Skip to main content

100 Practical AI Business Examples

How Is AI Used in Business? 100 Practical Examples

See how AI is used in business across 100 real tasks, including what information to provide, what the system can produce, which technology the work requires, and where a person should check the result.

How AI is used in business across communication, marketing, analytics, operations, files, and scheduling
Tasks
100
Departments
10
Handoff modes
2

How AI Is Used in Business, Task by Task

AI is used to draft, summarize, classify, organize, analyze, transcribe, extract, forecast, or coordinate business work. Every task assumes the AI has the right information, access, instructions, and boundaries. "AI can handle" means the work is repeatable enough to run under written rules with monitoring. "AI prepares; you approve" means a person should review the output before it affects a customer, employee, payment, contract, or public claim.

A list built around handoffs, not hype

The 100 tasks are grouped by business function and classified by handoff mode, information sensitivity, and the primary technology required. Some need only a general-purpose AI model. Others require connected software, document processing, transcription, analytics, optimization, or computer vision.

Two AI work paths: monitored routine tasks and drafts that stop for human approval

Know what kind of AI the task requires

AI is not one tool. Use these labels to separate work a general-purpose model can do from work that needs another system doing the math, accessing records, reading documents, transcribing audio, optimizing routes, or interpreting images.

General-purpose AI

Drafts, summarizes, compares, classifies, or organizes material you provide.

Connected automation

Needs approved access to email, calendars, CRM, files, messaging, or another business system.

Document AI or OCR

Reads scans or structured documents and may require page-level citations.

Transcription plus AI

Requires lawful recording and speech-to-text before the model can summarize it.

Computation or analytics

Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.

Optimization engine

Needs specialized software to calculate feasible routes or other constrained plans.

Computer vision

Uses images as evidence, but a qualified person still confirms defects, severity, and safety.

Four rules before you hand over the work

Handles does not mean unsupervised

AI can handle means the task can run under written rules with monitoring and sample checks. AI prepares; you approve means a person reviews every output before it is sent, saved, published, or acted on.

Use a real calculation tool for numbers

Do not trust a chat window to calculate totals, reconcile records, detect anomalies, forecast demand, or optimize routes. Let an appropriate system perform the computation, then use AI to explain or organize the result.

Permission comes first

Recording, messaging, outreach, hiring, testimonials, photos, employee data, and client documents may require consent, notice, or another lawful basis before AI touches them.

Sensitive data needs an approved environment

Customer, employee, financial, legal, insurance, and health-related information belongs only in tools with appropriate contractual data controls, retention rules, access limits, and human accountability.

AI does not remove the rules that already apply to advertising, collections, hiring, driving and dispatch, legal work, insurance, privacy, safety, or professional advice. Use qualified people and approved systems wherever the underlying work is regulated.

Access third-party platforms through an official API, authorized export, or licensed tool. Do not rely on prohibited scraping or assume every profile, review site, or directory can be read automatically.

Small datasets can mislead. Seasonal analysis needs enough history, and anonymized feedback can still identify people in a small team. State sample limits and protect identities before drawing conclusions.

Find Where AI Fits in Your Business

Search the library or narrow it by department and handoff mode.

100 tasks shown

Customer communication

10 tasks
1
AI can handle moderate sensitivity Connected automation

Summarize a crowded inbox

A short briefing grouped by urgent, waiting, and informational messages.

See the handoff
Give AI
Access to the messages you want reviewed and rules for what matters.
You get
A short briefing grouped by urgent, waiting, and informational messages.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Confirm priorities before acting on anything sensitive.
Link to #1
2
AI prepares; you approve moderate sensitivity General-purpose AI

Draft routine email replies

A reply draft ready for editing.

See the handoff
Give AI
The incoming message, approved facts, and examples of your voice.
You get
A reply draft ready for editing.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Approve every promise, price, deadline, and recipient before sending.
Link to #2
3
AI can handle high sensitivity Connected automation

Answer common questions from approved FAQs

Consistent answers grounded in your own policies.

See the handoff
Give AI
A current, versioned knowledge base with approved answers and clear escalation rules.
You get
Consistent answers grounded in your own policies.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Route exceptions, pricing questions, and uncertain answers to a person. Review logged conversations regularly for anything your policies never authorized.
Link to #3
4
AI can handle moderate sensitivity Connected automation

Route customer messages to the right person

Classified messages assigned to the appropriate queue or owner.

See the handoff
Give AI
Your inbox or ticket categories, team roles, and routing rules.
You get
Classified messages assigned to the appropriate queue or owner.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Audit misroutes and keep emergency categories human-monitored.
Link to #4
5
AI can handle moderate sensitivity Connected automation

Flag urgent or frustrated customer messages

A prioritized list with the language that triggered each flag.

See the handoff
Give AI
Recent messages and examples of what your business considers urgent.
You get
A prioritized list with the language that triggered each flag.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Have a person assess threats, safety issues, and serious complaints.
Link to #5
6
AI prepares; you approve moderate sensitivity General-purpose AI

Translate routine customer messages

A translated draft that preserves the intended tone.

See the handoff
Give AI
The original text, target language, and approved business terminology.
You get
A translated draft that preserves the intended tone.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Use a fluent reviewer for consequential or culturally sensitive communication.
Link to #6
7
AI can handle high sensitivity Connected automation

Prepare appointment reminders

Personalized reminder messages queued through your approved messaging system.

