DISCOVER PROJECT

DISCOVER PROJECT

DISCOVER PROJECT

UX Case Study

DanoGPT

Empowering Frontline Banking Employees with GenAI
Empowering Frontline Banking Employees with GenAI

June 2024

DanoGPT (name is representational) is an internal AI tool built for frontline staff at a major Danish bank. Its mission? Help staff resolve queries faster, reduce dependency on multiple tools, and enable smoother customer experiences all through a conversational GenAI interface tailored to banking operations.
DanoGPT (name is representational) is an internal AI tool built for frontline staff at a major Danish bank. Its mission? Help staff resolve queries faster, reduce dependency on multiple tools, and enable smoother customer experiences — all through a conversational GenAI interface tailored to banking operations.

Key Responsibilities

  • Led user interviews and UX research activities.

  • Created flow models, personas, and competitive analysis.

  • Designed end-to-end UI for key GenAI features.

  • Collaborated with managers, stakeholders, developers, and GenAI experts.

Project Scope

Platforms

Desktop

Platforms

Desktop

Platforms

Desktop

Duration

4.5 Months

Duration

4.5 Months

Duration

4.5 Months

Tools Used

Figma, Figjam, Excel And PPT

Tools Used

Figma, Figjam, Excel And PPT

Tools Used

Figma, Figjam, Excel And PPT

See the Story in Action

See the Story in Action

A quick video on how GenAI is empowering 16,000+ bank employees.

A quick video on how GenAI is empowering 16,000+ bank employees.

0:00 / 0:00

See the Story in Action

A quick video on how GenAI is empowering 16,000+ bank employees.

0:00 / 0:00

Why GenAI in Banking (for Employees)

Boosts Productivity

GenAI can improve banking operations by up to 46% by 2030, especially in service, underwriting, and internal workflows (EY Report).

Boosts Productivity

GenAI can improve banking operations by up to 46% by 2030, especially in service, underwriting, and internal workflows (EY Report).

Boosts Productivity

GenAI can improve banking operations by up to 46% by 2030, especially in service, underwriting, and internal workflows (EY Report).

Adopted by Industry Leaders Bank of America

90%+ staff use Erica for Employees to draft memos, handle calls, and cut IT tickets in half. JPMorgan: Rolled out GenAI to 200,000 employees to automate emails, FAQs, and compliance checks (CNBC)

Adopted by Industry Leaders Bank of America

90%+ staff use Erica for Employees to draft memos, handle calls, and cut IT tickets in half. JPMorgan: Rolled out GenAI to 200,000 employees to automate emails, FAQs, and compliance checks (CNBC)

Adopted by Industry Leaders Bank of America

90%+ staff use Erica for Employees to draft memos, handle calls, and cut IT tickets in half. JPMorgan: Rolled out GenAI to 200,000 employees to automate emails, FAQs, and compliance checks (CNBC)

Enhances Efficiency

AI assistants resolve 40% of IT tickets, reducing resolution time by 67%. Frontline staff use GenAI for quick notes, policy checks, and faster customer service (WWT, Arya).

Enhances Efficiency

AI assistants resolve 40% of IT tickets, reducing resolution time by 67%. Frontline staff use GenAI for quick notes, policy checks, and faster customer service (WWT, Arya).

Enhances Efficiency

AI assistants resolve 40% of IT tickets, reducing resolution time by 67%. Frontline staff use GenAI for quick notes, policy checks, and faster customer service (WWT, Arya).

Identifying the Gaps - The Challenge

Dano Bank’s frontline employees faced delays and stress due to scattered systems, unclear policies, and high customer expectations. They needed a unified GenAI tool to access answers faster, reduce tool-hopping, and improve real-time service delivery.

Understanding the users

Through interviews, shadowing, and user observations, we identified three core personas: the Relationship Manager (RM), the Teller Advisor, and the Banking Customer — each with unique goals, tasks, and challenges across the service journey.

Flow Model

The flow model clarified frontline employees’ Job to be done tasks and highlighted key pain points like tool inefficiency, system switching, and support delays.

See the Flow Model

See the Flow Model

See the Flow Model

User Persona

User personas revealed key roles, goals, & pain points, guiding a user-focused experience.

A feature matrix comparing GenAI tools across banks to uncover usability gaps and areas for innovation.

User Journey map

The journey map outlined key touchpoints and struggles frontline employees face, helping us improve support at every step.

See the User journey map

A feature matrix comparing GenAI tools across banks to uncover usability gaps and areas for innovation.

See the User journey map

A feature matrix comparing GenAI tools across banks to uncover usability gaps and areas for innovation.

