The best financial services software for AI copilots

nCino announced Banking Advisor as generally available on June 17, 2024, and the launch release lists policy questions and credit memo narratives among the copilot's first tasks. That release, and a July 2026 nCino release that names ConnectOne Bank as using Banking Advisor in production, are why we name nCino the best financial services software for AI copilots when the work is lending on the nCino platform.

Temenos is the better pick for a bank on Temenos FCM that wants sanctions screening alerts handled by an agent. Its FCM AI Agent evaluates low-risk alerts automatically and leaves complex and high-risk cases to compliance staff. Microsoft is the better pick for the bank's own finance employees: its finance announcement marks Financial Reconciliation, a workflow that matches spreadsheet data in Excel, as generally available.

What should a bank weigh in an AI copilot?

Interagency guidance from the Federal Reserve, the FDIC and the OCC says due diligence on a third party should fit the specific activity that provider performs. Banking Advisor, the FCM AI Agent and Financial Reconciliation serve lenders, sanctions compliance teams and a bank's finance staff. Name the task and the employee who does it before you ask for a demonstration.

Microsoft's finance announcement marks Financial Reconciliation as generally available and lists other finance features as public preview in the same table. Its guidance for the Outlook collections preview says preview features are not intended for production use. Ask each vendor for the release label on the exact workflow it proposes and for a bank reference using that workflow in production.

Microsoft's reconciliation guide describes two ways to run the same workflow: a user edits or removes the matching keys the agent suggests before a run, or a saved template runs autonomously. Each mode puts the employee in a different place, and the same question applies to every copilot. Ask which actions the product completes with no person involved and which records of its output and its corrections your bank keeps. The interagency guidance on third parties discusses performance reports and audit rights as contract terms, so put those requests in the contract.

ConnectOne Bank appears in an nCino release as a production user of Banking Advisor. Temenos names Banque Internationale à Luxembourg as a design partner for its Product Manager Copilot, and Microsoft's customer story on Capitec Bank describes a finance employee reconciling with its tool. Ask each vendor for a reference bank doing your task, along with the baseline and the measurement method behind any time saving it quotes.

PYMNTS reports that nCino sells its AI products in bundles of consumption credits, so that bill moves with usage. Banking Advisor sits on the nCino Cloud Banking Platform and the FCM AI Agent is deployed through Temenos FCM. Microsoft's finance announcement places Financial Reconciliation in Microsoft 365 Copilot. Ask every vendor to name the entitlement that covers your exact workflow and the deployments and regions where it is offered.

Banking Advisor, FCM AI Agent and Financial Reconciliation compared

nCino Banking Advisor: lending tasks on the nCino platform

nCino's launch release places Banking Advisor on the nCino Cloud Banking Platform and nIQ. The tasks it lists at launch are policy questions, credit memo narratives, conversational benchmarking and review of uploaded documents, and the release says the copilot works on the data the institution supplies. A bank whose first copilot project sits in sanctions compliance or the finance department is buying a different workflow from the one this release describes.

ConnectOne Bank runs Banking Advisor in production for document search, according to nCino's release on the bank. The same release describes custom agents that nCino's engineers built with ConnectOne on the company's Agentic Operating System. That is separate work from the packaged copilot, so ask for its scope and price as its own line in a quote.

The ConnectOne release describes AI-assisted actions under the Agentic Operating System as open to audit and controlled by the institution. For memo drafting, ask nCino to show where a credit officer reviews a generated narrative before it enters the memo and which record of that review your bank keeps.

nCino prices its AI products through bundles of consumption credits called Intelligence Units, its chief executive said on an earnings call reported by PYMNTS. Ask how many units your quote includes and what the next bundle costs: the same report says nCino has begun selling additional units to customers that used up their first bundle.

Temenos FCM AI Agent: sanctions alerts with a stated human boundary

Temenos announced the FCM AI Agent as generally available on May 21, 2025. Its product page describes an agent that works on sanctions screening alerts: low-risk alerts are evaluated automatically, and compliance teams keep the complex and high-risk cases that need human evaluation.

The FCM AI Agent fact sheet says the agent explains in plain language how it reached its decisions. Ask Temenos whether your bank can retain and export those explanations. Temenos offers the agent through the FCM interface on premises, in the cloud or as SaaS, integrated with Temenos FCM.

Copilot for Core is a separate Temenos product for staff who work in the core system. Its product page describes natural-language questions inside Temenos Core workflows and help evaluating a product idea against what Core already supports, with each response linked to the data behind it and access limited by user role. The page offers it to Temenos Core clients on premises or in the cloud, and a Temenos release names Banque Internationale à Luxembourg as a design partner for the copilot under its earlier name, Product Manager Copilot. Ask Temenos which release of Copilot for Core your deployment can license today.

Microsoft Financial Reconciliation: Excel matching for the finance team

Microsoft's October 20, 2025 announcement declares its finance tools in Microsoft 365 Copilot, formerly Copilot for Finance, generally available, and its feature table gives Financial Reconciliation the same status. The tools connect finance staff to data in Dynamics 365 Finance or SAP from Excel and Outlook.

The reconciliation guide on Microsoft Learn describes the agent comparing two tables in one or two Excel worksheets. It suggests matching rules, and the user chooses or edits the mapping and monetary keys before the run. The results come back in categories with a generated summary. Microsoft's announcement describes the user reviewing and confirming matches in Excel, and the guide requires a saved template for an autonomous run. Set your own rule for who reviews a templated run before anyone relies on its results.

A member of Capitec Bank's finance team runs a reconciliation process with Microsoft 365 Copilot for Finance, according to Microsoft's customer story on the bank. The story treats the custom copilots Capitec built in Copilot Studio as separate work. Copilot Studio is Microsoft's builder for a bank's own agents.

Microsoft labels the Outlook collections agent as preview and requires a US-region environment for it. Finance Agent in Copilot Chat, which works on payables and receivables records in a connected ERP, is part of the Frontier preview program. The Account Reconciliation Agent in Dynamics 365 Finance is a separate product labeled preview, so plan your finance rollout around the Excel workflow and treat the others as later additions.

Microsoft's Copilot governance guide says Copilot reaches only the data a user is authorized to see and that Purview can audit Copilot and agent interactions. Those controls are described for Microsoft 365 as a whole, so the question for Microsoft is how they apply to a reconciliation run and which license gives your finance users the workflow.

Which copilot should a bank choose for lending, sanctions screening or reconciliation?

nCino is our pick for a bank that runs lending on the nCino platform and wants a copilot for that work. Its launch release announces general availability with policy questions and credit memo narratives among Banking Advisor's first tasks, and a later release names a bank using the copilot in production. We weight those two facts because lending is the task this buyer is commissioning and because a named production bank is one your team can ask nCino for as a reference.

Temenos separates automatic evaluation of low-risk alerts from human evaluation of complex and high-risk cases; Microsoft documents the keys a user can edit before a reconciliation run. With Banking Advisor, write the review of a generated narrative into your own credit procedure and have nCino show that step in the product before you sign.

A bank that already runs Temenos FCM and wants sanctions screening alerts handled should pick Temenos. The FCM AI Agent has its own general availability announcement, and its split between automatic low-risk evaluation and human evaluation of complex cases gives a compliance team a boundary to write into its procedures.

For the bank's finance department, Microsoft is the better pick. Financial Reconciliation matches the finance team's spreadsheet data in Excel, and Capitec Bank's finance team is the published example.

Other financial services software providers