Custom AI Development · McLean, VA
For finance and insurance and other professional services in McLean, off-the-shelf ai tools that almost solve the problem but never actually do.
McLean commercial context
McLean is the headquarters base for Capital One, Hilton, Mars, and a dense cluster of boutique wealth and advisory firms that serve executive families across the metro. Commercial AI work here splits between large-enterprise engagements and high-touch boutique services; both buying contexts require introductions and discretion.
What this looks like in practice
A wealth manager built a RAG system over 15 years of internal research memos, board minutes, and external analyst reports. Advisors now query in natural language and get sourced answers in seconds instead of digging through SharePoint. Research librarian time freed up for new work.
A management consultancy built a custom analyzer that ingests client data in their standard formats and produces the firm-style insight summary the partners need for the next meeting. New consultants ramp faster because the analytical pattern is encoded in software.
A 25-attorney firm built a RAG system over their own briefs, memos, and historical deal documents. Associates research firm precedent first, public law second. Cut research time on common questions and increased reuse of past work.
How we work
We start with a 30-minute call to define the gap between what off-the-shelf gets you and what your business actually needs. We design the system: which model, which data, which integrations, which guardrails. We build in two-week iterations with a working demo at the end of each. We deploy into your environment, integrate with your auth and data systems, and monitor production for the first month. You own the code. We document everything so your team can maintain it.
Why working with a local team matters
BaileyFinch's office is in Ashburn, VA, 10 miles from McLean. On-site discovery sessions and quarterly business reviews happen in person at no travel surcharge. Same time zone, same business calendar, same regional context.
Founded by Mario Bailey, a USAF veteran and prior delivery lead on federal and defense programs at Dark Wolf Solutions. The team has shipped production AI for federal customers and now applies that engineering discipline to commercial work across the mid-Atlantic.
Common questions
Off-the-shelf models work for one-off questions. Production AI in your business needs to run reliably, respect your private data, integrate with your systems, and produce the specific output shape your downstream process needs. Building that production layer is where custom development pays off.
Discovery and design starts at $5K. A production-grade application typically runs $25K to $150K depending on integration count, data complexity, and compliance requirements. Pricing scoped after a 30-minute call.
For McLean, VA customers in finance and insurance, professional services, law firms, private deployment is standard. We deploy inside your AWS, Azure, or GCP environment, or on a private cloud you control. No customer data leaves your perimeter, and we sign BAAs and other compliance instruments where needed.
Discovery and design takes 1 to 2 weeks. A production-grade build takes 6 to 14 weeks depending on integration scope and data complexity. We work in two-week iterations with a working demo at the end of each, so you see progress every two weeks instead of waiting three months for a reveal.
You do. Every line of code, every model artifact, every config sits in your repository. We document the architecture so your engineering or IT team can maintain and extend it. We are not building a black box you have to keep paying us to operate.
Other AI services in McLean
A 30-minute call. We will ask what your team spends time on that an AI system should be handling, and tell you whether we can help.
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