Business function
The most documented AI use cases for sales are agentic payment initiation, leasing and resident service agent and conversational shopping assistant, across 261 public deployments by 236 organizations. Finding, qualifying and converting prospects and growing existing customers.
Ranked by the number of organizations with a public deployment, as of 11 November 2026.
Agentic payment initiation is an AI agent that initiates and completes payments or purchases on a customer's behalf, within a mandate the customer set in advance.
An AI leasing and resident service agent answers rental prospects and residents by chat, text, email and phone for a property manager.
An AI conversational shopping assistant answers product questions and recommends items from a retailer's own catalog, for a need, project or occasion a shopper describes.
A travel and hotel booking concierge is an AI assistant that turns an open travel question into a concrete trip for travelers.
A plan upgrade and sales assistant is an AI assistant that helps telecom customers choose, compare and buy the right mobile, broadband or TV plan, device or extra.
A digital human guide is an AI agent with a lifelike face and voice that answers a bank's or insurer's product and service questions and passes complex cases to staff.
An AI notetaker that turns a wealth advisor's client meeting into a file note, follow up message and CRM record the firm needs to evidence its advice.
An AI knowledge assistant for wealth advisors and relationship managers answers their questions in seconds from the firm's own research, house view, product documentation and policies.
AI marketing personalization at scale is AI that decides, for each customer, which product, offer, message or content to show next, for a marketing team running many campaigns.
AI conversation roleplay training is a simulator where generative AI plays a realistic customer, by voice or text, so staff can rehearse difficult conversations.
236 organizations in 35 countries run these use cases in public. 59% of those 261 deployments disclose a measurable outcome.
Agentic checkout for merchants is how a retailer lets third party AI shopping agents read its catalog, build a cart and take payment while it stays merchant of record. It covers the product data, the cart and checkout endpoints and the order handling behind them.
An AI leasing and resident service agent answers rental prospects and residents by chat, text, email and phone for a property manager. It answers questions about apartments and policies, books tours, takes maintenance requests, sends renewal and payment reminders, and hands anything that needs judgment to leasing or service staff.
A B2B sales order capture agent is AI that reads customer orders arriving by email, WhatsApp, voicemail, PDF or fax and turns them into sales orders in the ERP. Staff review the exceptions it flags instead of retyping every line.
A branch and appointment booking agent is a conversational AI that finds the nearest suitable location and books an in person or video appointment with the right specialist. It checks opening hours and services offered, and records the visit reason so staff are prepared. In banking it answers where the nearest branch is and books the mortgage or business banker; retail, healthcare and property have the same job.
A fan and ticketing service agent answers supporters of a sports club on its website and app: ticket phases, memberships, the fan shop, stadium access, parking and match day logistics. It resolves routine questions from the club's own content and hands ticketing cases, complaints and anything it cannot answer to the service team.
An inbound lead qualification agent is an AI agent that engages inbound prospects the moment they arrive, qualifies them and books a meeting or hands them to the right salesperson. It works on the website, chat, messaging or the sales phone line, answers their first questions, qualifies against the organization's criteria, and writes the conversation context into the CRM so the salesperson receives a ready conversation.
An AI agent for outbound sales prospecting researches target accounts and contacts, and drafts personalized outbound outreach for a sales team. It writes the emails, LinkedIn messages and call scripts from the campaign, the prospect's context and the sales goals, and sequences the follow ups, with a sales development rep approving or sending every message.
Agentic payment initiation is an AI agent that initiates and completes payments or purchases on a customer's behalf, within a mandate the customer set in advance. The mandate sets spending caps, allowed merchants or categories, a tokenized credential and rules for when to ask for confirmation, and the agent then confirms and reconciles every transaction it made.
AI offers and rewards is a customer facing agent for banks and card issuers that picks the offer, reward or loyalty action most relevant to each customer at each moment. It draws on the customer's transactions and context, delivers the offer in the app, in messaging or through a colleague, helps the customer understand, track and redeem rewards in conversation, and works inside their own account and loyalty relationship, unlike campaign personalization.
Proactive outreach and activation is an AI agent that holds the conversation when a bank reaches out first to change something about a customer's account or products. It is triggered by an event or a campaign: low balance and fee avoidance alerts, payment and renewal reminders, card activation, dormant account reactivation and offers the customer already qualifies for, over messaging or voice, while the bank's own systems decide who is contacted and why. Reminders about appointments and deliveries the customer booked, and the in app coach the customer opens, are separate use cases.
