Generic "automate your business with AI" lists rarely say what actually gets built. Each idea below names the trigger, the AI step, and the output so you can evaluate whether it fits your process.
Customer support
- Ticket triage — incoming ticket → classify intent + urgency → route to correct queue.
- Draft-reply assistant — ticket + knowledge base → drafted reply → human approves and sends.
- Sentiment escalation — incoming message → sentiment score → auto-escalate if negative + high value customer.
- Bug report structuring — free-text bug report → extract steps, environment, severity → create structured ticket.
- Support macro suggestion — ticket content → suggest closest existing help article or macro.
Sales and lead generation
- Lead scoring — form submission → score based on firm size, role, stated need → route hot leads instantly.
- Meeting note summarization — call transcript → summary + action items → pushed to CRM.
- Proposal first draft — deal details → drafted proposal using your template → rep edits and sends.
- Inbound qualification chat — chatbot conversation → structured lead data → CRM record created.
- Follow-up email drafting — deal stage + notes → suggested follow-up email → rep reviews.
Marketing and content
- Content brief generation — target keyword + competitor pages → structured content brief.
- Internal linking suggestions — new article → suggested existing pages to link to/from.
- Social caption drafts — published article → platform-specific caption drafts.
- Meta description drafts — page content → suggested title/description within length limits (see the SEO Meta Checker).
- Competitor change monitoring — competitor page snapshot diff → summarized what changed.
Operations and finance
- Invoice data extraction — incoming invoice PDF → extracted vendor, amount, due date → entered into accounting system.
- Expense categorization — transaction description → category assignment → flagged if unusual.
- Vendor email triage — incoming vendor email → classify as invoice, inquiry, or spam → route accordingly.
- Contract clause extraction — uploaded contract → extract key dates, obligations, renewal terms.
- Weekly ops report draft — raw metrics → written summary with notable changes highlighted.
HR and internal
- Resume screening summary — resume → structured summary against role requirements (human makes final call).
- Internal FAQ chatbot — employee question → answer from internal docs (a RAG chatbot — see RAG Chatbots Explained).
- Meeting scheduling assistant — email thread → extract availability → propose times.
- Onboarding checklist generator — new hire role → tailored onboarding checklist.
- Policy Q&A — employee question about a policy document → cited answer from the actual policy text.
How to pick which one to build first
Score each candidate on three factors:
- Frequency — how often does this happen per week?
- Time per instance — how long does it take manually right now?
- Tolerance for error — what happens if the AI gets it wrong 5% of the time?
Multiply frequency × time saved to estimate impact, and use the AI Automation ROI Calculator to put a number on it before you build anything. Favor high-frequency, low-error-tolerance-cost tasks for your first project.