Make
Branching and shared follow-up steps
Comparison
Choose by what you must maintain: Zapier for broad managed workflow coverage; Make for explicit data and branching logic. Validate governance and AI costs separately.
Updated September 2, 2026
Make
Branching and shared follow-up steps
Zapier
Builder and onboarding for simple workflows
Decision guide
Compare the strongest case for each tool and focus on the requirements that matter most to your workflow.
Starting point
Choose between the tools by weighing workflow fit, pricing, and the tradeoff that matters most.
When to switch
Choose Make or Zapier when it better matches the workflow requirements that matter most.
Comparison coverage
Open the full table when you need row-level reasons behind each workflow tradeoff.
Reader fit
Match the recommendation to your workflow first. Each card gives the better fit, then names the condition that should make you reconsider.
Make
Nobody can investigate bundle-level failures or maintain incomplete-execution recovery for critical workflows.
Make
Nobody can investigate bundle-level failures or maintain incomplete-execution recovery for critical workflows.
Zapier
Your budget assumes every AI or code step costs one task, including tool calls and extended runtime.
Zapier
Your budget assumes every AI or code step costs one task, including tool calls and extended runtime.
Decision evidence
Compare the factors that favor each tool; the full table includes every criterion and row-level verdict.
Key tradeoffs
The core capabilities that most directly shape what each product can do.
AI steps and agents
Builder and onboarding for simple workflows
Core product evidence
The core capabilities that most directly shape what each product can do.
AI steps and agents
Builder and onboarding for simple workflows
How work actually gets done day to day once you are inside the product.
Branching and shared follow-up steps
Data transformation
Workflow evidence
How work actually gets done day to day once you are inside the product.
Branching and shared follow-up steps
Data transformation
Plan structure, entry cost, and where the economics start to change.
AI and code metering
Ordinary workflow usage
Pricing evidence
Plan structure, entry cost, and where the economics start to change.
AI and code metering
Ordinary workflow usage
How well each tool fits into the rest of your stack and connected apps.
Custom APIs and authentication
Native app coverage
Integrations evidence
How well each tool fits into the rest of your stack and connected apps.
Custom APIs and authentication
Native app coverage
Shared work, team workflows, handoffs, and multi-user coordination.
Collaboration and team access
Collaboration evidence
Shared work, team workflows, handoffs, and multi-user coordination.
Collaboration and team access
Admin control, compliance posture, permissions, and policy management.
Identity and enterprise governance
Organization observability
Governance evidence
Admin control, compliance posture, permissions, and policy management.
Identity and enterprise governance
Organization observability
The full table lists every criterion, both tool summaries, and the row-level verdict.
| Dimension | Make | Zapier | Winner |
|---|---|---|---|
Core product2 row(s) The core capabilities that most directly shape what each product can do. | |||
AI steps and agentsPrimary | Make AI Agent (New) runs inside scenarios with knowledge and tools; open beta. Make-hosted and paid-plan custom-provider routes differ. | AI by Zapier uses tools inside task-billed Zaps. Standalone Agents is migrating to this model; legacy activity allowances do not transfer into platform tasks. | Tie |
Builder and onboarding for simple workflowsPrimary | Visual scenario canvas exposes modules and data mapping; the owner needs to understand bundles and execution flow. | Visual Zap editor guides trigger/action setup; integrated Tables and Forms support a straightforward intake-to-action workflow. | Zapier |
Workflow6 row(s) How work actually gets done day to day once you are inside the product. | |||
Branching and shared follow-up stepsPrimary | Router runs matching routes sequentially. Open-beta If-else selects one branch; Merge rejoins its conditional routes. | Paths run sequentially. Common actions after all branches require duplicated steps or a Sub-Zap. | Make |
Data transformationPrimary | Iterators split arrays into bundles; aggregators rebuild combined results. Module mapping makes the intermediate data flow visible. | Formatter, Looping and JavaScript/Python code cover transformations; several built-in utility steps are task-free. | Make |