See the User journey map

A feature matrix comparing GenAI tools across banks to uncover usability gaps and areas for innovation.

Key Pain Points of Users

Fragmented Tools

Too many disconnected systems cause delays.

Fragmented Tools

Too many disconnected systems cause delays.

Fragmented Tools

Too many disconnected systems cause delays.

Lack of Context

GenAI replies feel generic; policies are hard to find.

Lack of Context

GenAI replies feel generic; policies are hard to find.

Lack of Context

GenAI replies feel generic; policies are hard to find.

High Pressure

Frequent escalations and low autonomy add stress.

High Pressure

Frequent escalations and low autonomy add stress.

High Pressure

Frequent escalations and low autonomy add stress.

Manual Workload

Repetitive tasks and poor automation hurt efficiency.

Manual Workload

Repetitive tasks and poor automation hurt efficiency.

Manual Workload

Repetitive tasks and poor automation hurt efficiency.

Competitive Benchmarking

We studied GenAI tools used by leading banks to identify gaps in speed, usability, and frontline relevance — insights that shaped DanoGPT’s core features.

See the Circle Chart

A circle-based landscape model to visualize different tiers of competitors — from traditional banking bots to advanced internal GenAI assistants.

See the Circle Chart

A circle-based landscape model to visualize different tiers of competitors — from traditional banking bots to advanced internal GenAI assistants.

See the Circle Chart

A circle-based landscape model to visualize different tiers of competitors — from traditional banking bots to advanced internal GenAI assistants.

See the Competitive analysis table

A feature matrix comparing GenAI tools across banks to uncover usability gaps and areas for innovation.

See the Competitive analysis table

A feature matrix comparing GenAI tools across banks to uncover usability gaps and areas for innovation.

See the Competitive analysis table

A feature matrix comparing GenAI tools across banks to uncover usability gaps and areas for innovation.

Key Features Benchmarked

Key Features Benchmarked

Smart Interaction Tools

Voice input, prompt library, and multiturn conversation support for seamless communication.

Smart Interaction Tools

Voice input, prompt library, and multiturn conversation support for seamless communication.

Smart Interaction Tools

Voice input, prompt library, and multiturn conversation support for seamless communication.

Contextual Intelligence

Accurate policy recall, internal SOP access, and memory of past interactions.

Contextual Intelligence

Accurate policy recall, internal SOP access, and memory of past interactions.

Contextual Intelligence

Accurate policy recall, internal SOP access, and memory of past interactions.

Workflow Integration

AI tools panel tailored to banking tasks, escalation handling, and workflow handoff.

Workflow Integration

AI tools panel tailored to banking tasks, escalation handling, and workflow handoff.

Workflow Integration

AI tools panel tailored to banking tasks, escalation handling, and workflow handoff.

Personalization & Speed

Role-based customization with fast, reliable, and relevant GenAI responses.

Personalization & Speed

Role-based customization with fast, reliable, and relevant GenAI responses.

Personalization & Speed

Role-based customization with fast, reliable, and relevant GenAI responses.

Key UX Decisions – DanoGPT

Key UX Decisions – DanoGPT

Prompt Library by Role

Quick access to ready-made queries for RMs, Tellers, and other roles.

Prompt Library by Role

Quick access to ready-made queries for RMs, Tellers, and other roles.

Prompt Library by Role

Quick access to ready-made queries for RMs, Tellers, and other roles.

Integrated AI Tool Panel

Perform tasks like KYC, card blocking, and meeting summaries all within the chat window.

Integrated AI Tool Panel

Perform tasks like KYC, card blocking, and meeting summaries all within the chat window.

Integrated AI Tool Panel

Perform tasks like KYC, card blocking, and meeting summaries all within the chat window.

Context-Aware Chat

GenAI remembers past questions to keep conversations fluid and relevant.

Context-Aware Chat

GenAI remembers past questions to keep conversations fluid and relevant.

Context-Aware Chat

GenAI remembers past questions to keep conversations fluid and relevant.

SOP & Policy Search

Get instant access to the latest internal policies, SOPs, and compliance guides.

SOP & Policy Search

Get instant access to the latest internal policies, SOPs, and compliance guides.

SOP & Policy Search

Get instant access to the latest internal policies, SOPs, and compliance guides.

Smart Dashboard

Switch roles, track saved chats, and resume threads without losing context.

Smart Dashboard

Switch roles, track saved chats, and resume threads without losing context.

Smart Dashboard

Switch roles, track saved chats, and resume threads without losing context.

Multi-Tasking Support

Toggle between threads or tools without losing conversation flow.

Multi-Tasking Support

Toggle between threads or tools without losing conversation flow.

