Governance
What a regulator-ready AI audit log should record
The fields you need to replay any AI-assisted decision.
AI FOR FINANCIAL SERVICES
AI solutions for fintech teams that need every decision on record.
BRISTM builds AI solutions for fintech and financial services companies. We automate the slow, document-heavy work: reading KYC files, answering account questions, flagging unusual transactions and drafting reports. A person approves every decision that matters, each AI step is logged, and your data stays in the region you choose.
BRISTM in numbers
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76
Fashion & lifestyle stores launched
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12
Fashion categories served
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30
Average lift in conversion rate
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24/7
Support during launches and sales
WHY BRISTM
We turn complex fashion ecommerce challenges into simpler digital experiences.
From a first Shopify storefront to a multi-market Shopify Plus setup, we help fashion brands simplify how customers browse, choose and buy. As a Shopify agency for fashion brands, Bristm handles fashion ecommerce development end to end, so your apparel ecommerce website looks like your brand and sells like a flagship store.
- Strategy
- UX & Design
- Development
- Growth
THE CHALLENGE
Why AI in fintech needs more care than AI anywhere else.
Fintech teams deal with identity checks, money movement and regulators who ask how every decision was made. Generic AI tools struggle with that. They can't show their working, they send data to unknown regions, and they act without sign-off. Here are the four problems we see most.
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Onboarding delays
“My account check is still pending.”
Document AI reads passports, bank statements and company filings, fills the KYC or KYB record and flags mismatches. Analysts review the flags instead of retyping every document.
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Support volume
“I can't get a clear answer.”
An AI agent answers balance, card and transfer questions from approved help content and account data, and hands disputes, complaints and vulnerable customers to a person.
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Missed signals
“Why was my payment blocked?”
AI scores transactions against your rules and past cases, and explains each flag in plain words, so analysts decide faster and customers get a clear reason.
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Black-box AI
“Who approved this, and why?”
Every AI step is logged with its input, output, model version and reviewer. You can replay a decision months later for an audit or a complaint.
FINTECH AI SERVICES
AI solutions for fintech, from onboarding to month-end reporting.
Six services that cut manual work without taking decisions away from your team. Each one runs in your cloud or ours, in the region you pick, with logs your auditors can read.
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AI KYC document processing
Extracts names, addresses and dates from IDs, proof of address and company documents, checks them against the application and queues mismatches for review. Works alongside Onfido, Sumsub or Persona.
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AI customer support for fintech
A support agent in your app, Intercom or Zendesk that answers from approved content, verifies the customer first and escalates complaints or disputes to a person.
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Fraud and risk signals
Models that score transactions and accounts against your rules and history, with a plain-English reason on every flag. Your analysts make the call.
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Reporting automation
AI drafts management, reconciliation and regulatory report sections from your data warehouse, with every figure traced back to its source query.
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Internal knowledge assistant
Staff ask policy and procedure questions and get answers quoted from your own documents, with links to the source page. Access follows your roles.
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AI readiness and governance
Use-case review, model risk notes, data maps and a human-review policy, so AI projects pass your risk committee before build starts.
WHAT WE PLAN FOR
Built around the rules financial services work under.
Before we write any code, we agree five things with your risk and compliance leads: who approves what, what gets logged, where data is stored, how models are checked over time and how a customer can challenge an AI-assisted outcome.
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Human review
Clear limits on what AI may do alone. Approvals, declines and account actions always sit with a named person.
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Audit logs
Inputs, outputs, model versions, prompts and reviewers stored for replay, for the retention period your policy sets.
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Data residency
Hosting and model endpoints in the region you choose, such as the EU, UK, US or India, on AWS, Azure or Google Cloud.
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Model monitoring
Accuracy, drift and false-positive rates checked on a schedule, with a rollback plan if results slip.
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Customer fairness
Plain-language explanations and a route to a person, in line with GDPR rights and duties like the UK FCA's Consumer Duty.
FinTech AI FAQ
Questions? We've got answers.
Still unsure? Write to us at hi@bristm.com and a fintech AI specialist will reply.
AI solutions for fintech are AI systems that handle document-heavy and repetitive work in financial services: reading KYC documents, answering customer questions, scoring fraud signals and drafting reports. At BRISTM, each one logs its actions and leaves final decisions to your team, so it can stand up to audits and customer complaints.
An AI agent for one workflow usually takes 4 to 8 weeks to build and test, plus time for your risk and security review. BRISTM projects start from $5,000. Cost depends on data sources, hosting region, the review tools your analysts need and how many document types are involved.
We don't build it to. The AI extracts and compares data, then marks each application as clear, mismatched or unreadable. A trained analyst makes the approval decision. This keeps accountability with your team and gives regulators a clear record of who decided and on what evidence.
Yes, with limits. The agent verifies the customer first, answers only from approved content and the data it's allowed to read, and never moves money. Complaints, disputes, fraud reports and customers who may be vulnerable are passed straight to a person with the conversation attached.
No. We add a layer on top of your existing rules and provider tools. The AI scores transactions using your history and explains why each one was flagged. Analysts review the flags, and their decisions feed back to improve the model over time.
Data stays in the region you choose, on AWS, Azure or Google Cloud, with model endpoints in the same region where available. We use business APIs that don't train on your data, or open models hosted in your own cloud. Your security team reviews the setup before launch.
BRISTM does not hold financial services certifications such as SOC 2 or PCI DSS. We design to your controls: role-based access, encryption, audit logs and data residency. Your compliance team approves the design, and we work inside your certified cloud environment where you need that.
FINTECH AI INSIGHTS
Notes on using AI where every decision is audited.
Practical guides on document AI, support agents and AI governance in financial services.
Onboarding
Where document AI fits in a KYC process
Which steps to automate and which to leave with analysts.
Support
Rules for AI agents that talk to banking customers
Verification, limits and when to hand over to a person.
LET'S BUILD YOUR FASHION STORE
Ready to build a Shopify fashion store that works harder?
Tell us where your brand is today, a new launch, a redesign, a migration or scaling to new markets. As a Shopify agency for fashion brands, we'll reply with a clear plan, timeline and quote.