A B2B telecom quoting and service assistant is an AI that answers business customers' product, pricing and contract questions and prepares configurations and quotes for connectivity, mobile fleets and devices. It also serves the sellers who look after these accounts, drafts responses to tenders, and handles routine service requests and fault tickets, with a sales or service specialist approving anything binding.
A digital onboarding assistant is a customer facing AI that guides a new applicant, a person or a small merchant, through opening a digital account, card or relationship. It collects and checks identity and supporting documents, orchestrates the know your customer and anti money laundering checks, prefills what it can and sends only the unclear cases to a human reviewer with a summary. The ownership research for complex corporate clients is a separate back office job.
An AI assistant for goal based financial planning is an AI assistant that turns a client's goals into projections and what if scenarios using a rules based planning engine. It explains the trade offs in plain language and prepares the plan for an advisor to validate, with every assumption disclosed and reproducible.
An insurance broker and agent assistant is AI that answers product, underwriting and process questions for tied agents, independent brokers, advisors and insurers' own distribution staff from approved sources. It also prepares personalized customer engagement and follow ups, validates and prioritizes leads, and drafts meeting notes and emails, so producers spend more time with customers.
A suitability assessment assistant is an AI assistant that checks whether a proposed product or portfolio fits a client's risk tolerance, objectives, knowledge, experience and financial situation. It checks this against the firm's rules, flags mismatches, and drafts the suitability rationale and report for the advisor to confirm, while hard rule failures are decided by deterministic checks, not by the model.
An AI order to activation and eSIM onboarding assistant takes a new or existing customer from order to a working service. It collects and checks the order details, guides number porting, eSIM download or SIM activation and installation appointments, tracks the order and fixes or escalates the step that is stuck, on messaging, app, web or phone.
A plan upgrade and sales assistant is an AI assistant that helps telecom customers choose, compare and buy the right mobile, broadband or TV plan, device or extra. It serves existing and prospective customers in the app, in messaging, on the phone or through a human advisor, using their usage and eligibility and the operator's current offers, and it completes the order or passes a ready quote to a person.
A retail store and kiosk assistant is AI for telecom shops that gives store associates quick, sourced answers on plans, promotions, devices and the customer's account during the conversation. It can also greet and serve customers directly on an in store screen or kiosk, sometimes as a digital human, handing them to an associate when they are ready to buy or need help.
Store and shelf monitoring is computer vision, on cameras, shelf edge sensors or autonomous robots, that scans store shelves for gaps, misplaced items and wrong prices. It turns what it sees into a prioritized task list for store staff or field sales representatives, so out of stock and shelf compliance problems are caught within hours instead of at the next manual walk.
A property search assistant is a conversational AI on a real estate portal that lets buyers and renters search, compare and narrow down homes in plain language instead of filters. It also answers affordability and neighborhood questions from the portal's own listing and market data, and hands the shopper to a tour booking or a local agent.
An AI copilot that helps relationship managers, mainly in corporate and commercial banking, prepare for client meetings and write up call reports afterwards. It builds a briefing pack from filings, news, internal notes, product holdings and upcoming maturities, then turns the banker's notes into a structured call report and CRM update. Unlike a meeting notetaker, it centers on credit and cross sell context as well as the conversation; wealth advisor tools that also prepare meetings overlap with it, and the banker reviews every output.
A digital human guide is an AI agent with a lifelike face and voice that answers a bank's or insurer's product and service questions and passes complex cases to staff. It appears on a website, in an app, on a kiosk or on a screen in an advisor meeting, speaks with the customer in real time and answers from the institution's approved content.
An AI dynamic paywall scores how likely each reader is to subscribe and uses the score to choose whether to show a paywall, which offer and which message. News publishers use it to grow subscriptions while keeping the advertising revenue of readers who are unlikely to pay, where a classic paywall applies one fixed rule to everyone.
Renewal and retention AI prepares and runs the insurance renewal cycle, digitizing renewal submissions and changes in risk for underwriters and flagging policies at risk of lapsing or leaving. It also prepares the renewal conversation and answers customers' renewal questions, while renewal prices stay governed by the insurer's pricing rules and fair value obligations.
Cross industry, Professional services
AI for RFP and proposal response drafting is AI that helps sales and bid teams answer requests for proposal, tenders, security questionnaires and sales proposals. It breaks the request into questions and requirements, retrieves approved answers and past proposals, drafts the response and a compliance matrix, and routes open points to subject matter experts, with a proposal manager reviewing everything before submission.
