Marketing and acquisition
Growth and
product
Customer
service
Credit and
collection
Back
Source: Bain & Company
Select a business function to see which of its processes have the most potential
Generative AI potential
Compliance
Shared
services
Back
Marketing and acquisition
Growth and product
Customer service
Credit and collection
Compliance
Shared services
Back
Marketing and acquisition
Growth and product
Customer service
Credit and collection
Compliance
Shared services
Back
Marketing and acquisition
Growth and product
Customer service
Credit and collection
Compliance
Shared services
Back
Marketing and acquisition
Growth and product
Customer service
Credit and collection
Compliance
Shared services
Back
Marketing and acquisition
Growth and product
Customer service
Credit and collection
Compliance
Shared services
Hover over a process to see details
Back
Marketing and acquisition
Growth and product
Customer service
Credit and collection
Compliance
Shared services
Hover over a process to see details
Generative AI potential | BANKING
Generative AI potential | BANKING
Generative AI potential | BANKING
Generative AI potential | BANKING
Generative AI potential | BANKING
Marketing and acquisition
Growth and product
Customer service
Credit and collection
Compliance
Shared services
Meeting
assistant
Generative AI potential | BANKING
Advanced knowledge management
Report
generation
Hover over a use case to see details
Employee
self-service
Employee communications
Personalized interviews
Job
descriptions
Code generation and translation
Code documentation
Code debugger / security
Data management assistant
RFP creation
Vendor communications
Supplier negotiations
Category recommendations: advice for category managers
Case search and summarization
Meeting assistant
Advanced knowledge mgt.
Report generation
Category recommendations:
Category recommendations:
Administrative
Category recommendations:
Adverse action communications
Code generation and translation
Category recommendations:
Category recommendations:
HR
Category recommendations:
Adverse action communications
Code generation and translation
Category recommendations:
Category recommendations:
Technology
Category recommendations:
Adverse action communications
Code generation and translation
Category recommendations:
Category recommendations:
Procurement
Category recommendations:
Adverse action communications
Code generation and translation
Category recommendations:
Category recommendations:
Legal
Compliance helpdesk
Compliance monitoring
Compliance support
Hover over a use case to see details
Hover over a use case to see details
Adverse action communications
Credit memo preparation
Financial hardship advisor
Collector assistant
Data portfolio enrichment
Credit and collection
Relationship manager’s executor (interactions and transactions)
Execution support
Hover over a use case to see details
Q&A knowledge management
24/7 customer
agent (chatbot)
Service rep nudges (real-time advice)
Voicebot
Outbound follow-up and sales
Interaction support
Interaction summarization
Interaction mix and predictive NPS®
QA and compliance analysis
Service rep coaching
Interaction analytics
Hover over a use case to see details
Sales assistant
Sales coaching
Sales nudges
Sales organizer
Semantic search for product information
Branch and relationship management enablement
Product and trend identification
New product and offering development
Hover over a use case to see details
Consumer sentiment and brand awareness
Market
insights
Social media engagement
Blog posts
Signals from unstructured data
Marketing support
Personalized ad creative
Customized landing pages
Personalization
Create context-specific posts and responses to comments
Create content proposals for blogs
Extract signals from text
or voice for inputs into personalization engines
Generate messages and visuals for ad copy based on individual behavior and preferences, customized for marketing campaign themes
Tailor landing pages to customer profile/preference, using available data
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Summarize meetings and generate personalized follow-up
Generate meeting/
call attributes from transcripts to advise what’s working or not working
Listen to calls and provide real-time info or generate advice based on topic discussed
Summarize all customer interactions, organize follow-ups, and initiate activities (e.g., set up calendar, reminders)
Search knowledge base to generate draft answers for client questions (Q&A) and summaries on markets, investments, internal policies, or regulations
Identify impactful trends (based on customer conversations, broader online content) and suggest new product features or offers to capture customer demands
Assist frontline employees or customers in answering questions about company’s products, services, procedures, policies, or regulatory/compliance requirements
Interact directly with customers through chat interface to address inquiries about accounts or transactions, or company’s products, services, or procedures; make recommendations or initiate transactions/ workflows based on customer requests
Listen to reps’ interactions with customers, providing real-time customer sentiment, interaction tips, or knowledge base content
Interact directly with customers through voice-enabled chat interface (i.e., Siri-like interface) to address inquiries about accounts or transactions, or company’s products, services, or procedures; make recommendations or initiate transactions/ workflows based on customer requests
Organize follow-up activities for frontline employees after customer interactions, generate personalized messages, and initiate outbound contact based on predefined outbound rules
Summarize customer interactions, including customer’s ask, key discussion points, action items, and timing, for reps’ own use or follow-up with customer
Analyze participation/talking time allocation of customer interactions and create NPS score based on predefined analysis approach
Analyze customer interactions to ensure service quality and identify any out-of-compliance items
Analyze interactions to provide coaching/training to reps on what did not go well and how to do it differently
Draft content of adverse action letters and messages based on existing adverse decision and reasoning
Draft credit memos based on provided information, credit rating, and/or credit underwriting decisions
A chatbot interface to help customers in financial hardship explore options for debt repayment
A chatbot interface to
assist debt collectors with information about customers, collection options, and/or negotiation approaches
Extract information from unstructured text to assist with credit rules and machine learning models
An interface to allow RMs
to use natural language to complete common tasks such as updating CRM system, initiating tasks in a workflow, composing client emails, etc.
