com product; publishing activates an agent, while the documentation says agents are personal account automations and cannot be embedded as live customer-facing experiences.

Source-Backed

n8n documents hosted Cloud plans, self-hosted Business, hosted or self-hosted Enterprise, and a self-hosted Community edition.

Source-Backed

CrewAI documents deployment on CrewAI Cloud, a customer VPC, or customer infrastructure, depending on plan.

Source-Backed

Dify documents managed Cloud, free self-hosted Community, and Enterprise private-infrastructure deployment options.

Source-Backed
Capabilities

Zapier Agents lets users configure assistants that run independently or interactively, use triggers and app actions, reference connected knowledge sources, and be tested before activation; outcomes still depend on the user's instructions and connected tools.

Source-Backed

n8n provides an AI Agent node that uses tools inside automated workflows.

Source-Backed

CrewAI provides agent, crew, and flow primitives for multi-agent orchestration.

Source-Backed

Dify provides documented tools for building agent applications with knowledge and tools.

Source-Backed
Enterprise controls

Zapier documents same-account collaboration for Team and Enterprise users with owner and editor permissions; account owners and designated super admins can access organization agents as described in the plan-specific access model.

Source-Backed

n8n documents workflow sharing, owner and administrator visibility, workflow roles and permissions, projects, credential restrictions, and plan-dependent RBAC, SSO, and enterprise access features. Exact controls vary between Cloud and self-hosted editions.

Source-Backed

CrewAI documents Enterprise team management for inviting teammates, configuring role-based access control, and controlling access to production automations.

Source-Backed

Dify Enterprise documents multi-tenant isolation with tenant-level quotas, billing, and access policies, plus deployment inside a customer VPC or air-gapped environment and bring-your-own-key encryption. Exact identity, audit, and license controls still require confirmation for the selected edition.

Source-Backed
Privacy & data policy

Zapier publishes security and compliance controls applicable to its platform services.

Source-Backed

n8n offers both n8n-managed Cloud hosting and self-hosting, which lets customers control infrastructure and data handling. Privacy, retention, model-provider processing, and subprocessors depend on the chosen deployment and connected AI services.

Source-Backed

CrewAI's current platform terms grant CrewAI a limited license to use Customer Data to provide the platform, improve and develop products and services—including training or developing models or algorithms—and create aggregated or anonymized data. Buyers should reconcile this contractual language with any negotiated enterprise data terms before using sensitive workloads.

Source-Backed

Dify states that it does not use AI interaction data for model training. With customer-supplied model keys, data goes to the selected provider under that provider's terms; with Dify-managed providers, subprocessors are contractually prohibited from training on the data. Retention continues only as needed for service, security, legal, and recordkeeping purposes before deletion or anonymization.

Source-Backed
Integrations

Zapier Agents can use actions from Zapier's app library as tools, with users selecting an app, an action, and an account connection; each executed action consumes Agent activity under the applicable plan limits.

Source-Backed

n8n provides built-in app and service integrations, core nodes, credential-only nodes, community nodes, and documented integration-building paths. Individual node availability and credentials still require validation.

Source-Backed

CrewAI documents Enterprise triggers and flows for Gmail, Drive, Outlook, Teams, OneDrive, HubSpot, Slack, and Salesforce, plus integration tooling for existing CrewAI automations and Amazon Bedrock Agents.

Source-Backed

Dify documents data-source plugin types for web crawlers, online documents, and online drives, with examples including Notion, Confluence, GitHub, OneDrive, Google Drive, Box, AWS S3, and Tencent COS; individual connectors require their own authentication and configuration.

Source-Backed
Decision boundary

What you can take away

This page is ready to support a shortlist. Agenova currently supports 24 of 28 selected cells with reliable evidence. Validate the remaining 4 gaps before purchase or deployment.

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