See the handoff
Give AI
Verified scheduling data, reminder timing, and each customer’s consent and channel preferences.
You get
Personalized reminder messages queued through your approved messaging system.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Verify dates, times, locations, consent records, and honored opt-outs before any batch send.
Link to #7
8
AI prepares; you approve moderate sensitivity Connected automation

Draft missed-call follow-ups

A concise text or email acknowledging the missed call.

See the handoff
Give AI
Call details, your response window, and the next action you offer.
You get
A concise text or email acknowledging the missed call.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Confirm identity and context before sending account-specific information.
Link to #8
9
AI prepares; you approve moderate sensitivity Connected automation

Prepare post-service check-ins

A tailored message asking whether everything met expectations.

See the handoff
Give AI
Completed-job details and your approved follow-up sequence.
You get
A tailored message asking whether everything met expectations.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Review complaints personally rather than continuing an automated sequence.
Link to #9
10
AI prepares; you approve high sensitivity Transcription plus AI

Turn a call transcript into a customer record

A structured draft summary with low-confidence transcript passages marked for review.

See the handoff
Give AI
A lawfully recorded transcript and the fields used in your CRM.
You get
A structured draft summary with low-confidence transcript passages marked for review.
Primary technology
Transcription plus AI: Requires lawful recording and speech-to-text before the model can summarize it.
Human checkpoint
Verify names, commitments, private details, and recording consent before saving.
Link to #10

Sales and lead management

10 tasks
11
AI can handle high sensitivity Connected automation

Extract lead details from forms and messages

Clean contact, service, timing, and source fields for your CRM.

See the handoff
Give AI
Incoming inquiries and the fields your sales process requires.
You get
Clean contact, service, timing, and source fields for your CRM.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Confirm critical details and follow your data-retention rules.
Link to #11
12
AI prepares; you approve high sensitivity General-purpose AI

Pre-qualify leads against your criteria

A fit summary, missing questions, and a recommended next step.

See the handoff
Give AI
Written qualification criteria and the lead information available.
You get
A fit summary, missing questions, and a recommended next step.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
A person owns final acceptance, rejection, and any fairness-sensitive decision.
Link to #12
13
AI prepares; you approve moderate sensitivity Connected automation

Research prospective customers

A source-linked brief on each prospect and likely points of relevance.

See the handoff
Give AI
A target list, research criteria, and permitted public sources.
You get
A source-linked brief on each prospect and likely points of relevance.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Verify every cited fact before using it in outreach, remove unsourced claims, and never infer sensitive personal traits.
Link to #13
14
AI can handle moderate sensitivity Connected automation

Build a pre-meeting sales brief

A one-page briefing with context, open questions, and next-step options.

See the handoff
Give AI
Approved CRM notes, public research, and the meeting objective.
You get
A one-page briefing with context, open questions, and next-step options.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Check that private notes are appropriate for the intended audience.
Link to #14
15
AI prepares; you approve high sensitivity General-purpose AI

Draft personalized first-touch outreach

A specific, concise outreach draft without fabricated familiarity.

See the handoff
Give AI
Verified prospect facts, your offer, and a legitimate reason to contact them.
You get
A specific, concise outreach draft without fabricated familiarity.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Verify each detail, confirm the lawful basis for contacting every recipient, and approve the send list. Never let the tool expand the list itself.
Link to #15
16
AI prepares; you approve moderate sensitivity General-purpose AI

Draft sales follow-ups from conversation notes

A follow-up that recaps the discussion and proposes the next step.

See the handoff
Give AI
Meeting notes, agreed actions, and your preferred tone.
You get
A follow-up that recaps the discussion and proposes the next step.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Confirm every commitment and remove anything that was not discussed.
Link to #16
17
AI prepares; you approve high sensitivity General-purpose AI

Create a proposal first draft

A structured proposal draft tailored to the prospect.

See the handoff
Give AI
Approved scope, deliverables, exclusions, timeline, and pricing.
You get
A structured proposal draft tailored to the prospect.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Approve all commercial terms, claims, prices, and legal language.
Link to #17
18
AI prepares; you approve high sensitivity General-purpose AI

Prepare an estimate-scope checklist

A checklist of scope items, missing details, and questions to resolve.

See the handoff
Give AI
Job notes, photos when appropriate, service rules, and known constraints.
You get
A checklist of scope items, missing details, and questions to resolve.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
A qualified person inspects when needed and sets the final scope and price.
Link to #18
19
AI can handle high sensitivity Connected automation

Update CRM fields from sales notes

Consistent CRM entries with source notes attached.

See the handoff
Give AI
Approved notes, a field map, and permission boundaries.
You get
Consistent CRM entries with source notes attached.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Spot-check changes and restrict destructive or bulk updates.
Link to #19
20
AI can handle moderate sensitivity Connected automation

Find stalled opportunities in the pipeline

A prioritized list of neglected opportunities and suggested follow-up actions.

See the handoff
Give AI
Pipeline stages, activity dates, and your definition of stalled.
You get
A prioritized list of neglected opportunities and suggested follow-up actions.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Confirm context before contacting anyone or changing a deal stage.
Link to #20

Marketing and content

10 tasks
21
AI can handle low sensitivity General-purpose AI

Turn customer questions into content ideas

Useful article, video, email, and social topics organized by intent.

See the handoff
Give AI
Real, anonymized questions and your products, services, and audience.
You get
Useful article, video, email, and social topics organized by intent.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Choose topics you can answer with real expertise.
Link to #21
22
AI prepares; you approve low sensitivity General-purpose AI

Build an article outline

A logical outline with the questions the article should answer.

