Background for AI Banking
    AI for Banking

    AI Agents That Transform Banking Operations

    Alice Labs builds production-ready AI agents for banks: fraud detection systems that reduce false positives by 40-60%, KYC automation that cuts onboarding from days to minutes, and conversational banking agents that handle 80% of customer queries autonomously. Deployed within your security perimeter, built for GDPR, PSD2, and MiFID II requirements.

    Built for GDPR & PSD2
    On-Premise Deployment
    30-90 Day Delivery
    Senior team

    Part of the team that delivers

    An experienced team with broad AI and tech backgrounds from leading companies

    Linus Ingemarsson, Co-founder & AI Consultant

    Linus

    Co-founder & AI Consultant

    Alice, CEO & Co-founder

    Alice

    CEO & Co-founder

    Jens, AI Consultant

    Jens

    AI Consultant

    Eric, Co-founder & AI Consultant

    Eric

    Co-founder & AI Consultant

    Lisa, Project Lead & Implementation

    Lisa

    Project Lead & Implementation

    Why enterprises pick Alice Labs

    Production-grade AI delivery, EU-native, senior team

    100+
    AI implementations shipped
    across Europe
    85%
    Of clients see ROI
    within 12 months
    EU-native
    AI Act & GDPR ready
    Stockholm-based, EU data residency
    Senior team
    Hands-on delivery
    Experienced practitioners

    Results From Our Clients

    Verified outcomes from completed AI implementations

    AI AgentFood & Grocery

    AI Agent for Order Management

    Ljusgårda (Supernormal Greens)

    $250K/year saved
    • 83% cost reduction
    • 70-80% automation
    • 6-week implementation
    AI AutomationPublic Sector

    Document Automation: 60h → 3min

    Public Sector

    6,400–8,000 h/year freed
    • 95% time reduction
    • 60h → 3min/doc
    • 1000+ hours/month saved
    AI AutomationMedia & Publishing

    AI-Driven Content Production

    Media Company

    $40K/month revenue
    • $100K first year
    • $40K/month recurring
    • 12-month build-up

    Ready to see similar results?

    Book a free discovery call - we'll map your highest-impact AI opportunities.

    Top AI Use Cases in Banking

    Where AI agents deliver the highest ROI for banks today

    1. Fraud Detection & Prevention

    Traditional rule-based systems flag 60% false positives, overwhelming investigators and letting sophisticated fraud through. AI agents analyze real-time behavioral patterns — transaction velocity, geolocation, device fingerprints, merchant anomalies — to detect fraud with 40-60% fewer false positives.

    Key Deliverables:

    Real-time transaction scoring
    Behavioral biometrics integration
    Adaptive model retraining
    SAR auto-generation

    2. KYC & Anti-Money Laundering (AML)

    Manual KYC review takes 3-5 days per customer, creating friction and increasing dropout rates. AI agents extract data from identity documents, cross-reference sanctions lists, score risk profiles, and route only edge cases to human reviewers — reducing onboarding time from days to minutes.

    Key Deliverables:

    Document OCR & extraction
    PEP/sanctions screening
    Risk scoring models
    Continuous monitoring

    3. Conversational Banking Agents

    Beyond chatbots: AI agents that access core banking data, execute transactions, explain statements in natural language, and seamlessly escalate complex cases. They handle 80% of customer queries without human intervention — 24/7, in any language.

    Key Deliverables:

    Account inquiry handling
    Transaction execution
    Dispute initiation
    Intelligent escalation

    Built for Banking Infrastructure

    Private RAG Pipelines

    Retrieval-Augmented Generation running entirely within your VPC. No data leaves your security perimeter.

    Model Context Protocol

    Secure, standardized connection between AI agents and your core banking systems — Temenos, Finastra, FIS, or proprietary.

    Explainable AI (XAI)

    SHAP values, decision audit trails, and natural language explanations for every automated decision. Built for MiFID II and GDPR Article 22 requirements.

    Human-in-the-Loop

    AI handles routine decisions autonomously. Edge cases, high-value transactions, and regulatory flags route to human experts.

    Real-Time Processing

    Sub-second inference for fraud detection, credit decisions, and transaction monitoring. Built on streaming architecture.

    Audit-Ready Logging

    Complete audit trails for every AI decision, model version, and data input — ready for regulatory examination at any time.

