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AI WORKFLOW LIBRARY · BY ROLE + INDUSTRY
Start with the work
you already do.
Browse practical AI and automation ideas by role and industry. Each example tells you where AI fits, where deterministic automation fits, and where a person should remain responsible.
THE SIMPLE RULE
AI interprets. Automation moves. Humans decide.
Move data, create records, trigger reminders, route known cases.
Approve exceptions, commitments, sensitive communication, and consequential decisions.
MARKETING
AI workflows for marketing teams
Use AI for synthesis and drafting; automate routing, QA, and repeatable publishing steps.
Campaign brief builder
Turn goals, audience, offer, constraints, and source material into a review-ready brief.
- Starter stack
- Claude or ChatGPT
- Human checkpoint
- Approve consequential actions before they happen.
Content repurposing engine
Turn one approved source into newsletter, social, and short-form drafts without inventing proof.
- Starter stack
- Claude or ChatGPT + CMS
- Human checkpoint
- Approve consequential actions before they happen.
Lead routing
Enrich and route inbound leads using explicit rules, with exceptions sent to a person.
- Starter stack
- HubSpot + Zapier/Make
- Human checkpoint
- Review exceptions and failures.
Performance summary
Summarize campaign metrics, anomalies, and questions for a marketer to review.
- Starter stack
- Analytics + AI
- Human checkpoint
- Approve consequential actions before they happen.
Campaign QA
Check UTMs, naming, links, required fields, and launch checklist items.
- Starter stack
- Zapier/Make
- Human checkpoint
- Review exceptions and failures.
SALES
AI workflows for sales teams
Reduce research and CRM busywork while keeping outreach, qualification, and relationship decisions human-owned.
Account research brief
Create a concise company and contact brief from approved sources before outreach.
- Starter stack
- Claude or ChatGPT
- Human checkpoint
- Review before relying on the output.
Call notes to CRM
Extract decisions, objections, next steps, and draft CRM updates from call notes.
- Starter stack
- AI + CRM
- Human checkpoint
- Approve consequential actions before they happen.
Follow-up draft
Draft a personalized follow-up from the actual conversation and approved offer facts.
- Starter stack
- AI + HubSpot
- Human checkpoint
- Approve consequential actions before they happen.
Pipeline risk summary
Summarize stalled deals, missing next steps, and records needing review.
- Starter stack
- CRM + AI
- Human checkpoint
- Approve consequential actions before they happen.
CRM hygiene
Create tasks or update deterministic fields from approved triggers.
- Starter stack
- HubSpot + Zapier
- Human checkpoint
- Review exceptions and failures.
AGENCY & CONSULTING
AI workflows for agencies and consultants
Speed up synthesis, delivery, and project operations without delegating client judgment to a model.
Discovery synthesis
Turn interview and workshop notes into themes, risks, decisions, and open questions.
- Starter stack
- Claude or ChatGPT
- Human checkpoint
- Review before relying on the output.
Proposal first draft
Draft scope language from approved discovery notes and pricing inputs.
- Starter stack
- AI + Docs
- Human checkpoint
- Approve consequential actions before they happen.
Client onboarding
Create folders, tasks, reminders, and welcome steps after an approved engagement.
- Starter stack
- Project tool + Zapier/Make
- Human checkpoint
- Review exceptions and failures.
Status report
Assemble progress, blockers, decisions, and next steps from source systems.
- Starter stack
- AI + project tool
- Human checkpoint
- Approve consequential actions before they happen.
Case study draft
Turn a finished project and verified results into a case-study first draft.
- Starter stack
- AI + CMS
- Human checkpoint
- Approve consequential actions before they happen.
ECOMMERCE
AI workflows for ecommerce businesses
Use AI around product language and insights; automate repeatable order, support, lifecycle, and merchandising operations.
Product description draft
Draft copy from verified product facts, benefits, and brand guidelines.
- Starter stack
- AI + Shopify
- Human checkpoint
- Approve consequential actions before they happen.
Support triage
Classify incoming support, identify urgency, and route exceptions.
- Starter stack
- Help desk + AI
- Human checkpoint
- Approve consequential actions before they happen.
Post-purchase review request
Trigger review outreach after approved fulfillment milestones.
- Starter stack
- Shopify + email platform
- Human checkpoint
- Review exceptions and failures.
Merchandising summary
Summarize conversion, AOV, returns, and product trends for review.
- Starter stack
- Analytics + AI
- Human checkpoint
- Approve consequential actions before they happen.
Lifecycle handoff
Move customers into the correct post-purchase or replenishment journey using explicit rules.
- Starter stack
- Shopify + email automation
- Human checkpoint
- Review exceptions and failures.
REAL ESTATE
AI workflows for real estate professionals
Save time on research, preparation, and follow-up while keeping representation, advice, and client communication under human control.
Listing description draft
Draft listing copy from verified property details and approved language.
- Starter stack
- AI + listing data
- Human checkpoint
- Approve consequential actions before they happen.
Inquiry follow-up
Prepare a personalized response to a legitimate inbound lead.
- Starter stack
- AI + CRM
- Human checkpoint
- Approve consequential actions before they happen.
Showing reminders
Trigger confirmations, reminders, and internal prep tasks.
- Starter stack
- Calendar + CRM
- Human checkpoint
- Review exceptions and failures.
Market brief
Summarize public market information and questions to review before sharing.
- Starter stack
- Research + AI
- Human checkpoint
- Approve consequential actions before they happen.
Transaction checklist
Create and update internal tasks from known milestones.
- Starter stack
- Transaction tool + Zapier
- Human checkpoint
- Review exceptions and failures.
HVAC & FIELD SERVICE
AI workflows for HVAC and field service companies
Automate scheduling and follow-up around the field operation while keeping diagnosis, pricing approval, and customer commitments controlled.
