Mambu Agentic Platform Use Cases
This page currently covers Mambu Agents and Mambu MCP. Other parts of the Mambu Agentic Platform are covered elsewhere.
The examples below show what you can do today with Ask Mambu, the read-only conversational agent, and Mambu MCP, the layer it uses to reach Mambu Core. Most are questions asked through Ask Mambu; a final example shows Mambu MCP used on its own, by developers and analysts working from their own tools.
Ask Mambu is pre-configured to cover six areas of everyday banking operations.
Customer Intelligence
Before a call or a case, a relationship manager or service agent needs the whole picture of a client in one place: their accounts, exposure, recent activity, and any flags. Ask Mambu assembles it from the core, so the preparation happens before the conversation rather than during it, and nothing is missed because someone forgot to open a screen.
- "Brief me on client c-0001, including their full relationship with us"
- "What is this client's total exposure across loans and deposits?"
- "Show me the notes on this account"
Deposits
Servicing a deposit account means knowing the real available balance, what is on hold, and where a term account stands. Ask Mambu answers at the level of a single account or across a whole branch, helping reduce manual reconciliation for a Teller or an Operations lead.
- "What is the available balance on this account, including any holds?"
- "Is this fixed deposit matured, and when?"
- "Which savings accounts have been dormant more than 180 days in this branch?"
Loans & Credits
Lending and Collections teams' work is based on actual loan performance, not just the current state. Ask Mambu reads the repayment schedule and the transaction history and explains arrears, any relevant penalty interest and fees, and payoff amounts, all in plain language, showing the workings for anything it calculates so a decision-maker can check it.
- "Why is loan l-0001 showing 22 days in arrears?"
- "What is the payoff amount for this loan today?"
- "Show me the repayment schedule for this loan"
Operations & Compliance
Operations and compliance work turns on configuration and process detail: how a product is set up, what a rule is and where it comes from, and what is waiting for approval. Ask Mambu reads these and shows its sources where available, so answers can be traced and verified.
- "Show me the GL journal mapping for this transaction"
- "What is the dormancy rule on this deposit product, and where is it from?"
- "What is in the pending-approval queue for this branch?"
Portfolio & Risk
Risk and branch managers need the shape of the book on demand, not a report cycle later. Ask Mambu summarises arrears buckets, default trends, and write-off candidates across a branch, a product, or a loan officer, so a portfolio view is a question away.
- "Which customers missed payments this week on dynamic term loans for this branch?"
- "Which loans are write-off candidates this quarter?"
- "Give me a portfolio snapshot for this loan officer"
Products & Knowledge
A service agent answering a client's question needs the exact terms of a product, in words they can relay. Ask Mambu reads the product configuration and explains rates, fees, and eligibility in plain language, without a trip to the configuration screens.
- "What are the rate and fee terms on this loan product?"
- "Explain this account's interest structure in plain language, for a client"
- "Is this product available to joint accounts in this branch?"
Direct Core Access Through Mambu MCP
Not every use of the platform goes through Ask Mambu. With Mambu MCP, developers, analysts, and operations teams reach the core from their own AI client, under their own Mambu permissions and only the operations the tenant has enabled. It brings Mambu to the AI tools your teams already use, reducing the need for manual integration or data extraction. Read operations are available by default; execute operations run only where the tenant has switched them on.
- "List the loan accounts for client c-0001"
- "What are the repayment terms for the product 'Personal Loan'?"
- "Waive the late payment fee for customer c-0002"
What These Examples Have in Common
- Permissions apply. Requests run under the asking user's own Mambu permissions. The agent is designed not to reach anything the user could not reach in Mambu directly.
- Governed. Every request is checked against the tenant's configuration and guardrails before it runs.
- Observable. Usage is captured in analytics, so you can see who used what, how, and when.
- Sourced. Ask Mambu answers are designed to show the operations behind them, so figures can be traced and re-checked.
Intended Purpose
The Mambu Agentic Platform is intended to support banking professionals in their day-to-day operational work: retrieving, explaining and summarising information held in Mambu Core, and, where a tenant has enabled it, executing configured operational tasks under human oversight. It is an operational assistance tool for your staff, not a decision-making system.
It is not intended to evaluate the creditworthiness of natural persons, to establish their credit score, or to make or recommend decisions on any individual's access to credit or other financial services. Those decisions remain with your own people, made under your own policies and processes; the platform provides the information they draw on, with sources shown so it can be checked. Use of the platform for purposes classified as high-risk under the applicable regulatory framework, including creditworthiness assessment or credit scoring of natural persons, falls outside its intended purpose.