Financial Services
The Current Challenges
Retail and corporate banks are under unprecedented pressure from all directions. Retail banks struggle with rising fraud rates, slow and manual credit decisioning, high customer churn driven by digital-first competitors, and the inability to deliver personalised experiences at scale. Meanwhile, corporate and transaction banking faces mounting complexity — AML compliance costs are soaring, payment reconciliation remains largely manual, trade finance is document-heavy and error-prone, and relationship managers are buried in administrative work rather than serving clients. Across both segments, legacy systems, fragmented data silos, and ever-tightening regulatory requirements are eroding margins and limiting growth.
How NueralSoft Is Solving It
NueralSoft deploys a full spectrum of AI — from Machine Learning to Generative AI to Agentic AI — purpose-built for banking. Our ML models deliver real-time fraud detection, accurate credit scoring using alternative data, and predictive churn and default risk assessments. Generative AI automates regulatory reporting, generates relationship manager briefing packs, and powers intelligent virtual assistants that resolve customer queries 24/7 without human intervention. Our Agentic AI solutions go further — autonomously orchestrating end-to-end processes such as loan origination, corporate onboarding, AML investigations, and payment exception handling with minimal human touchpoints. The result: reduced operational costs, faster decisions, stronger compliance, and a banking experience that is both highly personalised and fully scalable.
AI Use Cases
⚙️ Machine Learning
→ Real-time fraud & card transaction detection
→ AI credit scoring using alternative data
→ Customer churn prediction & retention targeting
→ Product propensity modelling
→ Collections optimisation & repayment scoring
→ Mortgage underwriting automation
→ Behavioural biometrics for identity verification
✨ Generative AI
→ AI-powered virtual banking assistants (24/7)
→ Hyper-personalised financial advice at scale
→ Automated document & disclosure generation
→ KYC — identity document extraction & verification
→ Call centre real-time agent assist
→ Personalised marketing content generation
→ Complaint summarisation & auto-response drafting
🤖 Agentic AI
→ Autonomous financial wellness & budget agents
→ End-to-end loan application agents
→ Fully automated account opening & onboarding
→ Autonomous complaint investigation & resolution
→ Real-time fraud response agents (detect → block → remediate)
⚙️ Machine Learning
→ AML transaction monitoring at scale
→ Sanctions screening with reduced false positives
→ Counterparty credit risk modelling
→ Working capital & cash flow forecasting
→ Trade finance risk assessment (LC, supply chain)
→ Covenant monitoring & early warning signals
→ Wallet share analysis & cross-sell identification
✨ Generative AI
→ Automated regulatory reporting (Basel IV, IFRS 9)
→ Relationship manager pre-meeting briefing packs
→ Loan agreement & ISDA contract review
→ RFP & corporate banking proposal generation
→ Earnings & financial statement analysis
→ Internal compliance & policy Q&A chatbot
→ Credit memo & investment thesis drafting
🤖 Agentic AI
→ Autonomous payment routing & reconciliation
→ FX hedging agents (monitor exposure → execute)
→ Real-time liquidity management & cash sweeping
→ Trade finance processing agents (doc → settlement)
→ End-to-end corporate onboarding (KYB, KYC, credit)
→ Syndicated loan origination coordination agents
→ Autonomous regulatory change monitoring & impact assessment