Service request intake
Capture web or phone intake into a structured job request and route it.
- Starter stack
- Field service CRM + Zapier
- Human checkpoint
- Review exceptions and failures.
Estimate preparation
Prepare a draft estimate from approved price-book inputs for human review.
- Starter stack
- CRM + AI
- Human checkpoint
- Approve consequential actions before they happen.
Appointment reminders
Send confirmation and reminder messages from scheduled jobs.
- Starter stack
- Field service CRM
- Human checkpoint
- Review exceptions and failures.
Technician notes summary
Turn approved job notes into a concise internal/customer-ready draft.
- Starter stack
- AI + CRM
- Human checkpoint
- Approve consequential actions before they happen.
Review & maintenance follow-up
Trigger review requests and maintenance reminders after completed jobs.
- Starter stack
- CRM + email/SMS
- Human checkpoint
- Review exceptions and failures.
FREELANCE
AI workflows for freelancers
Use AI as a working partner for proposals, delivery, and reuse while automating the admin around the work.
Proposal draft
Create a first proposal from a client brief, your scope rules, and approved pricing.
- Starter stack
- AI + Docs
- Human checkpoint
- Approve consequential actions before they happen.
Meeting to actions
Extract decisions, tasks, owners, and follow-up questions.
- Starter stack
- Claude or ChatGPT
- Human checkpoint
- Review before relying on the output.
Invoice reminders
Trigger polite reminders based on invoice status and due date.
- Starter stack
- Accounting + Zapier
- Human checkpoint
- Review exceptions and failures.
Portfolio case study
Turn completed work and verified outcomes into a reusable case-study draft.
- Starter stack
- AI + CMS
- Human checkpoint
- Approve consequential actions before they happen.
Weekly admin reset
Summarize open invoices, follow-ups, tasks, and deadlines into one review list.
- Starter stack
- AI + project tools
- Human checkpoint
- Approve consequential actions before they happen.
CUSTOMER SUPPORT
AI workflows for customer support teams
Apply AI to triage and drafting, while keeping policy exceptions, sensitive cases, refunds, and escalations under human review.
Ticket classification
Classify topic, urgency, intent, and likely route.
- Starter stack
- Help desk + AI
- Human checkpoint
- Approve consequential actions before they happen.
Response draft
Draft a reply from approved knowledge and the actual ticket context.
- Starter stack
- AI + help desk
- Human checkpoint
- Approve consequential actions before they happen.
Escalation routing
Route safety, legal, refund, cancellation, or high-risk cases using explicit rules.
- Starter stack
- Help desk automation
- Human checkpoint
- Review exceptions and failures.
Conversation summary
Summarize a long thread for the next agent.
- Starter stack
- AI + help desk
- Human checkpoint
- Review before relying on the output.
Issue trend brief
Cluster recurring support themes and summarize product-impact questions.
- Starter stack
- AI + analytics
- Human checkpoint
- Approve consequential actions before they happen.
OPERATIONS
AI workflows for operations teams
Turn repeatable processes into controlled systems and keep ambiguous exceptions visible.
SOP automation analysis
Identify repetitive, rules-based, AI-friendly, and human-review steps.
- Starter stack
- Automately SOP Analyzer
- Human checkpoint
- Review before relying on the output.
System sync
Move approved records between systems based on explicit events.
- Starter stack
- Make/n8n/Zapier
- Human checkpoint
- Review exceptions and failures.
Weekly operating report
Summarize metrics, exceptions, blockers, and missing inputs.
- Starter stack
- BI + AI
- Human checkpoint
- Approve consequential actions before they happen.
Task creation
Create tasks and owners from approved triggers and milestones.
- Starter stack
- Project tool + automation
- Human checkpoint
- Review exceptions and failures.
Process exception queue
Route incomplete or unusual cases to a human rather than silently failing.
- Starter stack
- Workflow platform
- Human checkpoint
- Review exceptions and failures.
CREATOR & NEWSLETTER
AI workflows for creators and newsletters
Accelerate idea development and repurposing without outsourcing the point of view that makes the content worth reading.
Idea expansion
Turn a core idea into questions, angles, outlines, and research tasks.
- Starter stack
- Claude or ChatGPT
- Human checkpoint
- Review before relying on the output.
Newsletter draft
Draft from your notes, source links, and editorial POV.
- Starter stack
- AI + email platform
- Human checkpoint
- Approve consequential actions before they happen.
Content repurposing
Create platform-specific derivatives from an approved original.
- Starter stack
- AI + scheduler
- Human checkpoint
- Approve consequential actions before they happen.
Publishing checklist
Automate link checks, metadata, scheduling, and internal reminders.
- Starter stack
- CMS + automation
- Human checkpoint
- Review exceptions and failures.
Audience insight summary
Summarize replies, comments, and survey themes without treating sentiment as fact.
- Starter stack
- AI + survey/email
- Human checkpoint
- Approve consequential actions before they happen.
COMMON QUESTIONS
How to use AI in a workflow
What business processes are good candidates for AI?
Language-heavy work is usually the clearest starting point: summarizing, extracting, classifying, researching, drafting, and comparing. Keep consequential decisions under human review.
What should be automated instead of handled by AI?
Use conventional automation for repeatable system actions with clear rules: moving data, creating records, scheduling reminders, syncing systems, and routing known cases.
Where should humans stay involved?
Keep people responsible for approvals, exceptions, sensitive communication, commitments, pricing decisions, legal or financial consequences, and other high-impact judgments.
How should I choose the first workflow?
Choose a frequent, low-consequence process you already understand. Prove the manual AI-assisted version first, document edge cases, and connect systems only after the workflow is dependable.