AI & ML for Financial Services
The AI Is the Easy Part.
Getting Ready for It Isn't.
Every vendor is selling AI. Very few of them are telling you the truth: AI only works when the data underneath it is clean, connected, and trustworthy. If you've already done that work, this is the page for you — predictive models, applied AI, governance, and GenAI pilots that deliver real results. If you haven't, let's talk about our Data & Integration offerings, and come back when we're ready.
The Reality
AI Is Only as Good as the Data It's Built On.
The firms that will win with AI aren't the ones that buy the most tools. They're the ones that built the cleanest foundations first — then deployed models that answer real business questions, inside the systems their teams already use.
Everything on this page assumes that foundation is in place. If it isn't yet, that's fine, and it's where most firms actually are — our Data & Integration services are where that work lives. Once the data is trustworthy, the conversation changes completely.
What We Build
Models, Automations, and AI That Ships.
We build AI that answers specific business questions and deploys where your team actually works — not science projects, not data science notebooks nobody reads.
Predictive Modeling
Intelligence that moves the needle.
Client churn prediction. Lead scoring. AUM growth forecasting. We build models that answer specific business questions and deploy them where your team works — inside Salesforce, not in a notebook buried in someone's Jupyter folder.
- Problem framing and feature engineering
- Model development and validation
- Production deployment
- Performance monitoring and retraining
Applied AI & Process Automation
Automate the work that shouldn't be manual.
Document processing. Email classification. Client communication summaries. We build AI-powered automations for the workflows that are eating your team's time, deployed inside the systems they already use every day.
- Workflow analysis and automation design
- NLP and document processing
- CRM-integrated AI features
- Human-in-the-loop validation
Model Governance & Compliance
AI your compliance team can live with.
Financial services regulators are paying attention to AI — and they're going to pay more. We build governance frameworks that keep your models explainable, auditable, and compliant without killing your ability to ship.
- Model documentation and lineage
- Bias testing and fairness monitoring
- Regulatory alignment review
- Ongoing governance support
GenAI Advisory & Pilots
Separate the signal from the noise.
Large language models. RAG architectures. AI copilots. The landscape is moving fast enough that most firms are frozen. We help you identify high-value use cases and run controlled pilots that prove ROI before anyone commits to scaling.
- Use case identification and prioritization
- Controlled pilot design
- Vendor evaluation
- Scale-up roadmap
Our Approach
Platform-Agnostic. Practically Obsessed.
We partner with Databricks and Snowflake. We build with open-source tools and cloud-native services. We evaluate every option and recommend what fits your use case, your team, and your budget — not what earns us the biggest referral.
We Know Your Data
Financial services data is messy, regulated, and complex. We've worked with the specific data structures of custodians, core banking, compliance systems, and CRMs in this industry. Six-month discovery phases are for firms that don't know what they're looking at — we aren't one of them.
CRM + Data + AI, Connected
Most data firms can't touch Salesforce. Most Salesforce firms can't touch data engineering. We do both, which is why your AI doesn't stay in a warehouse — it surfaces inside the CRM your team is already using. (If you feel like you're a few steps from this, our Data & Integration services can help.)
We Build Our Own AI Tools
Threadline (our delivery platform) and Stitch Brain (our internal knowledge system) are AI-powered tools we built for ourselves. We deploy the same patterns for our clients that we use to run our own business.
Compliance from Day One
Every model we build includes explainability, bias testing, and audit documentation. We work with your compliance team from the start, not after deployment. Retrofitting governance onto a production model is painful and expensive — we'd rather just do it right.
Ready to Get Practical About AI?
Tell us where your data stands today and what you want AI to do for your firm. We'll give you a straight read on what's realistic, what's valuable, and what it takes to get there. And if the honest answer is "data foundation first," we'll tell you that too — here's where that starts.