Failure recoveryPrimary | Retry can store a failed bundle for automatic or manual completion when incomplete executions are enabled. | Custom error paths are paid features; they disable that Zap's Autoreplay and usual error emails when the handler runs. | Tie |
AI-assisted building | Maia, in public beta, creates, changes and debugs scenarios. Paid usage draws credits after promotional allowances. | Copilot, in open beta, builds, expands and troubleshoots workflows. Paid plans have unlimited messages; Free has daily limits. | Tie |
Migration effort | Blueprint JSON preserves Make configuration; account connections must be established after import. Budget a separate port to Zapier. | Native JSON import/export is documented for Team/Enterprise. Budget to rebuild Make logic and any Tables/Forms dependencies. | Tie |
Run diagnostics and retention | Execution logs: 7 days on Free, 30 on Core/Pro/Teams, 60 on Enterprise. Pro adds full-text log search. | Zap history shows step inputs, outputs and versions; documented storage/display limits are up to 60 days and 10,000 runs. | Tie |
Pricing5 row(s) Plan structure, entry cost, and where the economics start to change. | |||
AI and code meteringPrimary | Hosted AI adds token-related credits; custom-provider bills are separate. Make Code, a paid-plan open beta, uses two credits per execution second. | AI steps and supported tool calls use 1x/3x/5x rates. Code uses one task per run; enabled extended runtime adds one per 30 seconds above the plan allowance. | Tie |
Ordinary workflow usagePrimary | Most non-AI module executions cost one credit; empty trigger checks and per-item processing can add usage. Routers/filters are free. | Ordinary successful app actions cost one task. Triggers, polling, Formatter, Filters, Paths and several built-in utilities are uncharged. | Tie |
Overages and spending controlsPrimary | Extra credits cost 25% above the plan credit rate. Auto-purchases use 10,000-credit blocks, with a limit tied to the subscription. | Paid pay-per-task rates depend on plan and billing cycle. The documented total cap is three times the included task allowance. | Tie |
Entry-plan allowance and billing basis | Core offers a 10,000-credit tier. Confirm checkout price, currency, billing cycle and offer; live and indexed displays differed during research. | Professional starts at US$19.99/month billed annually or US$29.99 month to month for 750 tasks. Annual pricing requires a year commitment. | Open |
Free-plan workflow boundaries | 1,000 credits/month, two active scenarios, routers/filters and a 15-minute minimum scheduled interval. | 100 tasks/month, one user and two-step Zap workflows after the paid trial; Tables and Forms are included with limits. | Tie |
Integrations2 row(s) How well each tool fits into the rest of your stack and connected apps. | |||
Custom APIs and authenticationPrimary | HTTP v4 supports API keys, OAuth2, secure credential storage and native pagination. | Paid API by Zapier, currently beta, supports OAuth2/API keys; API Request actions and reusable Custom Actions extend supported integrations. | Tie |
Native app coveragePrimary | Advertises 3,000+ apps; check the required modules and fields for each service. | Advertises 9,000+ apps; broader catalog, but individual triggers and actions still need checking. | Zapier |
Collaboration1 row(s) Shared work, team workflows, handoffs, and multi-user coordination. | |||
Collaboration and team access | Teams adds team roles and shared templates. Private Spaces is available across plans for isolated building. | Team includes 25 users, shared Zap workflows/folders and shared app connections; Enterprise includes unlimited users. | Tie |
Governance2 row(s) Admin control, compliance posture, permissions, and policy management. | |||
Identity and enterprise governancePrimary | Enterprise includes SSO, audit logs and Custom Roles. Private Space admin visibility excludes run history and credential details. | Team includes SAML SSO. Enterprise adds app/action policies; API by Zapier needs separate managed-app governance. | Tie |
Organization observability | Paid-plan Grid content search finds modules, fields and configuration across scenarios; Enterprise adds analytics. | Enterprise analytics provides account-level usage, successful-run rates, error rates and activity metrics. | Tie |
Full comparison table
The full table lists every criterion, both tool summaries, and the row-level verdict.
