Document intake and extraction
PDF purchase orders, certificates of insurance or intake forms arrive by email, AI extracts key fields, and the scenario writes them to Airtable or the CRM. Low-confidence results go to a review queue.
Automation platform · Make
AI automation with Make
Make is the visual automation tool firms reach for when Zapier gets expensive or a workflow needs real branching: if the client is commercial do this, if residential do that, if the document is unreadable send it to a person. Scenarios look like flowcharts, which helps when an operations lead has to explain the process to an owner.
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Make released a new Make AI Agent app in February 2026, in open beta. Make says agents work from instructions and knowledge files you provide, and that you can see the agent's step-by-step reasoning to debug its decisions. You can use Make's own AI provider or, on paid plans, connect OpenAI, Gemini or Anthropic Claude.
Practical automations
Branching lead routing
Leads are routed by service type, ZIP code and job size to the right estimator, with a different follow-up sequence for each branch.
Weekly client report assembly
Data from Google Analytics, the ad platform and the CRM is combined into a draft client report, with an AI-written summary the account manager edits before sending.
Data sync between field and office tools
Jobs, customers and invoices stay in sync between a field service app and QuickBooks Online, with errors logged to a sheet someone checks daily.
Agent for routine client questions
A Make AI Agent drafts answers to common emailed questions, such as office hours or document checklists, using your FAQ file. Staff approve before sending.
Commonly connected to
Pitfalls to avoid
- Building scenarios so large that only the original builder can follow them.
- Skipping error handlers, so one bad record stops a whole batch overnight.
- Relying on an open beta agent for a client-facing step without a human checkpoint.
When not to automate
If the workflow is a simple two-step trigger and action between popular apps, Make's flexibility is overkill and Zapier or a native integration is faster to set up. If nobody on staff wants to learn Make, plan for outside support or choose a simpler tool.
Common questions
Is Make cheaper than Zapier?
It often is for high-volume or multi-step workflows, because pricing is based on operations rather than tasks, but it depends on your volume and plan. Check current pricing for both with your real numbers before deciding.
How should we use Make AI Agent safely?
Give it narrow instructions, a short knowledge file, and only the app connections it needs. Review its reasoning on a sample of runs each week. Keep a person approving anything sent to a client while the feature is in beta.
Who should own Make in a small firm?
One named person, usually operations or IT, with a documented list of scenarios and a backup. If you use an outside partner, make sure the account is in your company's name and you have admin access.
Industries that use Make
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