Zapier
Best for: Simple linear app-to-app triggers; fastest to wire up; biggest catalog of pre-built integrations.
Where it breaks: Multi-step logic gets expensive fast. Limited handling of unstructured data, documents, conversational flows, or anything LLM-driven without bolting on extra tools.
Choose WorkflowTime when: When your Zaps have grown into a fragile graph, when per-task pricing is biting, or when you need real conditional logic, error handling, and AI on top.
Make (Integromat)
Best for: Visual scenario builder with branching, iterators, aggregators. More power than Zapier for the same price.
Where it breaks: Still no-code — debugging complex scenarios is painful, version control is limited, and AI/LLM steps depend on third-party modules. Hard to maintain at scale.
Choose WorkflowTime when: When a Make scenario crosses ~20 modules, when you need git-style versioning and proper observability, or when you want LLM logic that is testable and reliable.
n8n
Best for: Self-hosted, code-friendly, fair pricing for high-volume workflows. Great for technical teams that want control.
Where it breaks: You still own the hosting, the maintenance, the upgrades, the monitoring, and any integrations n8n doesn't have.
Choose WorkflowTime when: When you want the n8n philosophy without staffing it internally — we build, host, monitor, and iterate as your engineering partner.
Bardeen / Browser AI
Best for: Personal productivity automations, scraping flows, quick wins on top of websites you already use.
Where it breaks: Not designed for back-office systems, not built for team-wide reliability, not a fit for regulated workflows.
Choose WorkflowTime when: When a Bardeen prototype proved the value and you now need a production-grade version that lives outside one user’s browser.
Custom in-house build
Best for: Maximum control if you have the engineering bandwidth and a team that already knows AI/automation patterns.
Where it breaks: Slow to ship the first version. Easy to under-invest in observability, retries, and evals — which is where most in-house automations quietly fail.
Choose WorkflowTime when: When your engineers should be working on your core product, not on internal automations and integrations.