New · DBX Suite + AI is here — reimagine digital banking.New · DBX Suite + AI is here. Explore DBX →

Cross-border payments, reimagined with CrossPay Exchange.Meet CrossPay Exchange. Learn more →

P2P Connect — AI-powered peer-to-peer lending.AI-powered P2P lending. Discover P2P →

See DBX in action — book a live demo with our team.See DBX in action. Book a demo →

All articles
AI & AutomationBlog

Luna.AI in Production: Lessons From a Live Banking Assistant

Shipping a banking assistant into a demo is easy. Running one that talks to real customers, about real money, every day, is a different discipline. Six months in, here is what actually mattered.

RMRavi MenonHead of Lending Products, OmnicoreMay 22, 2026 · 9 min read · 3.6k reads

Know what you do not know

The single most valuable behaviour was calibrated uncertainty — the assistant reliably recognising when it was out of its depth and handing off cleanly. Customers forgive "let me get a specialist" far faster than they forgive a confident wrong answer.

Escalation is a feature, not a failure

We stopped measuring success as "contained without a human" and started measuring resolution and trust. A smooth hand-off that carries full context to an agent often produces a better outcome than a fully automated but mediocre one.

Grounding beats fluency

Every answer that touched a balance, a rate or a policy was grounded in the bank’s own systems and documents, with citations. Fluency without grounding is where hallucinations — and complaints — come from.

Key takeaways
  • Calibrated uncertainty earns more trust than confidence
  • Measure resolution and trust, not just containment
  • Ground every factual answer in the bank’s own systems

See it in your own environment

Request a tailored demo of the products behind this research.

Request a demo

Keep reading