See the handoff
Give AI
A verified topic, audience, search intent, and source material.
You get
A logical outline with the questions the article should answer.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Ensure the outline adds experience and does not imitate a competitor.
Link to #22
23
AI prepares; you approve low sensitivity General-purpose AI

Repurpose one piece of content into several formats

Draft posts, emails, summaries, talking points, and timestamped clip suggestions for an editor.

See the handoff
Give AI
Your original article, webinar, podcast, or video transcript.
You get
Draft posts, emails, summaries, talking points, and timestamped clip suggestions for an editor.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Check that context and claims survived the shorter formats.
Link to #23
24
AI prepares; you approve moderate sensitivity General-purpose AI

Draft a customer newsletter

A structured newsletter with subject-line options and a clear next step.

See the handoff
Give AI
Approved news, offers, links, audience, and examples of your voice.
You get
A structured newsletter with subject-line options and a clear next step.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Verify facts, links, audience rules, and promotional claims before sending.
Link to #24
25
AI prepares; you approve low sensitivity General-purpose AI

Plan a social media calendar

A realistic calendar with topics, formats, and asset requirements.

See the handoff
Give AI
Business goals, channels, available assets, dates, and posting capacity.
You get
A realistic calendar with topics, formats, and asset requirements.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Approve timing and make sure the plan reflects real business activity.
Link to #25
26
AI prepares; you approve moderate sensitivity General-purpose AI

Draft social posts in your voice

Platform-ready drafts with varied hooks and calls to action.

See the handoff
Give AI
Verified facts, source material, voice examples, and platform constraints.
You get
Platform-ready drafts with varied hooks and calls to action.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Review every public claim, tag, image, and link before publishing.
Link to #26
27
AI prepares; you approve moderate sensitivity General-purpose AI

Generate ad-copy variants for testing

Distinct headline, body-copy, and call-to-action variants.

See the handoff
Give AI
A verified offer, audience, proof, restrictions, and platform limits.
You get
Distinct headline, body-copy, and call-to-action variants.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Approve claims and confirm compliance with ad-platform and industry rules.
Link to #27
28
AI prepares; you approve moderate sensitivity General-purpose AI

Draft a landing page from an approved offer

A complete first draft organized around the visitor decision.

See the handoff
Give AI
The offer, audience, evidence, objections, required language, and CTA.
You get
A complete first draft organized around the visitor decision.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Verify proof, terms, accessibility, tracking, and the live form before launch.
Link to #28
29
AI can handle low sensitivity General-purpose AI

Write creative briefs for images or video

Shot lists, scene descriptions, dimensions, and production notes.

See the handoff
Give AI
Campaign goal, audience, brand rules, format, and reference assets.
You get
Shot lists, scene descriptions, dimensions, and production notes.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Check brand fit, rights, representation, and platform requirements.
Link to #29
30
AI can handle low sensitivity General-purpose AI

Check drafts against your brand voice

Flagged mismatches and suggested revisions with explanations.

See the handoff
Give AI
The draft plus approved writing samples and a voice guide.
You get
Flagged mismatches and suggested revisions with explanations.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
A brand owner decides which changes sound true to the business.
Link to #30

Reputation and visibility

10 tasks
31
AI can handle moderate sensitivity Connected automation

Collect new reviews into one review queue

A consolidated list grouped by rating, topic, and response status.

See the handoff
Give AI
Review sources available through an official API, platform export, or licensed reputation tool.
You get
A consolidated list grouped by rating, topic, and response status.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Confirm every source is accessed under its terms, never through prohibited scraping, and do not alter or suppress legitimate feedback.
Link to #31
32
AI prepares; you approve high sensitivity General-purpose AI

Draft responses to online reviews

A calm, specific response draft that avoids inventing details.

See the handoff
Give AI
The review, verified context, and approved response guidelines.
You get
A calm, specific response draft that avoids inventing details.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
A person handles serious complaints, legal issues, refunds, and admissions.
Link to #32
33
AI can handle moderate sensitivity General-purpose AI

Find recurring themes in customer reviews

Common praise, complaints, changes over time, and illustrative excerpts.

See the handoff
Give AI
A representative review export and the period being analyzed.
You get
Common praise, complaints, changes over time, and illustrative excerpts.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Read the source reviews before acting on a summarized pattern.
Link to #33
34
AI prepares; you approve moderate sensitivity General-purpose AI

Identify potential testimonial excerpts

Candidate excerpts organized by service or customer outcome.

See the handoff
Give AI
Customer feedback you are permitted to use and your selection criteria.
You get
Candidate excerpts organized by service or customer outcome.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Get required permission and preserve the customer’s meaning.
Link to #34
35
AI prepares; you approve moderate sensitivity General-purpose AI

Draft Google Business Profile posts

Concise local-business post drafts matched to the available assets.

See the handoff
Give AI
Current offers, services, photos, dates, and approved links.
You get
Concise local-business post drafts matched to the available assets.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Verify offer details and preview the post before publishing.
Link to #35
36
AI prepares; you approve moderate sensitivity General-purpose AI

Prepare answers for business-profile questions

Clear answer drafts written for public viewing.

See the handoff
Give AI
Actual customer questions and your approved policies and service facts.
You get
Clear answer drafts written for public viewing.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Confirm policies, service areas, and pricing language are current.
Link to #36
37
AI can handle moderate sensitivity Connected automation

Audit business-listing consistency

A discrepancy report covering names, addresses, phones, hours, and URLs, including profiles the system could not read.

