All industries

Banking & Financial Services

Move money safely, lend smarter, keep customers.

% of global GDPestimate
~7%finance & insurance value-added (US ~8%, no clean global series)
Estimate · 2024
Market size
$33.5Trevenue
The Business Research Company · 2024
Sector growth (CAGR)
6.8%CAGR to 2029
The Business Research Company · 2025
AI-adoption
91%of firms using or evaluating AI
NVIDIA State of AI in Financial Services · 2024

Functions

Select a function to highlight its specific problem use cases.

Function3 use cases

Fraud & Financial Crime

  • Card & payment fraud losses keep climbing

    Fraud teams can't stop card-not-present and real-time payment fraud without also blocking good customers.

    Pain Rateestimate
    ~18%
    of fraud alerts are true fraud
    Money Bleed / yr
    $33.4B
    Nilson Report · 2024
    Reachestimate
    2.1B
    cardholders exposed worldwide
    Recoverable Upsideestimate
    30%
    fraud-loss reduction achievable with ML

    Data & tech stack

    Card & auth transaction streamsDevice & IP telemetryKafka streamingFeature storeReal-time scoring API

    Analytical models

    Gradient-boosted trees (XGBoost)Real-time anomaly detectionGraph fraud ringsSequence models (LSTM)Adaptive rules + thresholds

  • AML/KYC alerts are 95% false positives

    Analysts drown in noisy sanctions and transaction-monitoring alerts, delaying real investigations.

    Pain Rate
    ~95%
    Retail Banker International · 2024
    Money Bleed / yr
    $206B
    LexisNexis Risk Solutions · 2023
    Reachestimate
    10K+
    cases in investigation backlog per large bank
    Recoverable Upsideestimate
    40%
    analyst time reclaimable via alert automation

    Data & tech stack

    Transaction monitoring logsSanctions & watchlistsKYC / entity dataGraph database (Neo4j)Snowflake / Spark

    Analytical models

    Graph anomaly detectionEntity resolutionAlert-triage ML rankingNetwork / community detectionNLP adverse-media (LLM+RAG)

  • Account takeover & synthetic identity

    Stolen credentials and fabricated identities open accounts and drain balances before controls catch up.

    Pain Rateestimate
    ~1.5%
    of new accounts are synthetic identities
    Money Bleed / yr
    $15.6B
    Javelin Strategy & Research · 2024
    Reachestimate
    300M
    accounts at risk of takeover
    Recoverable Upsideestimate
    35%
    of fraud caught earlier with behavioral signals

    Data & tech stack

    Login & session eventsDevice fingerprintsBehavioral biometricsKafka streamingFeature store

    Analytical models

    Behavioral anomaly detectionSynthetic-identity classifierGraph link analysisSequence models (RNN)Risk-based auth scoring