Automation tools
Malleable compared with Zapier

Malleable vs. Zapier: expert-defined operations and connected automation

Zapier and Malleable both automate multi-step work across business systems. Zapier gives builders a broad set of automation assets. Malleable gives domain experts a direct way to define and run the end-to-end operation.

Shared foundation

What Malleable and Zapier have in common.

Multi-step execution

Both turn recurring work into a structured sequence that can run reliably.

App connectivity

Both read from and act in the business systems involved in the work.

AI inside the process

Both use models for interpretation, generation, and decisions alongside deterministic actions.

People and visibility

Both can involve people at defined points and provide a record of execution.

The main difference

Who turns the team's process into the executable system?

Zapier

A Zapier builder assembles and maintains Zaps, agents, data sources, interfaces, and approval steps.

Malleable

The domain expert describes the end-to-end operation. Malleable builds its visible stages, constraints, judgment, and handoffs.

Side by side

What follows from that difference.

Process visibility
Zapier
The process is spread across Zaps, agents, tables, interfaces, and approvals
Malleable
One view shows the operation beyond its individual Zapier assets
Authorship
Zapier
A builder translates the work into automation assets and agent instructions
Malleable
Experts define the operation instead of its Zapier implementation
Unexpected cases
Zapier
Each expected variation needs another path, fallback, or focused agent
Malleable
Expert constraints let the operation adapt without another Zap path
Human decisions
Zapier
Builders wire forms and approvals into the automation's paths
Malleable
Handoffs include the run history and recommendation a decision needs
Change burden
Zapier
A process change can require edits across several automation assets
Malleable
The expert changes one operation and reviews the result
Operational ownership
Zapier
Automation teams own the assets that encode the process
Malleable
Domain experts own one representation of the operation