See the handoff
Give AI
Your canonical business details plus an export or screenshot set from a listing-management tool.
You get
A discrepancy report covering names, addresses, phones, hours, and URLs, including profiles the system could not read.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Verify the correct source of truth before editing any listing.
Link to #37
38
AI can handle low sensitivity General-purpose AI

Compare competitor messaging

A sourced comparison of positioning, offers, proof, and content gaps.

See the handoff
Give AI
Named competitors, public pages, and the questions you want compared.
You get
A sourced comparison of positioning, offers, proof, and content gaps.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Check dates and avoid copying protected language or creative work.
Link to #38
39
AI can handle low sensitivity General-purpose AI

Research sponsorship and community opportunities

A sourced shortlist with dates, costs when public, and contact routes.

See the handoff
Give AI
Your audience, geography, budget range, and eligibility requirements.
You get
A sourced shortlist with dates, costs when public, and contact routes.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Verify current terms and business fit before committing money.
Link to #39
40
AI prepares; you approve moderate sensitivity Connected automation

Match your expertise to media opportunities

Relevant opportunities and a draft response grounded in your experience.

See the handoff
Give AI
Your verified credentials, topics, and a feed of journalist requests.
You get
Relevant opportunities and a draft response grounded in your experience.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Confirm expertise, disclosure rules, deadlines, and every factual claim.
Link to #40

Meetings and administration

10 tasks
41
AI can handle high sensitivity Transcription plus AI

Summarize a meeting

A concise summary of decisions, unresolved questions, and context.

See the handoff
Give AI
Consented notes or a transcript plus the meeting purpose.
You get
A concise summary of decisions, unresolved questions, and context.
Primary technology
Transcription plus AI: Requires lawful recording and speech-to-text before the model can summarize it.
Human checkpoint
Attendees verify consequential decisions and confidential details.
Link to #41
42
AI can handle moderate sensitivity General-purpose AI

Extract action items, owners, and due dates

A task list with owners, deadlines, and links back to the source.

See the handoff
Give AI
Meeting notes or transcript and your preferred task format.
You get
A task list with owners, deadlines, and links back to the source.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Confirm assignments with the people named.
Link to #42
43
AI can handle high sensitivity Connected automation

Assemble a daily owner briefing

One digest of appointments, leads, exceptions, and work needing a decision.

See the handoff
Give AI
Approved data sources, priorities, thresholds, and reporting time.
You get
One digest of appointments, leads, exceptions, and work needing a decision.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Keep source links visible and investigate anomalies before acting.
Link to #43
44
AI can handle moderate sensitivity General-purpose AI

Build a task tracker from scattered notes

A clean tracker grouped by project, owner, status, and due date.

See the handoff
Give AI
The notes, a destination template, and rules for owners and deadlines.
You get
A clean tracker grouped by project, owner, status, and due date.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Remove duplicates and confirm deadlines that were only implied.
Link to #44
45
AI can handle moderate sensitivity Connected automation

Suggest meeting times from calendar availability

Suitable time options without exposing unrelated calendar details.

See the handoff
Give AI
Authorized calendars, duration, time zone, and scheduling rules.
You get
Suitable time options without exposing unrelated calendar details.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Confirm participants, travel time, and the final invitation.
Link to #45
46
AI prepares; you approve low sensitivity General-purpose AI

Draft a focused meeting agenda

A timed agenda with decisions needed and preparation requests.

See the handoff
Give AI
The objective, attendees, prior decisions, and available time.
You get
A timed agenda with decisions needed and preparation requests.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
The meeting owner confirms priorities and attendees.
Link to #46
47
AI prepares; you approve moderate sensitivity Transcription plus AI

Turn a process demonstration into an SOP draft

A step-by-step procedure with prerequisites, exceptions, and checkpoints.

See the handoff
Give AI
A transcript, screen recording notes, and the intended user.
You get
A step-by-step procedure with prerequisites, exceptions, and checkpoints.
Primary technology
Transcription plus AI: Requires lawful recording and speech-to-text before the model can summarize it.
Human checkpoint
A knowledgeable person runs the procedure before approval.
Link to #47
48
AI can handle high sensitivity Connected automation

Answer staff questions from approved SOPs

Answers linked to the relevant instruction and an escalation when unclear.

See the handoff
Give AI
Current approved procedures, permissions, and escalation contacts.
You get
Answers linked to the relevant instruction and an escalation when unclear.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Do not let the system invent policy or bypass a required supervisor.
Link to #48
49
AI can handle high sensitivity Document AI or OCR

Name and classify incoming documents

Consistent names, tags, and suggested storage locations.

See the handoff
Give AI
Files, naming conventions, retention rules, and access boundaries.
You get
Consistent names, tags, and suggested storage locations.
Primary technology
Document AI or OCR: Reads scans or structured documents and may require page-level citations.
Human checkpoint
Review private, regulated, or ambiguous documents before moving them.
Link to #49
50
AI prepares; you approve moderate sensitivity Connected automation

Assemble a recurring status report

A consistent report highlighting progress, changes, risks, and decisions.

See the handoff
Give AI
Current source data, last report, reporting period, and audience.
You get
A consistent report highlighting progress, changes, risks, and decisions.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Verify every number and remove information the audience should not receive.
Link to #50

Data and reporting

10 tasks
51
AI prepares; you approve high sensitivity Computation or analytics

Clean and standardize spreadsheet data

An inspectable transformation script or formula set plus a complete change log, run against a copy first.