| Dimension | Make | Zapier | Winner |
|---|---|---|---|
Core product2 row(s) The core capabilities that most directly shape what each product can do. | |||
AI steps and agentsPrimary | Make AI Agent (New) runs inside scenarios with knowledge and tools; open beta. Make-hosted and paid-plan custom-provider routes differ. | AI by Zapier uses tools inside task-billed Zaps. Standalone Agents is migrating to this model; legacy activity allowances do not transfer into platform tasks. | Tie |
Builder and onboarding for simple workflowsPrimary | Visual scenario canvas exposes modules and data mapping; the owner needs to understand bundles and execution flow. | Visual Zap editor guides trigger/action setup; integrated Tables and Forms support a straightforward intake-to-action workflow. | Zapier |
Workflow6 row(s) How work actually gets done day to day once you are inside the product. | |||
Branching and shared follow-up stepsPrimary | Router runs matching routes sequentially. Open-beta If-else selects one branch; Merge rejoins its conditional routes. | Paths run sequentially. Common actions after all branches require duplicated steps or a Sub-Zap. | Make |
Data transformationPrimary | Iterators split arrays into bundles; aggregators rebuild combined results. Module mapping makes the intermediate data flow visible. | Formatter, Looping and JavaScript/Python code cover transformations; several built-in utility steps are task-free. | Make |
Failure recoveryPrimary | Retry can store a failed bundle for automatic or manual completion when incomplete executions are enabled. | Custom error paths are paid features; they disable that Zap's Autoreplay and usual error emails when the handler runs. | Tie |
AI-assisted building | Maia, in public beta, creates, changes and debugs scenarios. Paid usage draws credits after promotional allowances. | Copilot, in open beta, builds, expands and troubleshoots workflows. Paid plans have unlimited messages; Free has daily limits. | Tie |
Migration effort | Blueprint JSON preserves Make configuration; account connections must be established after import. Budget a separate port to Zapier. | Native JSON import/export is documented for Team/Enterprise. Budget to rebuild Make logic and any Tables/Forms dependencies. | Tie |
Run diagnostics and retention | Execution logs: 7 days on Free, 30 on Core/Pro/Teams, 60 on Enterprise. Pro adds full-text log search. | Zap history shows step inputs, outputs and versions; documented storage/display limits are up to 60 days and 10,000 runs. | Tie |
Pricing5 row(s) Plan structure, entry cost, and where the economics start to change. | |||
AI and code meteringPrimary | Hosted AI adds token-related credits; custom-provider bills are separate. Make Code, a paid-plan open beta, uses two credits per execution second. | AI steps and supported tool calls use 1x/3x/5x rates. Code uses one task per run; enabled extended runtime adds one per 30 seconds above the plan allowance. | Tie |
Ordinary workflow usagePrimary | Most non-AI module executions cost one credit; empty trigger checks and per-item processing can add usage. Routers/filters are free. | Ordinary successful app actions cost one task. Triggers, polling, Formatter, Filters, Paths and several built-in utilities are uncharged. | Tie |
Overages and spending controlsPrimary | Extra credits cost 25% above the plan credit rate. Auto-purchases use 10,000-credit blocks, with a limit tied to the subscription. | Paid pay-per-task rates depend on plan and billing cycle. The documented total cap is three times the included task allowance. | Tie |
Entry-plan allowance and billing basis | Core offers a 10,000-credit tier. Confirm checkout price, currency, billing cycle and offer; live and indexed displays differed during research. | Professional starts at US$19.99/month billed annually or US$29.99 month to month for 750 tasks. Annual pricing requires a year commitment. | Open |
Free-plan workflow boundaries | 1,000 credits/month, two active scenarios, routers/filters and a 15-minute minimum scheduled interval. | 100 tasks/month, one user and two-step Zap workflows after the paid trial; Tables and Forms are included with limits. | Tie |
Integrations2 row(s) How well each tool fits into the rest of your stack and connected apps. | |||
Custom APIs and authenticationPrimary | HTTP v4 supports API keys, OAuth2, secure credential storage and native pagination. | Paid API by Zapier, currently beta, supports OAuth2/API keys; API Request actions and reusable Custom Actions extend supported integrations. | Tie |
Native app coveragePrimary | Advertises 3,000+ apps; check the required modules and fields for each service. | Advertises 9,000+ apps; broader catalog, but individual triggers and actions still need checking. | Zapier |
Collaboration1 row(s) Shared work, team workflows, handoffs, and multi-user coordination. | |||
Collaboration and team access | Teams adds team roles and shared templates. Private Spaces is available across plans for isolated building. | Team includes 25 users, shared Zap workflows/folders and shared app connections; Enterprise includes unlimited users. | Tie |
Governance2 row(s) Admin control, compliance posture, permissions, and policy management. | |||
Identity and enterprise governancePrimary | Enterprise includes SSO, audit logs and Custom Roles. Private Space admin visibility excludes run history and credential details. | Team includes SAML SSO. Enterprise adds app/action policies; API by Zapier needs separate managed-app governance. | Tie |
Organization observability | Paid-plan Grid content search finds modules, fields and configuration across scenarios; Enterprise adds analytics. | Enterprise analytics provides account-level usage, successful-run rates, error rates and activity metrics. | Tie |
Editorial analysis
See where each tool fits better and how pricing or workflow needs can change the choice.
