Specialty-coded ICD assistant
A multi-specialty practice trained a coding assistant on their own historical encounters to suggest ICD-10 codes for unusual presentations. Coding-related claim denials dropped 30%.
Custom AI Development · Baltimore, MD
For healthcare and other education in Baltimore, off-the-shelf ai tools that almost solve the problem but never actually do.
Baltimore commercial context
Baltimore is one of the few mid-Atlantic metros with deep industrial and port-driven logistics still in its commercial core. AI for healthcare here means working alongside Johns Hopkins-adjacent specialty practices and group purchasing dynamics; AI for logistics means port-of-Baltimore-driven workflows that DC and Northern Virginia firms rarely encounter.
What this looks like in practice
A multi-specialty practice trained a coding assistant on their own historical encounters to suggest ICD-10 codes for unusual presentations. Coding-related claim denials dropped 30%.
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 specialty chemicals plant trained a predictive-maintenance model on their own sensor data instead of using a generic CMMS tool. Unplanned downtime dropped 40% in the first year.
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. For Baltimore engagements we travel in for discovery sessions, major checkpoints, and quarterly reviews. Most build and review work happens remotely with weekly video sessions. 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 Baltimore, MD customers in healthcare, education, logistics and distribution, HIPAA-compliant deployment is standard. We deploy inside your environment with BAAs in place, use models that meet your data residency requirements, and never train on your PHI.
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 Baltimore
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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