See the handoff
Give AI
A copy of the data, the expected schema, and normalization rules.
You get
An inspectable transformation script or formula set plus a complete change log, run against a copy first.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Test the transformation and approve every merge or deletion before changing the source data.
Link to #51
52
AI prepares; you approve moderate sensitivity Computation or analytics

Write or explain spreadsheet formulas

A formula, explanation, and test cases for common edge conditions.

See the handoff
Give AI
Column definitions, sample rows, and the desired calculation.
You get
A formula, explanation, and test cases for common edge conditions.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Validate results against known examples before relying on them.
Link to #52
53
AI can handle high sensitivity Computation or analytics

Summarize a spreadsheet in plain English

Key totals, patterns, caveats, and notable changes with row references.

See the handoff
Give AI
A defined dataset connected to a spreadsheet or data-analysis tool, a date range, and business questions.
You get
Key totals, patterns, caveats, and notable changes with row references.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Verify filters, units, missing data, and every total against the source calculation.
Link to #53
54
AI can handle high sensitivity Computation or analytics

Flag unusual values or sudden changes

A ranked anomaly list with the values and periods that triggered each flag.

See the handoff
Give AI
Historical data in a tool that can compute over it, normal ranges, and explicit numeric thresholds.
You get
A ranked anomaly list with the values and periods that triggered each flag.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Treat flags as investigation leads, not proof of a cause.
Link to #54
55
AI prepares; you approve high sensitivity Computation or analytics

Suggest useful customer segments

Explainable segment ideas and the characteristics defining each group.

See the handoff
Give AI
Permitted customer data, a business objective, and excluded attributes.
You get
Explainable segment ideas and the characteristics defining each group.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Check privacy, bias, sample size, and whether the segmentation is fair.
Link to #55
56
AI can handle high sensitivity Computation or analytics

Analyze themes in survey responses

Themes, sentiment, outliers, and representative comments.

See the handoff
Give AI
An anonymized response export and the survey questions.
You get
Themes, sentiment, outliers, and representative comments.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Read source responses and avoid overstating small or biased samples.
Link to #56
57
AI prepares; you approve moderate sensitivity Computation or analytics

Explain campaign performance in plain English

A concise explanation of results, uncertainty, and questions to investigate.

See the handoff
Give AI
Verified metrics, definitions, dates, comparisons, and campaign changes.
You get
A concise explanation of results, uncertainty, and questions to investigate.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Verify attribution and do not turn correlation into causation.
Link to #57
58
AI prepares; you approve high sensitivity Computation or analytics

Flag potential inventory reorder needs

Suggested reorder candidates with the data behind each recommendation.

See the handoff
Give AI
Inventory levels, sales history, lead times, and reorder rules.
You get
Suggested reorder candidates with the data behind each recommendation.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
A person approves quantities, timing, suppliers, and purchases.
Link to #58
59
AI can handle moderate sensitivity Computation or analytics

Find seasonal demand patterns

Recurring peaks and slow periods observed in the history, with sample limitations stated. This describes past demand; it is not a forecast.

See the handoff
Give AI
At least two to three full years of dated data in an analysis tool, including notes on promotions and outages.
You get
Recurring peaks and slow periods observed in the history, with sample limitations stated. This describes past demand; it is not a forecast.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Account for promotions, outages, weather, and other confounding events.
Link to #59
60
AI prepares; you approve high sensitivity Computation or analytics

Compare business scenarios

A side-by-side comparison showing tradeoffs and sensitivity to assumptions.

See the handoff
Give AI
Documented assumptions, constraints, options, and decision criteria.
You get
A side-by-side comparison showing tradeoffs and sensitivity to assumptions.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Leadership owns the assumptions and the final decision.
Link to #60

Finance preparation

10 tasks
61
AI can handle high sensitivity Document AI or OCR

Extract data from receipts

Merchant, date, amount, tax, and line-item data with uncertain values flagged.

See the handoff
Give AI
Legible receipt images and the fields your records require.
You get
Merchant, date, amount, tax, and line-item data with uncertain values flagged.
Primary technology
Document AI or OCR: Reads scans or structured documents and may require page-level citations.
Human checkpoint
Verify totals and retain originals according to policy.
Link to #61
62
AI can handle high sensitivity Document AI or OCR

Extract data from invoices

Structured invoice details and exceptions such as missing purchase orders.

See the handoff
Give AI
Invoices and the approved vendor and accounting field map.
You get
Structured invoice details and exceptions such as missing purchase orders.
Primary technology
Document AI or OCR: Reads scans or structured documents and may require page-level citations.
Human checkpoint
A person confirms vendor identity, bank details, amounts, and approval status.
Link to #62
63
AI prepares; you approve high sensitivity General-purpose AI

Suggest expense categories

Category suggestions with confidence and ambiguous transactions separated.

See the handoff
Give AI
Transaction descriptions and your approved chart of accounts.
You get
Category suggestions with confidence and ambiguous transactions separated.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
A bookkeeper or responsible owner approves the classification.
Link to #63
64
AI prepares; you approve high sensitivity Computation or analytics

Prepare a reconciliation exception list

A written explanation of unmatched, duplicated, or inconsistent entries produced by the matching system.

See the handoff
Give AI
Authorized records for the same period, matched first by accounting software or an inspectable script.
You get
A written explanation of unmatched, duplicated, or inconsistent entries produced by the matching system.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
A qualified person resolves exceptions and posts adjustments.
Link to #64
65
AI prepares; you approve high sensitivity General-purpose AI

Draft overdue-payment reminders

A professional reminder matched to the stage of collection.