A chatbot interface for internal employees to seek help on compliance-related topics, such as Q&A on rules and policies, analysis of documents to assess compliance, etc.
An app to analyze customer interactions and communication to identify any out-of-compliance items
Visualize and create first pass at products; use customer insights to suggest products to create
Help employees find information with advanced search
Generate reports with narratives based on existing KPIs
A chatbot interface to allow employees to self-serve on topics such as travel and expense, payroll, benefits, insurance, etc.
Draft employee communication messages, either standard or personalized
Assist in interviews with personalized questions based on job description and candidate’s resume
Draft job descriptions and requirements
Develop computer programs (e.g., SQL) or translate from one language to another (e.g., C++ to Python)
Draft technical documentation from existing computer programs
Debug computer programs to identify potential bugs or security vulnerabilities
Assist with data management tasks such as classifying unstructured data, extracting info, and searching and linking data
Draft RFP documents based on business requirements
Draft communications to vendors for RFPs or projects; provide Q&A interfaces to answer vendor questions
Assist in negotiations by providing options to the procurement team
Provide information to category managers through Q&A interface, including recommendations
Provide Q&A interface to allow legal team to search and create summaries of previous cases
Administrative
Shared services
Meeting
assistant
Advanced knowledge management
Report
generation
Administrative
Employee
self-service
Employee communications
Personalized interviews
Job
descriptions
HR
Code generation and translation
Code documentation
Code debugger / security
Data management assistant
Technology
RFP creation
Vendor communications
Supplier negotiations
Category recommendations: advice for category managers
Procurement
Case search and summarization
Legal
Hover over a use case to see details
HR
Technology
Procurement
Legal
Sales and marketing
Support
Back
Back
Back
Meeting assistant
Advanced knowledge management
Report generation
HR
Employee
self-service
Back
Back
Tap over a use case to see details
Administrative
Meeting assistant
HR
Employee
self-service
Personalized
interviews
Employee communications
Technology
Code generation
and translation
Code documentation
Tap over a use case to see details
Administrative
Tap over a use case to see details
Tap over a use case to see details
Tap over a use case to see details
Administrative
Meeting assistant
Advanced knowledge management
Report generation
HR
Employee
self-service
Personalized
interviews
Job descriptions
Employee communications
Technology
Code generation
and translation
Code debugger/security
Data management assistant
Code documentation
Procurement
RFP creation
Supplier negotiations
Category recommendations/ advice for category managers
Vendor communications
Legal
Case search and summarization
Tap over a use case to see details
Marketing and acquisition
Generative AI potential | BANKING
Marketing and acquisition
Generative AI potential | BANKING
Marketing and acquisition
Generative AI potential | BANKING
Marketing and acquisition
Generative AI potential | BANKING
Marketing and acquisition
Generative AI potential | BANKING
Marketing and acquisition
Advanced knowledge management
Sales nudges
Branch and relationship management enablement
Sales assistant
Sales nudges
Semantic search for product information
Sales organizer
Sales coaching
HR
Employee
self-service
Personalized
interviews
Job descriptions
Employee communications
Interaction support
Q&A knowledge management
Service rep nudges (real-time advice)
Outbound follow-up and sales
Voicebot
24/7 customer agent (chatbot)
Interaction analytics
Interaction summarization
Credit and collection
Adverse action communications
Credit memo preparation
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Analyze external content
(e.g., online reviews, social media) to understand and drive brand sentiment
Visualize and create first pass at products; use customer insights to suggest products to create
Generate reports with narratives based on existing KPIs
Visualize and create first pass at products; use customer insights to suggest products to create
Generate reports with narratives based on existing KPIs
Help employees find information with advanced search
A chatbot interface to allow employees to self-serve on topics such as travel and expense, payroll, benefits, insurance, etc.
Draft employee communication messages, either standard or personalized
Assist in interviews with personalized questions based on job description and candidate’s resume
Visualize and create first pass at products; use customer insights to suggest products to create
Generate reports with narratives based on existing KPIs
Help employees find information with advanced search
A chatbot interface to allow employees to self-serve on topics such as travel and expense, payroll, benefits, insurance, etc.
Draft employee communication messages, either standard or personalized
Assist in interviews with personalized questions based on job description and candidate’s resume
Draft job descriptions and requirements
Develop computer programs (e.g., SQL) or translate from one language to another (e.g., C++ to Python)
Draft technical documentation from existing computer programs
Visualize and create first pass at products; use customer insights to suggest products to create
Generate reports with narratives based on existing KPIs
Help employees find information with advanced search
A chatbot interface to allow employees to self-serve on topics such as travel and expense, payroll, benefits, insurance, etc.
Draft employee communication messages, either standard or personalized
Assist in interviews with personalized questions based on job description and candidate’s resume
Visualize and create first pass at products; use customer insights to suggest products to create
Generate reports with narratives based on existing KPIs
Help employees find information with advanced search
A chatbot interface to allow employees to self-serve on topics such as travel and expense, payroll, benefits, insurance, etc.
Draft employee communication messages, either standard or personalized
Assist in interviews with personalized questions based on job description and candidate’s resume