Analysis note
Focus on the exceptions, pricing differences, and workflow constraints that could change the recommendation.
For straightforward app-to-app automation, our starting point is Zapier when its existing triggers and actions cover the job. A form submission that creates a customer record and sends a notification fits its guided workflow approach. Buyers who also need intake forms and working data tables can keep those pieces together: Zap workflows, Tables, Forms and MCP sit within the Zapier platform. Make becomes the stronger trial when designing and maintaining the data flow is the main job. Zapier platform plans.
Catalog breadth supports that starting point. Zapier advertises 9,000+ apps; Make advertises 3,000+. These are vendor catalog counts. Check the exact trigger, action, custom fields and authentication your process needs before treating an app logo as coverage. A missing action can turn a simple automation into an API project on either platform. Zapier integrations, Make integrations.
Both provide visual builders and AI assistance. Copilot helps create, expand and troubleshoot Zapier workflows; Maia by Make creates, modifies and debugs scenarios through conversation. Maia is in public beta. The practical onboarding question is whether the eventual owner can understand the generated field mappings and recover from a bad run. Our fit judgments here come from official documentation; a pilot should establish your team's actual build and maintenance effort. Zapier Copilot, Maia documentation.
Choose Make first for operations involving lists of items, several destinations and shared follow-up logic. Its Router processes matching routes sequentially. The open-beta If-else and Merge modules select one matching branch and reconnect those conditional branches to a common continuation; a normal Router does not merge this way. Zapier Paths also execute sequentially, but shared actions after all branches require duplication or a Sub-Zap. That distinction matters when the same logging or fulfillment step must be maintained across many branches. Make Router, Make If-else and Merge, beta release note, Zapier Paths.
Make's iterators and aggregators make splitting an order into line items and rebuilding a combined result explicit. Its HTTP v4 module adds native pagination and dedicated credential handling. Zapier can also transform data with Formatter, Looping and code. API by Zapier supports OAuth2 and API-key connections for services without native integrations; API Request actions and reusable Custom Actions cover missing operations in supported apps. Choose according to which implementation your team can maintain. Make module behavior, Make HTTP, Zapier API options.
AI-heavy work deserves its own trial. Make AI Agent (New), in open beta, runs inside scenarios and can use knowledge and tools such as modules, scenarios and MCP tools. AI by Zapier can use app actions and knowledge sources as tools within a Zap. Zapier is migrating standalone Agents into this task-billed model; existing users should test converted workflows and disable the old agent after a successful cutover. Test the same inputs, permitted tools and required outputs, and judge the completed business action as well as the generated text. Make AI Agent (New), AI by Zapier.
For governed teams, compare actual permissions before choosing a builder. Make Enterprise adds SSO, audit logs and Custom Roles. Zapier Team includes SAML SSO, while Enterprise adds app and action controls. One specific boundary needs testing: Zapier documents that API by Zapier is outside app access controls and allowed-domain rules, and recommends managing it as a managed app. A policy that covers native connectors alone may leave your custom API route outside the intended controls. Make Enterprise, Make governance, Zapier app access controls.
Credits and tasks measure different work, so neither the entry price nor the larger allowance number establishes better value. Make's live and indexed pricing displays differed during research; confirm its checkout currency and applicable offer before comparing it with Zapier's USD pricing. Annual monthly-equivalent prices also require an annual commitment. Price the tier that supports your users, sharing and permissions, then estimate usage for a completed process. A low individual entry price does not establish the cost of a governed team.
Consider an illustrative 100 single-record events followed by two ordinary app actions. If Make executes one charged trigger and two one-credit actions per event, that design consumes 300 credits. The corresponding Zap consumes 200 tasks because its trigger is uncharged. Additional empty polling checks can consume Make credits; Zapier polling is uncharged. Lists, lookups, retries and additional executed branches change the totals. These are conditional accounting examples, not measured throughput. Make credit accounting, Zapier task accounting.
Separate building costs from execution costs. Maia interactions can draw from the same credit pool as scenarios after promotional allowances. Copilot interactions do not consume Zapier tasks. For Make agents, using Make's AI Provider adds token-related credits; using your own provider connection on a paid plan leaves Make execution charges while provider usage is billed separately. Knowledge processing and tool execution also need allowance. Maia pricing, Copilot usage, Make agent credit usage.