See the handoff
Give AI
Verified invoice status, due date, balance, terms, and customer history.
You get
A professional reminder matched to the stage of collection.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Confirm the debt and follow contract, dispute, and collection rules.
Link to #65
66
AI prepares; you approve high sensitivity Computation or analytics

Prepare a cash-flow forecast draft

A scenario-based forecast with shortfall periods and assumptions exposed.

See the handoff
Give AI
Current balances, expected inflows, obligations, timing, and assumptions.
You get
A scenario-based forecast with shortfall periods and assumptions exposed.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
A responsible financial decision-maker validates data and decisions.
Link to #66
67
AI can handle high sensitivity Computation or analytics

Summarize budget variances

Material variances ranked by amount and percentage, with questions to investigate.

See the handoff
Give AI
Budget and actuals on the same account structure, with variances calculated in your finance system or spreadsheet.
You get
Material variances ranked by amount and percentage, with questions to investigate.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Verify classifications and ask budget owners for the causes.
Link to #67
68
AI prepares; you approve high sensitivity General-purpose AI

Compare vendor quotes

A normalized comparison of cost, scope, timing, warranty, and missing terms.

See the handoff
Give AI
Comparable quotes plus requirements, exclusions, and decision criteria.
You get
A normalized comparison of cost, scope, timing, warranty, and missing terms.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
A person verifies terms, references, risk, and the final purchase.
Link to #68
69
AI prepares; you approve high sensitivity General-purpose AI

Build a tax-document checklist

A collection checklist and a list of missing documents.

See the handoff
Give AI
Your entity type, jurisdiction, period, and accountant-approved requirements.
You get
A collection checklist and a list of missing documents.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Use a qualified tax professional for requirements, interpretation, and filing.
Link to #69
70
AI can handle high sensitivity Connected automation

Track a month-end close checklist

A current status readout generated from that tracker, highlighting overdue tasks and unresolved exceptions.

See the handoff
Give AI
An accountant-approved checklist in a connected task or close-management system.
You get
A current status readout generated from that tracker, highlighting overdue tasks and unresolved exceptions.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Authorized finance staff approve entries and close the period.
Link to #70

Team support

10 tasks
71
AI prepares; you approve high sensitivity General-purpose AI

Draft a job description

A clear, inclusive draft focused on the actual work.

See the handoff
Give AI
Real responsibilities, required skills, schedule, compensation facts, and policies.
You get
A clear, inclusive draft focused on the actual work.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Review legal requirements, accessibility, pay transparency, and accuracy.
Link to #71
72
AI prepares; you approve high sensitivity General-purpose AI

Summarize resumes for human review

Consistent summaries that cite the application evidence.

See the handoff
Give AI
Resumes, job-related criteria, and prohibited or protected attributes.
You get
Consistent summaries that cite the application evidence.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
People make hiring decisions. Check local rules for notice, bias auditing, and record keeping, and never infer traits or silently reject applicants.
Link to #72
73
AI prepares; you approve high sensitivity General-purpose AI

Draft structured interview questions

Consistent behavioral and practical questions with scoring guidance.

See the handoff
Give AI
The role outcomes, job-related competencies, and interview length.
You get
Consistent behavioral and practical questions with scoring guidance.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
HR or counsel checks legality, fairness, accommodations, and relevance.
Link to #73
74
AI prepares; you approve high sensitivity General-purpose AI

Create an onboarding checklist

A sequenced checklist covering before, during, and after the first day.

See the handoff
Give AI
Role, start date, required access, training, policies, and owners.
You get
A sequenced checklist covering before, during, and after the first day.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Verify access permissions, employment requirements, and responsible owners.
Link to #74
75
AI prepares; you approve moderate sensitivity General-purpose AI

Build a role-specific training plan

A practical learning sequence with exercises and checkpoints.

See the handoff
Give AI
Role expectations, current skills, approved materials, and time available.
You get
A practical learning sequence with exercises and checkpoints.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
A manager confirms priorities and evaluates performance.
Link to #75
76
AI can handle high sensitivity Connected automation

Answer routine questions from an approved handbook

Policy-grounded answers with a citation to the relevant section.

See the handoff
Give AI
The current handbook, effective dates, and an HR escalation path.
You get
Policy-grounded answers with a citation to the relevant section.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Escalate exceptions, complaints, accommodations, and legal questions.
Link to #76
77
AI prepares; you approve high sensitivity General-purpose AI

Prepare a shift handoff summary

A prioritized handoff draft with anything unclear in the source notes marked rather than resolved.

See the handoff
Give AI
Structured shift notes, open tasks, incidents, and the receiving team’s format.
You get
A prioritized handoff draft with anything unclear in the source notes marked rather than resolved.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Outgoing and incoming leads confirm every safety-critical detail.
Link to #77
78
AI prepares; you approve moderate sensitivity General-purpose AI

Draft employee recognition notes

A concise note that names the real contribution.

See the handoff
Give AI
Specific verified work, impact, and the relationship to the recipient.
You get
A concise note that names the real contribution.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Make sure the recognition is accurate, fair, and genuinely personal.
Link to #78
79
AI can handle high sensitivity General-purpose AI

Summarize themes in team feedback

Themes, differences, outliers, and limitations without naming individuals.

