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AI Finance & Banking Case Studies: Risk, Compliance, Customer Service

AI Finance & Banking Case Studies

TL;DR: 12 financial services companies deploying AI. atmira achieves 54% cost reduction and 45% higher payment conversions. Finnit automates 90% of document analysis. Financial services show some of the highest ROI from AI due to high-volume, rule-based processes.

Why This Page Exists

Finance is documentation-heavy, compliance-strict, and high-volume - exactly where AI excels. These cases show production deployments, not POCs.

atmira

What they did: atmira, a Spanish technology consulting company with 800 employees, uses Google Kubernetes Engine and Oracle on Google Cloud to power SIREC, an AI-driven debt collection platform that manages approximately 114 million monthly requests. The platform improved recovery rates by 30% to 40%, increased payment conversions by 45%, and reduced operational costs by 54%.

Key metrics: 54%, 45%, 40%, 30%, 800 employees

Finnit

What they did: Finnit, part of the Google for Startups Cloud AI Accelerator, provides AI automation solutions for corporate finance teams, helping to cut accounting procedures time by 90%, boost accuracy, and unlock unique insights.

Key metrics: 90%

Sulamérica

What they did: Sulamérica adopted Google Workspace a decade ago to make collaboration among employees more agile, intuitive, and fluid. The insurance company recently started using Gemini in Workspace, making it available to 1,250 employees to increase operational efficiency, security, and productivity.

Key metrics: 1,250 employees

EBANX

What they did: EBANX, a fintech specialized in emerging markets, uses Gemini Enterprise to integrate data from Google Cloud and Salesforce, allowing engineers to create agents like Sirius for real-time payment analysis. With 300 employees already trained, the company is now expanding the technology to back-office and sales teams to identify new opportunities.

Key metrics: 300 employees

Bud Financial

What they did: Bud Financial, a data intelligence provider focused on banking clients, leverages DataStax Astra DB on Google Cloud with Gemini. The platform enables ultra-fast processing of complex financial data, helping clients reduce fraud by over 90% and shortening the time required to access critical data analytics from weeks to minutes.

Key metrics: 90%

Oper Credits

What they did: Oper Credits, a Belgian mortgage digitization company serving about 20 banks across six countries, uses Vertex AI to automate document verification that previously required several hours of manual work. The company aims for 90% of loan applications to be complete and compliant on first submission, up from the current 30-40% in Belgium where most are returned due to missing or incorrect information.

Key metrics: 90%, 40%

WealthAPI

What they did: WealthAPI, a German fintech company, uses DataStax Astra DB on Google Cloud with Gemini to deliver real-time financial insights to millions of users. The platform’s scalability allows it to analyze hundreds of thousands of transactions per second and has reduced response times by 90% for its customers.

Key metrics: 90%

Cloudwalk

What they did: Cloudwalk, a Brazilian fintech unicorn that currently serves more than one million customers with payment solutions, uses Google Cloud infrastructure and AI services to build anti-fraud and credit analysis models. This allowed the fintech to close 2023 with a profit of $22.3 million, showing 200% growth in its commercial base.

Key metrics: $22.3 million, 200%

Natura

What they did: Natura, the Brazilian cosmetics company, built a sales assistant on its website using Google Cloud AI to personalize recommendations and recover abandoned carts. The assistant reaches out via WhatsApp when it detects abandoned items, letting customers ask questions and modify orders in the chat before being directed to the website for payment — an approach that increased buyer conversion by 112%.

Key metrics: 112%

Natura

What they did: Natura, a Brazilian cosmetics company, migrated 20,000 employees in more than 10 countries to Google Workspace, and was one of the first to pilot the Gemini side panel. The beauty leader also eliminated more than 17 hours of manual work per week with AppSheet, giving the finance team more time to focus on high-value analysis and planning.

Key metrics: 17 hours , 20,000 employees

Macro

What they did: Macro, an AI productivity platform, uses Gemini to modernize knowledge work by offering a unified workspace with features like multi-document chat and editable mind maps. The platform simplifies complex workflows and scales with demand for over 125,000 users in legal, finance, and education, while offering enterprise-grade security, data privacy, and compliance.

Key metrics: 125,000 users

fileAI

What they did: fileAI leverages proprietary AI to automate the processing of any file end-to-end directly into any system without manual intervention. Built for finance, logistics, and insurance teams, fileAI’s AI workflows unlock unstructured data in 90% less time, saving users up to 80% in costs.

Key metrics: 90%, 80%

Key Patterns

  1. Document processing is gold. Loan applications, compliance docs, contracts - high volume, repetitive.
  2. Fraud detection improves. AI catches patterns humans miss, at scale.
  3. Compliance automation works. But requires human oversight for edge cases.
  4. Customer service scales. Same patterns as general CS, with financial domain knowledge.

More Implementations (Without Specific Metrics)

These companies are using AI in this domain but without publicly quantified results yet. Included for completeness and SEO discoverability.

  • WealthAPI: WealthAPI, the leading provider of wealth management interfaces in Germany, uses Gemini and DataStax Astra DB to deli…
  • BCG: BCG uses Google Cloud to provide a sales optimization tool that improves the effectiveness and impact of insurance ad…
  • Cotality: The Cotality Payoff Analysis Agent helps mortgage lenders improve customer retention and reduce loan runoff. By analy…
  • Genpact: Genpact’s Finance One – Revenue Lens and PnL Agents are a suite of agents built on Google ADK and the A2A protocol, e…
  • KPMG: KPMG is building Google AI into their newly formed KPMG Law firm, as well as driving AI transformation within the ban…
  • CIMB Niaga: CIMB Niaga, one of Indonesia’s largest banks, created purpose-built AI agents to enhance the banking experience for m…
  • Revolut: Revolut is a global financial services company offering a one-tap checkout solution, Revolut Pay, for consumers and m…
  • Symphony: Symphony, the communications platform for the financial services industry, uses Vertex AI to help finance and trading…
  • The Trumble Insurance Agency: The Trumble Insurance Agency is using Gemini for Google Workspace to significantly improve its creativity and the val…
  • wealth.com: wealth.com built a platform that simplifies estate planning while equipping financial advisors with powerful tools to…
  • Worldline: Worldline, a global payment services company founded in 1972 that operates in 56 countries and processes millions of …
  • CME Group: CME Group is building a first-of-its-kind cloud-based commodities trading platform with AI tools built-in, offering C…
  • Dojo: Dojo is enabling millions of secure, reliable, and ultra-fast payment experiences daily, empowering businesses to ser…
  • Generali Italia: Generali Italia, Italy’s largest insurance provider, used Vertex AI to build a model evaluation pipeline that helps M…
  • Kredito: Kredito, a Chilean fintech pioneer in online lending, created an AI-based risk assessment model that improved the pre…
  • M-DAQ Global: M-DAQ Global, a fintech group specializing in foreign exchange and cross-border payment solutions, uses Vertex AI and…
  • Bliss Health: Bliss Health is transforming the insurance market with a digital channel for brokers, integrated with Google Cloud an…
  • Evergent: Evergent automates complex billing and monetization workflows for AI-powered revenue management. Media and telecommun…
  • Belo Horizonte Municipal Finance Office: The Belo Horizonte Municipal Finance Office used AI to analyze service descriptions in invoices and assess the correc…
  • Gojek: Gojek, an Indonesia-based super app, launched “Dira by GoTo AI,” a Bahasa Indonesia AI-powered voice assistant integr…

Sources