Deployments: 7 public, best grade C
Reported handling time reduction: 75% (GroupeActive, organization claim)
Telecommunications
AI churn prediction and retention is AI for telecom operators that scores each subscriber's risk of leaving from usage, service, billing and contact signals. It explains the likely reason and chooses the next best retention action, such as fixing a problem, adjusting a plan or making an offer, delivered through the app, messaging, an agent or an advisor within approved offer budgets.
Deployments: 5 public, best grade B
Reported churn reduction: 20% (Telenet, vendor claim)
Banking, Real estate
An AI home loan assistant with pre qualification answers a customer's home loan questions and runs indicative borrowing estimates, then books the customer with a mortgage specialist. It covers rates, loan to value, fees and the documents needed, runs the affordability estimate from the bank's published rules, and stays grounded in the bank's current, versioned product and policy documents.
Deployments: 7 public, best grade B
Autonomy: Supervised agent
Wealth and asset management, Banking
An AI knowledge assistant for wealth advisors and relationship managers answers their questions in seconds from the firm's own research, house view, product documentation and policies. Every answer links to the source document, so the advisor can check it before using it with a client.
Deployments: 9 public, best grade B
Reported employee adoption: 98% (Morgan Stanley, organization claim)
Cross industry, Travel and hospitality
AI marketing personalization at scale is AI that decides, for each customer, which product, offer, message or content to show next, for a marketing team running many campaigns. It works across email, app, web and paid media, and generates the matching copy and creative variants within brand and compliance rules. It is the team's engine across many campaigns and channels, not an agent that converses with the customer.
Deployments: 9 public, best grade B
Reported conversion uplift: 30% (Catchtable, vendor claim)
Wealth and asset management, Banking
An AI notetaker that turns a wealth advisor's client meeting into a file note, follow up message and CRM record the firm needs to evidence its advice. The meeting is recorded with the client's consent, and the notetaker drafts a structured note with the client's goals, circumstances, decisions and action items, then writes it into the CRM once the advisor approves it; unlike a general meeting summarizer, its output becomes part of the regulated client record.
Deployments: 10 public, best grade B
Reported productivity gain: 15% (SEB, vendor claim)
Wealth and asset management, Banking
AI next best action for advisors is an engine for wealth advisors, not customers, that scans an advisor's whole book and surfaces a short, ranked list of client specific prompts. Prompts include idle cash, a maturing deposit, a concentration to review, a life event or an early sign of attrition, each with the reasoning and data behind it, for the advisor to act on or dismiss.
Deployments: 5 public, best grade B
Reported employee adoption: at least 90% (Morgan Stanley, organization claim)
Cross industry, Manufacturing
Sales quote and estimate generation is AI that turns a customer's product list, drawing, roof photo or request for quotation into a draft quote for a seller or estimator. It reads the input, matches items to the catalog, calculates quantities and applies the organization's price rules, and the seller or estimator then checks and sends it.
Deployments: 4 public, best grade C
Reported handling time reduction: 87.5% (Enpal, vendor claim)
Wealth and asset management
Estate and trust document drafting is an AI assisted workflow for wealth advisors that extracts and summarizes what a client's existing will, trust and power of attorney documents say. It flags where documents disagree or contain an error, for an advisor to review. Some platforms in this category also fill an attorney reviewed, jurisdiction specific template with the client's facts to produce a new draft estate document; whether that filling step itself runs on a model, or is document assembly outside the AI feature, is a vendor by vendor question the evidence on this page does not settle.
Deployments: 4 public, best grade C
Autonomy: Copilot
Cross industry, Banking
AI conversation roleplay training is a simulator where generative AI plays a realistic customer, by voice or text, so staff can rehearse difficult conversations. Service, sales and crisis staff can practice as often as they need before handling live conversations, and receive structured feedback against the organization's own standards.
Deployments: 9 public, best grade B
Median time to proficiency reduction, vendor reported: 20% (4 deployments)
Cross industry, Telecommunications
Sales call coaching and CRM update is AI for sales teams that analyzes sales calls and meetings against the team's own sales method to coach sellers and their managers. It also writes the call summary, next steps and opportunity updates into the CRM for the seller to confirm, aiming at winning deals and building selling skill, not the regulated advice record or general meeting notes.