See the handoff
Give AI
Properly anonymized feedback and a clear analysis question.
You get
Themes, differences, outliers, and limitations without naming individuals.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Protect anonymity and do not use summaries for retaliation or diagnosis.
Link to #79
80
AI prepares; you approve moderate sensitivity General-purpose AI

Suggest a learning plan for a skills gap

A focused plan with practice tasks, resources, and progress checks.

See the handoff
Give AI
The required skill, current capability, available resources, and deadline.
You get
A focused plan with practice tasks, resources, and progress checks.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
A manager and employee agree on expectations and support.
Link to #80

Operations and vendors

10 tasks
81
AI can handle moderate sensitivity General-purpose AI

Research potential vendors

A sourced shortlist with capabilities, terms, evidence, and open questions.

See the handoff
Give AI
Requirements, geography, budget range, and permitted sources.
You get
A sourced shortlist with capabilities, terms, evidence, and open questions.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Verify current pricing, security, references, and conflicts before selection.
Link to #81
82
AI prepares; you approve high sensitivity General-purpose AI

Prepare a purchase request

A complete request with comparison, risks, and recommended next step.

See the handoff
Give AI
The need, approved quotes, budget, justification, and approval path.
You get
A complete request with comparison, risks, and recommended next step.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
An authorized person approves the commitment and payment.
Link to #82
83
AI prepares; you approve moderate sensitivity General-purpose AI

Turn a goal into a project plan

Phases, tasks, owners, milestones, assumptions, and unresolved questions.

See the handoff
Give AI
The outcome, scope, constraints, team, deadline, and dependencies.
You get
Phases, tasks, owners, milestones, assumptions, and unresolved questions.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
The project owner validates estimates, staffing, and scope.
Link to #83
84
AI prepares; you approve moderate sensitivity General-purpose AI

Draft a project risk register

Potential risks, warning signs, impact, likelihood, and mitigations.

See the handoff
Give AI
The project plan, dependencies, past problems, and risk tolerance.
You get
Potential risks, warning signs, impact, likelihood, and mitigations.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Domain experts add missing risks and own each response.
Link to #84
85
AI prepares; you approve moderate sensitivity General-purpose AI

Draft a project status update

A concise update showing what changed and what needs attention.

See the handoff
Give AI
Current tasks, decisions, milestones, blockers, and audience.
You get
A concise update showing what changed and what needs attention.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Verify dates, ownership, and any statement about another person’s work.
Link to #85
86
AI can handle moderate sensitivity Connected automation

Flag work at risk of missing a deadline

An exception list explaining why each item appears at risk.

See the handoff
Give AI
Task status, dependencies, capacity, deadlines, and warning thresholds.
You get
An exception list explaining why each item appears at risk.
Primary technology
Connected automation: Needs approved access to email, calendars, CRM, files, messaging, or another business system.
Human checkpoint
Ask task owners before changing commitments or escalating.
Link to #86
87
AI prepares; you approve high sensitivity Computation or analytics

Prepare a parts or supply demand forecast

A written explanation of that forecast, including assumptions and potential shortages or excesses.

See the handoff
Give AI
A forecast from inventory software or a spreadsheet model, plus its usage history, lead times, and assumptions.
You get
A written explanation of that forecast, including assumptions and potential shortages or excesses.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
Operations approves orders after checking the model and real-world constraints.
Link to #87
88
AI prepares; you approve high sensitivity Optimization engine

Compare field-service route options

A plain-English comparison of those routes and their tradeoffs in time, distance, and schedule fit.

See the handoff
Give AI
Routes computed by a routing tool using authorized stops, time windows, crew constraints, and live travel data.
You get
A plain-English comparison of those routes and their tradeoffs in time, distance, and schedule fit.
Primary technology
Optimization engine: Needs specialized software to calculate feasible routes or other constrained plans.
Human checkpoint
A dispatcher checks safety, traffic, skills, breaks, and customer commitments.
Link to #88
89
AI prepares; you approve high sensitivity Computer vision

Triage quality issues from notes and photos

Suggested triage categories drawn from your standards, with links to similar prior cases.

See the handoff
Give AI
Written standards, consistent photos or notes, and an indexed history of prior cases.
You get
Suggested triage categories drawn from your standards, with links to similar prior cases.
Primary technology
Computer vision: Uses images as evidence, but a qualified person still confirms defects, severity, and safety.
Human checkpoint
A qualified person confirms every defect, severity, remedy, and safety decision. Do not use this for life-safety determinations.
Link to #89
90
AI can handle high sensitivity Computation or analytics

Summarize equipment maintenance logs

Service history, recurring issues, overdue work, and anomalies.

See the handoff
Give AI
Complete logs, equipment IDs, maintenance intervals, and alert rules.
You get
Service history, recurring issues, overdue work, and anomalies.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
A qualified technician decides whether equipment is safe to operate.
Link to #90

Industry workflows

10 tasks
91
AI prepares; you approve high sensitivity General-purpose AI

Turn field-service job notes into a scope draft

A customer-readable scope draft with missing details clearly marked.

See the handoff
Give AI
Technician notes, approved service language, photos, and exclusions.
You get
A customer-readable scope draft with missing details clearly marked.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
A qualified person confirms site conditions, scope, price, and promises.
Link to #91
92
AI prepares; you approve moderate sensitivity General-purpose AI

Prepare weather-related rescheduling messages

Clear customer messages with proposed next steps.

