TOPIC · AI TRANSFORMATION
AI Function Use Cases
The best AI use cases are specific to the work. This shelf sorts function-level opportunities by workflow value, risk, and adoption effort.
WHO THIS IS FOR
The seat at the table this shelf serves.
Functional leaders deciding what to automate, assist, or leave alone.
TOPIC
62 briefs in ai function use cases.
Field notes grouped by the operating constraint they address.
BRIEF · 6 MIN
AI Research Briefings for Agencies: Compress the Prep, Protect the Strategy
A practical playbook for agencies using AI to build research briefs faster, without letting it flatten strategy, leak client context, or burn delivery margin.
BRIEF · 6 MIN
Start AI With Employee Helpdesk Routing, Not Your Whole Support Stack
The internal helpdesk is the safest first AI use case: route password resets fast, flag the HR-sensitive tickets, and never auto-close what a human owns.
BRIEF · 6 MIN
Before You Buy an AI Knowledge Assistant, Clean the Library It Reads
An AI knowledge assistant confidently quotes your stale policy from 2022. Here is the data cleanup work professional services teams should automate first.
BRIEF · 6 MIN
The First AI Win for Sales Teams Isn't Closing Deals. It's the Contract Handoff to Legal.
The redline that sits 6 days because legal got a half-built packet is your best first AI use case. How sales teams automate contract review prep without touching legal judgment.
BRIEF · 6 MIN
The First Thing Sales Should Hand to AI Is the Proposal Draft (Carefully)
A proposal is a sales pitch and a half-signed contract at once. Here is how B2B services and tech sales teams put AI on the first draft without breaking delivery.
BRIEF · 6 MIN
Customer Service AI: Answer the Agent First, Not the Customer
Why the first AI win in B2B customer service is answering your agents' policy questions — refunds, SLAs, exceptions — long before any customer sees a bot.
BRIEF · 6 MIN
The First AI Workflow Marketing Should Build: Account Research That Sales Will Actually Trust
Why a B2B services marketing team should make account research its first AI build — and how to structure briefs so sellers stop ignoring them.
BRIEF · 6 MIN
The First AI Project Marketing Should Steal From Support: Ticket Triage
Your support queue is the best market research you're not reading. Here's how a marketing team turns AI ticket triage into a voice-of-customer engine.
BRIEF · 6 MIN
The First Sales Task to Hand AI Isn't Outreach — It's the Pre-Call Brief
Why account-research briefings — not auto-outreach — are the safest first sales AI workflow, and how to build one that reps actually trust before a call.
BRIEF · 6 MIN
The First Thing Sales Should Automate Isn't Email — It's the RFP Answer Library
RFPs are the highest-leverage, highest-risk place to start AI in sales. Here's how to automate the answer library without locking in a promise you can't keep.
BRIEF · 6 MIN
The Deal Is Won and Stuck: Why PO Follow-Up Is Your First Sales AI Win
The contract is signed but the PO is missing a billing entity and a tax code. Here is how to put AI on post-close follow-up without letting it renegotiate the deal.
BRIEF · 6 MIN
The Security Questionnaire Is Where Your Deal Dies: Automate Evidence Collection First
A 300-question security questionnaire shouldn't take three weeks. How mid-market vendors use AI to retrieve approved compliance evidence without inventing posture.