New AI by Zapier steps use model rates of 1, 3 or 5 tasks for the step and the same rate for each supported tool call. Premium is the paid-plan default: a Premium step making two tool calls uses 15 tasks. Bringing your own model account uses the 1x rate plus your provider bill. Legacy standalone Agents have an activity allowance, but migrated AI by Zapier workflows use platform tasks without a separate Agents subscription; MCP calls use two platform tasks. Code runtime can add charges too, so count more than visible boxes in the editor. AI model tier pricing, legacy Agents usage, migration billing, Zapier task rates.
Decide how overages should behave before a volume spike. Make extra credits carry a 25% premium over the plan's credit rate; automatic purchases come in 10,000-credit blocks. Zapier's pay-per-task rate depends on the account's plan and billing cycle, and its documented maximum is three times the plan allowance including the original allocation. Inspect the account settings for the exact rate and spending boundary. If extra usage is unavailable or disabled, work can pause or be held. Make extra credits, Zapier pay-per-task billing.
Test recovery alongside successful execution. Make's Retry handler stores a failed bundle for later completion and requires incomplete executions to be enabled. Zapier's custom error handlers turn off Autoreplay for that Zap and suppress the usual error notification emails when the handler runs. Add the notification and recovery behavior your process actually needs; a handled exception alone does not prove an order reached its destination. Make Retry handler, Zapier custom error handling.
Use a pilot appropriate to the buyer lane:
Keep execution evidence long enough to investigate incidents. Make offers full-text execution-log search from Pro, and paid-plan Grid content search can locate configurations across scenarios. Zap history exposes step inputs and outputs; Zapier Enterprise adds account analytics. Confirm retention and export requirements against the selected plan. Make pricing, Make Grid search, Zap history, Zapier analytics.
Budget migration as a rebuild and retest. Make blueprints preserve scenario configuration but require account connections to be established after import. Zapier documents native JSON import/export for Team and Enterprise accounts. Those formats help inventory a workflow; they do not establish cross-platform compatibility. Recheck triggers, mappings, list handling, stored data and permissions, including any Tables or Forms dependencies. Move one workflow with duplicate protection and a rollback plan before extending the cutover. Make blueprints, Zapier workflow import/export.
Compare the Make profile and Zapier profile, then check Make pricing and Zapier pricing for plan boundaries and buying routes.
Evidence boundary
Editorial guidance grounded in official product sources.
FAQ
The units are different. Make Free includes 1,000 credits, two active scenarios and routers/filters. Zapier Free includes 100 tasks and two-step workflows after the paid trial. Make trigger checks can consume credits even without new data; Zapier triggers do not consume tasks. Estimate your actual workflow.
Make's open-beta If-else and Merge modules can select one conditional branch and rejoin its output. A normal Make Router cannot merge this way. Zapier Paths require duplicated common steps or a Sub-Zap for shared follow-up work. Both vendors document sequential execution of their ordinary routes or paths.
Maia interactions can consume Make credits from the scenario pool after promotional allowances. Paid Zapier plans provide unlimited Copilot messages, while Free has daily limits; Copilot interactions do not consume tasks. Running the resulting automation has its own credit or task cost.
AI by Zapier uses platform tasks at model-dependent rates, with additional tool-call usage. Zapier is migrating standalone Agents into this model, which removes the separate Agents subscription for migrated workflows. Legacy activity allowances are not interchangeable with platform tasks. Existing users should check their migration status and test the converted Zap before disabling the old agent.
Make's HTTP v4 supports authenticated requests and native pagination. API by Zapier supports OAuth2 or API-key connections; API Request actions and Custom Actions extend supported native apps. Check authentication, pagination and rate limits. Enterprise buyers should also verify the special governance boundary around API by Zapier.
Treat the move as a rebuild and retest. Make blueprints and Zapier's native JSON exports describe their own workflow configurations, so sharing the JSON format does not establish compatibility. Recreate connections, mappings, trigger behavior and recovery logic, and account for any stored data, Forms or Tables dependencies.
Continue the decision
Use the product pages if you want to confirm current pricing, positioning, and product details before you commit.
Make

AI Workflow Automation
Visual AI automation and agent orchestration across apps, APIs, data, and models
Last verified August 25, 2026
Zapier

AI Workflow Automation
AI orchestration across workflows, apps, data, forms, MCP, and developer surfaces
Last verified August 28, 2026
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