50 AI Tasks Founders Should Stop Doing Manually

Research: turn raw material into decisions.

The tasks below are candidates for assisted work, not unattended authority. Give the tool material you are allowed to use, ask it to flag missing evidence and keep a person responsible for consequential decisions. Start with a task that repeats every week.

• 01. Interview synthesis. Supply five transcripts; request themes with exact supporting quotes. Check every quote against its source.
• 02. Competitor positioning. Provide current product pages; compare audience, promise and pricing structure. Separate vendor claims from verified facts.
• 03. Research question design. Share your assumptions; ask for questions that could disprove them. Remove leading questions before interviews.
• 04. Market evidence log. Give source links and notes; produce a dated claim-and-evidence table. Mark stale or unsupported statistics.
• 05. Decision memo. Provide options, constraints and evidence; request a one-page recommendation with tradeoffs and what would change the answer.

Marketing: make the argument clearer.

• 06. Landing-page objections. Feed approved customer objections; map each to a section and a defensible response. Check that the product delivers the promise.
• 07. Headline exploration. Supply one audience and benefit; request five distinct arguments. Choose an argument before testing wording.
• 08. Campaign brief. Turn a product release into an audience, problem, message and CTA. Verify the feature is actually available.
• 09. Search intent grouping. Provide keyword data you own; cluster by the job a visitor wants done. Review ambiguous queries manually.
• 10. Experiment backlog. Supply funnel observations; request hypotheses, success measures and stop conditions. Estimate sample size before calling a winner.

Sales: prepare better conversations.

• 11. Account brief. Use permitted company research and CRM notes; summarize relevant triggers and open questions. Remove invented personal details.
• 12. Discovery preparation. Provide the account brief; draft questions about workflow, cost and buying process. Avoid assuming budget or authority.
• 13. Call follow-up draft. Supply approved notes; summarize decisions, owners and dates. A person verifies commitments before sending.
• 14. CRM cleanup suggestions. Flag duplicates and missing fields from an export. Review proposed merges before changing live records.
• 15. Lost-deal analysis. Group recorded reasons and quotations. Distinguish a stated objection from your interpretation of the loss.

Operations: keep the handoffs visible.

• 16. Meeting action list. Convert notes into action, owner and date. Highlight anything with no explicit owner rather than guessing.
• 17. SOP draft. Describe a process once; generate a checklist with inputs and failure paths. Have someone else follow it before adoption.
• 18. Vendor comparison. Supply requirements and proposals; build a like-for-like matrix. Verify renewal terms and excluded costs.
• 19. Weekly operating brief. Summarize approved metric exports, blockers and decisions. Keep metric definitions and comparison periods visible.
• 20. Document index. Organize existing policies by topic, owner and last review date. Keep originals and flag contradictory versions.

Support: assist the agent and improve the product.

• 21. Ticket classification. Group a sample by issue and urgency. Review misclassifications before using categories for routing.
• 22. Suggested response. Provide current help articles and the ticket; draft a cited answer. Escalate missing or conflicting guidance.
• 23. Help-center gap report. Compare frequent questions with existing docs. Prioritize gaps by actual ticket volume.
• 24. Bug report normalization. Convert a conversation into steps, expected behavior and evidence. Ask for missing reproduction details.
• 25. Escalation summary. Assemble the timeline, attempted fixes and open issue. Remove unrelated customer information before sharing.

Product: reduce the cost of learning.

• 26. Feature acceptance criteria. Turn a brief into user-visible success and failure cases. Review access and data consequences.
• 27. Prototype variants. Generate two workflows for one task using real content. Test comprehension before adding visual polish.
• 28. Edge-case checklist. Supply a feature flow; ask about empty, slow, failed and repeated actions. Prioritize plausible failures.
• 29. Release-note draft. Summarize the final changes for customers. Verify limitations and availability against the release.
• 30. Feedback clustering. Group requests by the underlying job rather than wording. Keep links back to individual observations.

Hiring: improve process materials, keep decisions human.

• 31. Role scorecard. Turn business needs into observable responsibilities. Review requirements for necessity and fairness.
• 32. Interview guide. Draft consistent job-related questions and an evidence rubric. Have the hiring team approve them.
• 33. Work-sample instructions. Create a bounded exercise from real role tasks. Check accessibility, time burden and evaluation criteria.
• 34. Onboarding plan. Assemble a first-week checklist from approved team docs. Assign a real owner to each dependency.
• 35. Candidate communication draft. Rewrite approved scheduling or process information clearly. A person checks and sends it; do not automate selection decisions.

Finance: prepare the analysis, verify the numbers.

• 36. Expense categorization suggestions. Propose categories for a permitted export. Your bookkeeper reviews before ledger changes.
• 37. Renewal register. Extract vendor, date and notice period from your contracts. Check the original clauses and calendar entries.
• 38. Runway scenario model. Use your verified cash and spending inputs; model explicit scenarios. Recalculate formulas independently.
• 39. Invoice discrepancy list. Compare an invoice with purchase terms. Flag differences for review instead of initiating payment.
• 40. Budget narrative. Explain actual-versus-plan differences from a checked spreadsheet. Separate arithmetic from speculation about causes.

Content: reuse the thinking, preserve the substance.

• 41. Expert interview outline. Turn your research into questions that reveal concrete experience. Remove generic prompts.
• 42. Long-form outline. Organize your original notes into a clear argument. Identify evidence gaps before drafting.
• 43. Editing pass. Ask for unclear claims, repeated points and unnecessary jargon. Retain your meaning and factual qualifications.
• 44. Content repurposing. Adapt an approved article into a short post and email draft. Check that compressed claims remain accurate.
• 45. Content refresh audit. Compare dated articles with current source documents. Flag revisions; never silently invent new facts.

Engineering and analytics: make the work reviewable.

• 46. Repository orientation. Ask for the main modules and one traced user journey. Check file references before relying on the explanation.
• 47. Test-case design. Provide behavior and a known failure; request a regression case. Make sure it fails before the fix.
• 48. Query draft. Supply a schema and metric definition; draft a read-only query. Review joins, timezones and duplicate counting.
• 49. Log triage. Share a sanitized error sample; group patterns and likely boundaries. Confirm the hypothesis before changing production.
• 50. Accessibility review checklist. Inspect labels, focus, contrast and keyboard paths for a feature. Verify in the real interface with assistive checks.