    Let's discuss your AI journey

    Our team will help you prioritize use cases and build a concrete roadmap.

    Explore Other Industries

    Alice Labs delivers AI agents across every major industry vertical

    What Our Clients Say

    "We decided early on to embrace AI technology and needed a partner who could explore opportunities, propose solutions, lead change management, and build them. With Alice, we got everything in one place and have implemented multiple solutions that increased efficiency so significantly that an entire team could be reallocated."

    Andreas Wilhelmsson

    CEO & Co-founder

    Supernormal Greens / Ljusgårda

    "Alice Labs' AI training gave us all a real aha-moment, whether we were completely new to the field or experienced! The training contained a perfect balance between theory and practice. We have definitely become more efficient at work!"

    Åsa Nordin

    IT Manager

    Trollhättan Energi

    "The collaboration with Alice Labs has been easy, educational, and incredibly supportive. We engaged them to improve our processes and create more efficiency in the team, and the result truly exceeded expectations. Through their guidance, we've gained better structure, faster workflows, and more time for what actually creates results."

    Frida

    Partner Manager

    Bruce Studios

    "Fast, professional, and wonderful people. Find out for yourself <3"

    Johannes Hansen

    Founder

    Johannes Hansen AB

    Frequently Asked Questions

    How does AI detect fraud more accurately than rule-based systems?

    Traditional fraud detection uses static rules (e.g., 'flag transactions over $10,000'). AI agents analyze thousands of behavioral signals in real-time — transaction velocity, geolocation patterns, device fingerprints, merchant category anomalies — to identify fraud that rules miss, while reducing false positives by 40-60%.

    Can AI agents fully automate KYC/AML processes?

    AI agents automate 70-85% of KYC processing: document extraction (passports, utility bills), identity verification, PEP/sanctions screening, and risk scoring. Human review is triggered only for edge cases and high-risk profiles, maintaining compliance while dramatically reducing processing time from days to minutes.

    What is conversational banking and how do AI agents improve it?

    Conversational banking means customers interact with their bank through natural language — voice or text. Unlike basic chatbots, our AI agents can access account data, execute transfers, explain statements, dispute charges, and escalate to humans when needed — handling 80% of inquiries without human intervention.

    How do you integrate AI with legacy core banking systems?

    We use secure API middleware and Model Context Protocol (MCP) to connect AI agents to legacy systems (Temenos, Finastra, FIS) without modifying core infrastructure. The AI layer sits on top, reading and writing through controlled interfaces with full audit logging.

    What is the ROI timeline for AI in retail banking?

    Most retail banks see measurable ROI within 60-90 days. Typical outcomes: 40-60% reduction in fraud false positives, 70-85% faster KYC onboarding, 50-70% reduction in call center volume through AI agents, and 30-40% faster loan processing.

    How does Alice Labs handle data privacy in banking AI?

    All AI models run within your security perimeter — on-premise or in your private cloud (VPC). No customer data leaves your environment. We implement differential privacy, data masking, and encryption at rest and in transit — built for GDPR Article 22 requirements for automated decision-making.

    Can AI help with credit risk assessment?

    Yes. AI models analyze traditional credit data alongside alternative signals (cash flow patterns, payment behaviors, industry trends) to produce more accurate credit scores. This is especially valuable for thin-file borrowers and SME lending where traditional scoring underperforms.

    What is the difference between RPA and AI agents in banking?

    RPA follows scripted rules — it clicks buttons and copies data between systems. AI agents understand context, make decisions, and adapt to new situations. An RPA bot processes a form. An AI agent reads a complex document, extracts relevant information, cross-references it against policies, and makes a recommendation.

    How do you ensure AI explainability for banking regulators?

    We implement explainable AI (XAI) by design: SHAP values for feature importance, decision audit trails, model cards documenting training data and performance metrics, and natural language explanations for every automated decision. This satisfies MiFID II suitability and GDPR Article 22 requirements.

    Can Alice Labs help with open banking (PSD2) compliance?

    Absolutely. Our AI agents are built with PSD2-native APIs, enabling secure third-party data access, strong customer authentication (SCA) flows, and real-time transaction monitoring. We help banks turn PSD2 compliance from a cost center into a competitive advantage through AI-powered data insights.

    Have more questions? Let's talk.

    No commitment - just a conversation about what AI can do for your business.

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    Tell us about your challenges. We'll respond within 24 hours.

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    Industries We Serve