Marketing & Sales Automation
Automate outreach, CRM updates and growth workflows.
Questions to answer before choosing
Use these three questions to define the job before comparing products.
- Which lead sources and sales stages should be automated?
- How will the team prevent spam, inaccurate personalization and brand risk?
- Can attribution be measured in the existing CRM rather than only inside the tool?
When not to automate yet
A short pause can prevent an expensive pilot with no owner or measurable outcome.
- A repeatable task with a clear owner and measurable outcome
- A stable process with known inputs, outputs and exceptions
- A pilot that can be observed safely and compared with today’s baseline
- The baseline cost, volume and error rate before automation
- Who owns exceptions, maintenance and the final decision
- How data, permissions and failures are recorded
- A process that changes before the team can measure it
- A project with no owner or acceptance criteria
- A technology purchase made only because the demo looks exciting
Three ways to solve the same problem
Choose the lowest layer that reliably removes the bottleneck.
Process first
Standardize the workflow, remove unnecessary steps and measure the bottleneck before buying technology.
Software automation
Use workflows, RPA or AI agents when the work is digital and the inputs and exceptions can be defined.
Physical robot
Use an arm, AMR, drone or humanoid when movement in the real world is the constraint to remove.
Tools for this scene · 8 tools
UiPath
RPA
Enterprise RPA leader with agentic automation
Public purchase / signup
Zapier
Workflow Automation
Connect 7000+ apps without code
Public purchase / signup
Activepieces
Workflow Automation
Open-source automation platform for developers and business users
Public purchase / signup
Lindy
AI Agents
AI assistant that automates tasks and workflows.
Public purchase / signup
Relevance AI
AI Agents
Build and manage AI agents and workflows without code.
Public purchase / signup
n8n
Workflow Automation
Open-source workflow automation, self-hostable
Public purchase / signup
Make
Workflow Automation
Visual automation with powerful branching
Public purchase / signup
Coze
AI Agents
ByteDance's no-code bot builder
Public purchase / signup