Banking Agent
Banking Agent that automates finance workflows using your data and tools.
The challenge
Branch and contact-centre teams answer the same product questions all day while onboarding waits on manual document checks. Answers vary by adviser, the line into regulated advice is easy to cross by accident, and proving what disclosure a customer received means pulling the call recording.
The outcome
Azure AI Document Intelligence checks identity and KYC evidence, Azure AI Search grounds every answer in the published product terms, and Azure AI Content Safety detects when a question crosses into advice. Non-advised service completes automatically; credit, advice and complaints go to a qualified banker.
At a glance
- Type
- ai agents
- Category
- industry
01 — Architecture
End-to-end architecture
A customer arrives on any channel. Identity and product holding are resolved first, KYC documents are read by Document Intelligence, and the Foundry agent answers from published product terms. Non-advised, in-policy service completes automatically — advice, credit and complaints go to a qualified banker.
- Customer: Customer / Banker
- Channels: Azure Static Web Apps, Communication Services
- Application: Azure API Management, Azure Container Apps
- AI & agent: Microsoft Foundry Agent, Azure OpenAI models, Azure AI Search, Azure AI Content Safety
- Data & compliance: Azure SQL, AI Document Intelligence, Azure Key Vault
- Outcome & insight: Dynamics 365 / CRM, Banker review, Power BI / Fabric
02 — Workflow
Process & decision workflow
How a customer request is identified, verified, answered and actioned — then branched. Routine, non-advised service completes with the product term cited, while advice, credit and complaint decisions are handed to a qualified banker with the full context.
- Identify: Customer, product holding and entitlement resolved
- Verify: Identity documents and KYC evidence checked
- Retrieve: Product terms, fees and policy grounded from source
- Answer: Grounded response with the product term cited
- Act: Statement, limit change or dispute case raised
- Log: Case, decision and disclosure recorded
- Path 1 · routine service — Self-serve and close: Actioned with the product term cited
- Path 2 · advice, credit or complaint — Banker takes the case: Regulated decision handed to a qualified person
03 — Components
Key Microsoft components
Banking service is a regulated conversation — identity, grounding, action and evidence all stay on the Microsoft stack.
Azure Static Web AppsDigital banking and self-service experience.
Azure Communication ServicesSecure messaging, notifications and one-time codes.
Azure API ManagementSecure gateway for core banking, payments and card APIs.
Azure Container AppsAgent runtime and tool endpoints that scale with demand.
Microsoft Foundry Agent ServiceService, verification and escalation orchestration.
Azure OpenAI modelsGrounded answers, multilingual replies and case summaries.
Azure AI SearchRetrieval over product terms, fees, policy and procedures.
Azure AI Content SafetyDetects advice-like output and enforces disclosure rules.
Azure AI Document IntelligenceReads identity documents and KYC evidence.
Microsoft Entra permissionsEntitlement resolution and permission-aware retrieval.
Azure Logic AppsStatement, limit, dispute and servicing workflows.
Azure SQLCases, decisions, disclosures and audit records.
Azure Key VaultKeys, tokenisation secrets and integration credentials.
Power BI / Microsoft FabricService, deflection, risk and complaint dashboards.
04 — AI
What the agent consumes
The capabilities the agent applies to every interaction, and the line it does not cross.
AI capabilities embedded in the agent
- Identity verification
- KYC document extraction
- Entitlement resolution
- Intent detection
- Retrieval-augmented generation
- Product-term citation
- Multilingual answering
- Dispute case creation
- Sanction and risk screening
- Advice-boundary detection
- Case summarisation
- Escalation routing
AI responsibility boundaries
The agent handles non-advised, in-policy service and cites the product term behind every answer. It does not give regulated financial advice, approve credit, close accounts or decide complaints — all of which route to a qualified banker. Every interaction stores the disclosure given, the evidence used and the person who decided.
05 — Personalization
Personalization & evolving process
The same methodology applies to every agent in the catalog. Tune the product set, the service template, the regulatory rules and the value model — the page structure stays identical.
Customer & product profile
Define the segments, products, channels, languages and regulatory regime in scope. The personas are the customer, the branch or contact-centre banker, the compliance officer and the complaints team.
Service template
One consistent flow for every banking agent: identify, verify, retrieve, answer with a citation, act through tools, disclose, escalate when regulated and log the case.
Policy & regulatory rules
Declare the product terms, fee schedules, disclosure requirements, advice boundary and complaint definitions. Anything crossing the advice boundary is escalated, never answered.
Value model
Capture baseline metrics first, then map the expected benefits: contact volume, handling time, onboarding time, first-contact resolution, complaint rate and audit evidence.
06 — Impact
Key outcomes & business impact
Starting targets for the value case — validate each one against the customer baseline during discovery.
- Query deflection45%+Routine servicing never reaches a banker queue.
- Onboarding timeMinutesKYC evidence is read and checked as it is submitted.
- Handling time−35%Bankers open each case with context already gathered.
- Disclosure evidence100%Every answer stores the term cited and the disclosure given.
Illustrative improvement index
Manual baseline = 100. Illustrative targets, not a commitment — confirm against the customer baseline.
- Handling time: manual baseline 100, AI-assisted target 65
- Onboarding time: manual baseline 100, AI-assisted target 25
- Rework from errors: manual baseline 100, AI-assisted target 45
Related & recommended
Derived automatically from our solution knowledge graph.
Related AI agents
Other agents that pair well with this one.
Order Returns Resolution
Agent that verifies who owns an order before disclosing anything about it, separates a statutory remedy from a discretionary one, and authorises only a reversible return that a named agent settles
Patient Appointment Scheduling
Agent that verifies identity and eligibility, proposes clinically appropriate slots, holds one for a human scheduler to confirm and drafts consented reminders
Property Viewing Coordination
Agent that qualifies a viewing enquiry, checks access constraints and occupier notice, proposes slots on objective availability alone and holds one for a human agent to confirm
AI Claims Automation
AI workflow that reads documents, extracts data, validates and assists decisions
Related professional services
How we design, build and secure it.
AI Agent Development
AI Agent Development delivered by Cloud Mechanics certified experts.
AI Integration
AI Integration delivered by Cloud Mechanics certified experts.
AI Governance
AI Governance delivered by Cloud Mechanics certified experts.
AI Security
AI Security delivered by Cloud Mechanics certified experts.
Related quick wins
Ready-made Azure AI to start fast.
Technologies
What powers this solution.
Azure AI
Managed AI services for vision, speech, language and document.
Azure AI Foundry
Platform to design, evaluate and operate AI apps and agents.
Microsoft Copilot Studio
Low-code platform to build custom copilots and agents.
Azure OpenAI
Enterprise access to GPT models with governance.
Related managed services
Keep it running and optimised.
AI Managed Services
AI Managed Services from our UAE-based 24/7 Cloud Operations Center.
Azure Managed Services
Azure Managed Services from our UAE-based 24/7 Cloud Operations Center.
Cloud Managed Services
Cloud Managed Services from our UAE-based 24/7 Cloud Operations Center.
DevOps Managed Services
DevOps Managed Services from our UAE-based 24/7 Cloud Operations Center.
Ready to move from challenge to solution?
Talk to a Cloud Mechanics expert or build your solution in minutes.