Multi-Tasking Support

Toggle between threads or tools without losing conversation flow.

Personalized Prompts

Create custom prompts for reuse and enjoy a clean

Personalized Prompts

Create custom prompts for reuse and enjoy a clean

Personalized Prompts

Create custom prompts for reuse and enjoy a clean

Friendly UI

Conversational, human-like responses with clean interface.

Friendly UI

Conversational, human-like responses with clean interface.

Friendly UI

Conversational, human-like responses with clean interface.

Understanding How GenAI & LLMs Integrate into Banking Infrastructure

Gained hands-on exposure to how large language models are securely deployed within banking ecosystems — from sandbox setups to real-time architecture flows.

Before Redesign

The original GenAI portal offered basic access, but lacked clarity, role-specific flow, and a sense of guidance for everyday users

Explore the Interface

Every screen crafted to deliver a seamless user experience.

Smarter Dashboard

The new homepage brings everything together — assistants, tools, task-based filters, and even internal updates

• Role-based AI tools for faster access
• Task tabs to stay focused on what maAers
• Clean search to find anything instantly
• New Stories sec,on keeps staff informed with the latest updates, Dps, and internal GenAI wins

The impact: Teams spend less Dme searching and more Dme doing.

Smarter Dashboard

The new homepage brings everything together — assistants, tools, task-based filters, and even internal updates

• Role-based AI tools for faster access
• Task tabs to stay focused on what maAers
• Clean search to find anything instantly
• New Stories sec,on keeps staff informed with the latest updates, Dps, and internal GenAI wins

The impact: Teams spend less Dme searching and more Dme doing.

Smarter Dashboard

The new homepage brings everything together — assistants, tools, task-based filters, and even internal updates

• Role-based AI tools for faster access
• Task tabs to stay focused on what maAers
• Clean search to find anything instantly
• New Stories sec,on keeps staff informed with the latest updates, Dps, and internal GenAI wins

The impact: Teams spend less Dme searching and more Dme doing.

Redesigned Chat Interface

DanoGPT isn’t just a chatbot — it’s a conversaDonal ally.

• Personalized welcome message greets users by name
• GPT-4o with tone control — Precise, Neutral, or CreaDve
• SuggesDon prompt cards for common banking tasks
• Natural language support that feels human

The impact: ConversaDons that feel effortless — and genuinely helpful.

Redesigned Chat Interface

DanoGPT isn’t just a chatbot — it’s a conversaDonal ally.

• Personalized welcome message greets users by name
• GPT-4o with tone control — Precise, Neutral, or CreaDve
• SuggesDon prompt cards for common banking tasks
• Natural language support that feels human

The impact: ConversaDons that feel effortless — and genuinely helpful.

Redesigned Chat Interface

DanoGPT isn’t just a chatbot — it’s a conversaDonal ally.

• Personalized welcome message greets users by name
• GPT-4o with tone control — Precise, Neutral, or CreaDve
• SuggesDon prompt cards for common banking tasks
• Natural language support that feels human

The impact: ConversaDons that feel effortless — and genuinely helpful.

Role-Based Prompts & Banking Tools

No more switching systems — everything happens in one place.

• Pre-built prompts for RMs, Tellers, Advisors
• Users can save custom prompts for reuse
• KYC, fraud report, calculators — all inside chat
• Explore Tools secDon to discover AI-driven uDliDes tailored for banking workflows

The impact: Less friction. More confidence. Faster actions.

Role-Based Prompts & Banking Tools

No more switching systems — everything happens in one place.

• Pre-built prompts for RMs, Tellers, Advisors
• Users can save custom prompts for reuse
• KYC, fraud report, calculators — all inside chat
• Explore Tools secDon to discover AI-driven uDliDes tailored for banking workflows

The impact: Less friction. More confidence. Faster actions.

Role-Based Prompts & Banking Tools

No more switching systems — everything happens in one place.

• Pre-built prompts for RMs, Tellers, Advisors
• Users can save custom prompts for reuse
• KYC, fraud report, calculators — all inside chat
• Explore Tools secDon to discover AI-driven uDliDes tailored for banking workflows

The impact: Less friction. More confidence. Faster actions.

Profile & Topbar Controls

A streamlined control bar designed for producDvity.

• Switch between GPT versions (e.g., 3.5, 4, 4o) based on performance needs
• Quick access to profile settings, notifications, and workspace minimizer
• Distraction-free layout that keeps focus where it matters

The impact: Frontline employees can tailor the assistant’s power — choosing faster responses or deeper reasoning as needed, without losing flow.

Profile & Topbar Controls

A streamlined control bar designed for producDvity.