Deployments: 6 public, best grade C
Reported time saved per task: 3 minutes (Sandvik Coromant, organization claim)
Cross industry, Retail and ecommerce
An AI conversational shopping assistant answers product questions and recommends items from a retailer's own catalog, for a need, project or occasion a shopper describes. It works on the retailer's site or app, compares items grounded in the retailer's product data, reviews and stock, and hands the shopper to a basket, a store or a human expert.
Deployments: 13 public, best grade B
Median conversion uplift: 100% (3 deployments)
Retail and ecommerce
AI size and fit recommendation tells an online shopper which size of a garment or shoe to buy, based on how the item fits and the shopper's history. It draws on the item's measured fit, the shopper's purchase and return history and, optionally, body measurements. It aims to prevent the returns that wrong sizes cause and to raise conversion.
Deployments: 4 public, best grade B
Median error reduction: 4% (3 deployments)
Wealth and asset management, Capital markets
Investment research summarization is an AI assistant that condenses long research reports, overnight market moves and the house view into short, sourced briefings for advisors and analysts. It answers "what is our view on X" on demand and adapts approved research for different client segments and languages, with every figure traced to the original research.
Deployments: 7 public, best grade B
Reported time saved per task: up to 120 minutes (Deutsche Bank, organization claim)
Manufacturing, Retail and ecommerce
Trade promotion optimization is AI that plans and prices the trade promotions, discounts, displays and rebates a consumer goods manufacturer runs with retailers. It forecasts the volume each promotion mechanic would generate and searches the combinations of timing, depth and mechanic that best meet a revenue, profit or volume target, for a key account manager to review and agree with the retailer.
Deployments: 2 public, best grade B
Autonomy: Copilot
Travel and hospitality
A travel and hotel booking concierge is an AI assistant that turns an open travel question into a concrete trip for travelers. It searches live inventory for flights, hotels, rentals, cruises and activities, compares options and answers questions about the property and the booking, then completes or hands off the booking and supports the traveler with changes and questions before and during the stay.
Deployments: 13 public, best grade B
Median automation rate: 88% (3 deployments)
Automotive
A dealership inbound call agent is an AI voice agent that answers the phone line of a car or motorcycle dealer, books and reschedules service appointments in the scheduling system, answers status and parts questions, and routes sales leads to the right person with context. It covers overflow and after hours calls that would otherwise reach voicemail.
Deployments: 2 public, best grade C
Autonomy: Supervised agent
Travel and hospitality
A drive through voice ordering agent is a conversational voice agent that takes a customer's spoken order at a drive through speaker or on a restaurant phone line. It understands menu customizations and slang, applies real time stock and pricing, offers a relevant upsell, and sends the finished order straight to the point of sale, only calling a team member when the conversation goes outside what it can handle.
Deployments: 6 public, best grade B
Median containment rate: 90% (3 deployments)
Insurance
Conversational AI for insurance quote and buy is a customer facing agent that sells insurance directly in a conversation, asking rating questions and returning a price. It asks the rating questions in plain language, explains cover options, returns a price from the insurer's rating engine, handles objections and takes payment to bind the policy, with a licensed human available for advice and anything outside its limits.
Deployments: 5 public, best grade B
Reported conversion uplift: 4x (Tuio, organization claim)
Banking
Conversational AI for loan application intake is an assistant on web, app, messaging or voice that captures a loan application through dialogue with the customer. It explains loan products in the customer's language, checks documents and basic eligibility rules, and hands a complete, structured application to origination, without making the credit decision.
Deployments: 6 public, best grade B
Autonomy: Supervised agent
Computed from the 261 public deployments behind these use cases. Numbers update with every checked record.
| KPI | Median | Reported range | Data points | Claimed by |
|---|---|---|---|---|
| Conversion uplift | 25.5% | -67% to 100% | 18 | 6 organization, 12 vendor |
| Containment rate | 78% | 20% to 95% | 10 | 4 organization, 6 vendor |
| Conversion uplift | 3x | 2x to 5x | 7 | 2 organization, 5 vendor |
| Cycle time reduction | 85% vendor reported | 40% to 93% | 6 | 6 vendor |
| Time saved per task | 15 minutes | 3 minutes to 30 minutes Not pooled: up to 225 minutes, up to 120 minutes | 4plus 2 up to | 2 organization, 2 vendor |
| Automation rate | 88% | 30% to 100% | 5 | 2 organization, 3 vendor |
