Industry

AI for financial services

Banks, insurers and fintechs need AI that is accurate, explainable and auditable before it is fast. We build agents and knowledge graphs that take the routine work off analysts, relationship managers and support teams, and hand every judgement call to a person with the reasoning attached.

Retail & commercial bankingWealth managementEquity capital marketsInsuranceConsumer lendingPayments & fintech
Talk to an expert →Browse all case studies
Delivered result
92%
Fraud detection rate, up from 71%
Fraud detection on a transaction knowledge graph →

What we hear

The work that slows teams down

  • 01Fraud screening that misses rings and buries analysts in false positives
  • 02Analysts and RMs assembling memos, decks and market views by hand
  • 03Support queues where routine questions wait behind complex cases
  • 04Compliance exposure on every generated word, in every language

What we build

Services we have delivered in financial services

3 projects here

AI for security & compliance

Risk analysis, regulatory monitoring and compliance by construction

2 projects here

AI agents & multi-agent systems

Specialist agents that finish routine work and escalate the rest

2 projects here

Voice & conversational AI

Calls, chats and WhatsApp handled in the customer’s language

2 projects here

Document & vision AI

Emails, PDFs, photos and video turned into structured records

2 projects here

Analytics & decision intelligence

Plain-English questions answered from your data, decisions you can defend

1 project here

Knowledge graphs & GraphRAG

Answers about relationships, traced back to your own data

Case studies

9 engagements, measured

Banking — 1M+ transactions daily

Fraud detection on a transaction knowledge graph

92%
Fraud detection rate, up from 71%
62%
Reduction in false positives

Financial services — equity capital markets

Multi-agent automation for equity capital markets

70%
Less manual ECM processing time
85%
Accuracy on standard ECM queries

Financial services — wealth management

AI assistant for wealth relationship managers

≈ 35%
More RM time for clients
70%
Less time searching for market insight

Financial services — commercial banking

AI customer support for a commercial bank

60–70%
Faster support response times
70%
Of routine inquiries resolved automatically

Financial services — insurance

Photo and video verification for insurance

90%+
Accuracy on photo and video quality assessment
95%
Discrepancy detection against policy records

Financial services — consumer lending contact centre

Automated QA for every contact-centre call

100%
Of customer calls scored automatically
70%
Less QA processing time

Financial services — consumer fintech

Agentic text-to-SQL for business users

60%
Faster from question to insight
75%
Accuracy on the query benchmark

Payments technology — APEC region

LLM campaign constructor for regulated marketing

20+
Languages generated compliantly
9
Priority markets from one constructor

Financial services — security operations

RAG document classification for security operations

60%
Of analyst time reclaimed
85%
Classification accuracy

Have a workflow in mind?

Tell us about the workflow and the number you want to move. We will reply with how we would scope the first few weeks.