See the handoff
Give AI
Verified forecast data, affected jobs, policy, and available alternatives.
You get
Clear customer messages with proposed next steps.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Operations decides whether conditions require a schedule change.
Link to #92
93
AI prepares; you approve moderate sensitivity General-purpose AI

Draft captions for before-and-after project photos

Specific captions explaining the work without exaggeration.

See the handoff
Give AI
Approved photos, job facts, customer permissions, and the channel.
You get
Specific captions explaining the work without exaggeration.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Confirm consent, location privacy, claims, and that images are presented honestly.
Link to #93
94
AI can handle high sensitivity General-purpose AI

Find recurring problems across service-call notes

Recurring failure types, locations, parts, or training opportunities.

See the handoff
Give AI
Anonymized job notes, dates, service types, and a question to investigate.
You get
Recurring failure types, locations, parts, or training opportunities.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Technical staff validate patterns before changing procedures.
Link to #94
96
AI prepares; you approve high sensitivity Document AI or OCR

Draft a chronology from case documents

A dated event sequence linked to the page or passage supporting each event.

See the handoff
Give AI
Authorized documents in a review platform that returns page-level citations, plus date and citation rules.
You get
A dated event sequence linked to the page or passage supporting each event.
Primary technology
Document AI or OCR: Reads scans or structured documents and may require page-level citations.
Human checkpoint
Legal staff verify every event, citation, omission, and interpretation.
Link to #96
97
AI prepares; you approve high sensitivity Document AI or OCR

Extract renewal details from insurance documents

Structured limits, deductibles, premiums, dates, endorsements, and missing items.

See the handoff
Give AI
Authorized policy documents and the agency’s comparison fields.
You get
Structured limits, deductibles, premiums, dates, endorsements, and missing items.
Primary technology
Document AI or OCR: Reads scans or structured documents and may require page-level citations.
Human checkpoint
A licensed professional verifies coverage and makes recommendations.
Link to #97
98
AI prepares; you approve high sensitivity Document AI or OCR

Prepare an insurance coverage comparison checklist

A side-by-side draft highlighting differences and questions to resolve.

See the handoff
Give AI
Verified quote or policy data and an approved comparison template.
You get
A side-by-side draft highlighting differences and questions to resolve.
Primary technology
Document AI or OCR: Reads scans or structured documents and may require page-level citations.
Human checkpoint
A licensed professional explains coverage and approves customer communication.
Link to #98
99
AI prepares; you approve high sensitivity General-purpose AI

Enrich a product catalog from verified source data

Consistent titles, descriptions, attributes, tags, and missing-data flags.

See the handoff
Give AI
Approved specifications, images, categories, and marketplace requirements.
You get
Consistent titles, descriptions, attributes, tags, and missing-data flags.
Primary technology
General-purpose AI: Drafts, summarizes, compares, classifies, or organizes material you provide.
Human checkpoint
Verify every specification, price, claim, image right, and category.
Link to #99
100
AI prepares; you approve high sensitivity Computation or analytics

Prepare a restaurant or hospitality demand brief

Expected busy windows, assumptions, and staffing or inventory questions.

See the handoff
Give AI
Bookings, covers, events, staffing, weather, and comparable historical periods.
You get
Expected busy windows, assumptions, and staffing or inventory questions.
Primary technology
Computation or analytics: Needs a spreadsheet, code-execution tool, finance system, BI tool, or forecasting model to calculate reliably.
Human checkpoint
A manager sets staffing, purchasing, pricing, and guest commitments.
Link to #100

The boundary matters

Keep these decisions human-led

AI can prepare information around high-stakes work, but it should not quietly become the person accountable for the decision.

  • Final legal, tax, medical, credit, insurance, and employment decisions
  • Final pricing, contracts, payments, refunds, and business commitments
  • Safety inspections, physical work, and decisions requiring on-site judgment
  • Serious complaints, emergencies, relationship repair, and unusual exceptions
  • Publishing, sending, filing, or changing important records without an approval rule

Start With One Working Example

The full list is useful for planning. These guides show four common handoffs step by step.

See how the handoff changes for law firms, insurance agencies, and home service businesses.

AI employee handling office tasks on one side, the hands-on work that needs a person on the other

Questions About Using AI in Business

These answers explain how to turn the list into a responsible first handoff.

How is AI used in business?

AI is used to draft, summarize, classify, organize, analyze, transcribe, extract, forecast, or coordinate business work. The right setup depends on the task. Some jobs need only a general-purpose model, while others require connected software, document processing, analytics, optimization, or computer vision.

What are some practical examples of AI in business?

Common examples include drafting customer replies, preparing follow-ups, summarizing meetings, organizing documents, analyzing reports, planning content, and flagging records that need review. This resource expands those patterns into 100 tasks across ten business departments.

Can a business let AI complete work without approval?

Some repeatable, lower-risk work can run under written rules with monitoring and sample checks. Customer-facing, financial, legal, employment, safety, contractual, or public work should stop for a person to review whenever the decision or output could materially affect someone.

Does every business AI task work in a chat window?

No. A chat model can draft and organize material you provide, but calculations, forecasts, routes, document extraction, transcription, images, and work inside business systems may require specialized tools and approved connections.

What is the best first business task to give AI?

Start with one recurring computer-based task that has clear inputs, a repeatable output, and an easy way to check the result. Keep the first handoff narrow, write down the rules, review the early outputs, and expand only after the workflow proves dependable.

Which one would you hand off first?

Pick one recurring task that steals time every week. Tell Me What Eats Your Week and we will help you decide whether AI should handle it, prepare it for your approval, or stay out of it.

Tell Me What Eats Your Week