• Switch between GPT versions (e.g., 3.5, 4, 4o) based on performance needs
• Quick access to profile settings, notifications, and workspace minimizer
• Distraction-free layout that keeps focus where it matters

The impact: Frontline employees can tailor the assistant’s power — choosing faster responses or deeper reasoning as needed, without losing flow.

Profile & Topbar Controls

A streamlined control bar designed for producDvity.

• Switch between GPT versions (e.g., 3.5, 4, 4o) based on performance needs
• Quick access to profile settings, notifications, and workspace minimizer
• Distraction-free layout that keeps focus where it matters

The impact: Frontline employees can tailor the assistant’s power — choosing faster responses or deeper reasoning as needed, without losing flow.

Mic Input & Style Switching

Smart support that adapts to the way you work.

  • Voice input for hands-free speed

  • Style toggle for tone-matching every conversation

The benefit: Support that flexes with real-world needs.

Mic Input & Style Switching

Smart support that adapts to the way you work.

  • Voice input for hands-free speed

  • Style toggle for tone-matching every conversation

The benefit: Support that flexes with real-world needs.

Mic Input & Style Switching

Smart support that adapts to the way you work.

  • Voice input for hands-free speed

  • Style toggle for tone-matching every conversation

The benefit: Support that flexes with real-world needs.

Business Impact

1

Boosted Employee Productivity

Achieved a 15–20% increase in efficiency, especially among developers and administrative staff.

2

Widespread Internal Adoption

Over 70% of employees (~16,000 users/month) actively use DanskeGPT, reflecting strong engagement and relevance.

3

Secure, Compliant AI Deployment

Fully private GPT-4 environment with strict data protection and AI safety training, ensuring regulatory alignment.

4

Strategic AI Modernization

Supports Danske’s "Forward ’28" strategy by modernizing workflows, reducing manual effort, and embedding AI across operations.

1

Boosted Employee Productivity

Achieved a 15–20% increase in efficiency, especially among developers and administrative staff.

2

Widespread Internal Adoption

Over 70% of employees (~16,000 users/month) actively use DanskeGPT, reflecting strong engagement and relevance.

3

Secure, Compliant AI Deployment

Fully private GPT-4 environment with strict data protection and AI safety training, ensuring regulatory alignment.

4

Strategic AI Modernization

Supports Danske’s "Forward ’28" strategy by modernizing workflows, reducing manual effort, and embedding AI across operations.

1

Boosted Employee Productivity

Achieved a 15–20% increase in efficiency, especially among developers and administrative staff.

2

Widespread Internal Adoption

Over 70% of employees (~16,000 users/month) actively use DanskeGPT, reflecting strong engagement and relevance.

3

Secure, Compliant AI Deployment

Fully private GPT-4 environment with strict data protection and AI safety training, ensuring regulatory alignment.

4

Strategic AI Modernization

Supports Danske’s "Forward ’28" strategy by modernizing workflows, reducing manual effort, and embedding AI across operations.

What This Project Taught Me

Working on an internal GenAI tool for one of Denmark’s leading banks wasn’t just another UX challenge — it meant navigating high-stakes systems, strict regulations, and real frontline pressures.

 From zero to rollout, every step taught me something new — about AI, people, and building trust through design.


Secure AI Foundations

Understood how LLMs like GPT-4 integrate into secure banking systems

Secure AI Foundations

Understood how LLMs like GPT-4 integrate into secure banking systems

Secure AI Foundations

Understood how LLMs like GPT-4 integrate into secure banking systems

Designing for Dialogue

Learned to design for chat-based, prompt-driven workflows

Designing for Dialogue

Learned to design for chat-based, prompt-driven workflows

Designing for Dialogue

Learned to design for chat-based, prompt-driven workflows

Responsible Automation

Balanced AI automation with user trust Balanced AI automation with user trust and complianceand compliance

Responsible Automation

Balanced AI automation with user trust Balanced AI automation with user trust and complianceand compliance

Responsible Automation

Balanced AI automation with user trust Balanced AI automation with user trust and complianceand compliance

Cross-Team Collaboration

Collaborated with cross-functional teams (GenAI, tech, business)

Cross-Team Collaboration

Collaborated with cross-functional teams (GenAI, tech, business)

Cross-Team Collaboration

Collaborated with cross-functional teams (GenAI, tech, business)

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incredible work together.

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Based in Pune, India

© 2025 Himesh Mehta

Get in touch

Lets

design

build

create

incredible work together.

Email

mehtahimesh4@gmail.com

Call Me

Social

Based in Pune, India

© 2025 Himesh Mehta

Get in touch