The AI Opportunity Map / Sales

What can AI do for sales?

More time with the right buyers, better proposals, and fewer deals lost to slow follow-up. These are 10 proven AI use cases for sales in established companies, each with the value it creates and the metric that shows whether it works. Quick places to start: account research before every meeting, meeting notes and CRM updates, follow-up that does not slip.

021 · SalesProblem it solves“Our sellers spend too long preparing for meetings, or go in unprepared.”How to measureMeeting-to-opportunity conversion#

Account research before every meeting

A one-page brief on each prospect before a meeting: what they do, recent news, likely priorities, and the people involved, drawn from public sources and your CRM.

ValueBetter first meetings and more relevant proposals, without sellers spending an hour preparing for each one.

Low effort · evidence in weeks

022 · SalesProblem it solves“Sellers spend time on leads that were never going to buy.”How to measureWin rate and revenue per seller#

Lead prioritisation

Scores incoming leads and existing accounts on fit and buying signals so sellers focus on the ones most likely to buy now.

ValueMore revenue from the same sales capacity, because time goes where the chances are highest.

Medium effort · evidence in months

023 · SalesProblem it solves“Proposals take days, and slow responses lose deals.”How to measureTime from request to proposal and proposal win rate#

Proposal and quote drafting

Drafts proposals from approved content, pricing rules, and the customer’s brief; the seller reviews and personalises before sending.

ValueFaster responses to requests, which often decides who wins, and more consistent quality across the team.

Medium effort · evidence in months

024 · SalesProblem it solves“Our CRM is out of date because sellers don’t have time to update it.”How to measureSeller admin time and CRM data completeness#

Meeting notes and CRM updates

Records and summarises sales calls, extracts next steps and commitments, and updates the CRM automatically for the seller to confirm.

ValueSellers spend their time selling, and leadership gets a pipeline that reflects reality.

Low effort · evidence in weeks

025 · SalesProblem it solves“Deals go quiet because follow-ups slip.”How to measureShare of opportunities with follow-up within 48 hours#

Follow-up that does not slip

Drafts timely, personal follow-ups after meetings and flags deals that have gone quiet, with a suggested next step.

ValueFewer deals lost to silence, and a steadier pipeline without extra headcount.

Low effort · evidence in weeks

026 · SalesProblem it solves“We skip tenders we could win because answering takes too long.”How to measureTenders submitted and win rate#

Tender and RFP responses

Finds relevant tenders, checks requirements against your capabilities, and drafts answers from previous responses and approved material.

ValueMore tenders answered with the same team, and better answers to the ones that matter.

Medium effort · evidence in months

027 · SalesProblem it solves“New sellers take too long to become effective.”How to measureRamp time and conversion by sales stage#

Sales coaching from real calls

Reviews recorded calls against your sales method and gives each seller specific feedback on discovery, objections, and next steps.

ValueFaster ramp-up for new sellers and consistent improvement for experienced ones.

Medium effort · evidence in months

028 · SalesProblem it solves“Discounts are given out of habit, not according to the deal’s value.”How to measureAverage discount and gross margin per deal#

Pricing and discount guidance

Suggests a price or discount range for each deal based on comparable deals, customer value, and margin rules.

ValueProtects margin by reducing unnecessary discounting while keeping competitive deals winnable.

Medium effort · evidence in months

029 · SalesProblem it solves“We miss chances to sell more to customers who already trust us.”How to measureExpansion revenue and net revenue retention#

Expansion signals in the customer base

Spots existing customers likely to buy more, such as growing usage, new sites, or new needs mentioned in support, and alerts the account owner.

ValueRevenue growth from customers who already trust you, at a fraction of new-customer acquisition cost.

Medium effort · evidence in months

030 · SalesProblem it solves“Resellers sell our offer poorly and rely on our team for answers.”How to measurePartner-sourced revenue and partner support requests#

Partner and channel enablement

Gives resellers and partners an assistant that answers product questions, configures offers, and drafts proposals with your approved content.

ValuePartners sell more of your offer, more accurately, with less support from your team.

Medium effort · evidence in months

Next step

Find the sales opportunities worth doing first.

Rate these opportunities for your own business in the AI Value Canvas, or explore the other functions.