Services
AI Solutions
AI strategy and custom AI development for the operational problems where AI is real leverage, not the ones where it is just noise.
AI is moving faster than most businesses can absorb. The right pilots create real leverage. The wrong ones drain time and money on tools nobody actually uses. AI Solutions at Howard Strategic Partners covers both halves: the strategy of where AI is worth the investment, and the engineering work of actually building it.
The work runs from AI strategy and roadmap planning, to custom AI application development, to retrieval-augmented agents and workflow automation, to ongoing AI operations. We build for the specific operational problem in front of the business, not generic SaaS that has to be retrofitted afterward. The deliverable is AI that runs in production, not a slide deck about what AI could do.
The experience behind this work is real production AI in regulated industries. Howard Strategic Partners’ principal has built AI-driven staff scheduling, resident health prediction and reporting, an AI-powered CMS regulation library, and ongoing R&D on AI products for long-term care facilities across the country. The AI work for Howard Strategic Partners clients is the same kind of work, brought to the businesses that need it.
The work we do inside this service line.
AI Strategy & Roadmap
Where AI is leverage and where it is a distraction. Identifying the pilots worth running, the integrations that will save time, and the build-vs-buy calls underneath them.
Custom AI Application Development
Building the actual software. Fine-tuned models, retrieval-augmented systems, AI-powered internal tools, and bespoke applications designed for the specific problem in front of the business.
AI Agents & RAG Systems
Knowledge-base agents, document Q&A systems, and retrieval-augmented LLM applications that turn the business’s own data into something the team can query in plain language.
AI Workflow Automation
AI-driven workflow automation. Classification, routing, summarization, and the kind of repeated decisions that drain hours from a team and rarely need a human in the loop every time.
AI Integration into Existing Systems
Connecting AI capability into the systems already running the business. CRM, ERP, scheduling, reporting, internal tools. AI that fits the existing stack rather than another tool nobody opens.
Ongoing AI Operations
Models drift, vendor pricing changes, and the technology evolves. Keeping AI systems running well over time with monitoring, evaluation, and the maintenance work that turns a pilot into a durable capability.
How does an AI Solutions engagement work?
Most engagements start with a focused scoping conversation. What is the operational problem, what data exists, where is the leverage, and what does shipping look like. From there, a defined pilot with a clear success metric and a target timeline.
Pilots that prove value graduate into a production build, with the application integrated into the systems that need it. After production launch, most clients keep us on for ongoing AI operations: monitoring, evaluation, and the maintenance work that AI systems require to stay useful over time.
Who is AI Solutions for?
Owner-operated businesses with proprietary data that is not being used to its full value. Operations facing repeated decisions or document-heavy workflows where AI would meaningfully reduce hours or improve accuracy. Companies that have tried off-the-shelf AI tools and found the fit was wrong. Organizations in regulated industries where AI has to be implemented carefully, with attention to compliance.
If the business has data, repeated decisions, or operational workflows where automation would matter, this is a good place to start.
What people ask before getting in touch.
What is AI Solutions at Howard Strategic Partners?
AI Solutions covers AI strategy advisory and custom AI application development for businesses that need real implementation, not consulting decks. Howard Strategic Partners builds production AI applications (agents, RAG systems, automation, integrations) for the specific operational problems in front of clients in Knoxville and across the country.
How is this different from a generic AI consultant?
Most AI consultants recommend tools or write reports about what AI could do. Howard Strategic Partners actually builds and ships AI applications. The principal has shipped production AI in healthcare regulatory contexts including AI scheduling, predictive analytics, and RAG-based knowledge systems, not just advised on what should be built.
What kinds of AI applications do you build?
Custom AI applications tailored to operational problems. Examples include AI-driven scheduling and resource allocation, predictive analytics on operational data, retrieval-augmented agents for document and knowledge-base queries, classification and routing systems, AI-powered internal tools, and AI integrations into existing CRM, ERP, and scheduling systems.
Do we need to bring our own data?
Most useful AI work uses the business’s own data: customer records, transaction history, operational logs, internal documents. Howard Strategic Partners works with whatever data is available, identifies what is missing, and helps establish the data infrastructure that AI applications will rely on. Public LLMs alone rarely deliver the leverage businesses are looking for.
How long does an AI engagement take?
Initial scoping and pilot definition typically take two to four weeks. A focused pilot usually runs eight to twelve weeks. Production builds vary by scope. After launch, AI systems need ongoing operations including monitoring, evaluation, and tuning. Most clients keep Howard Strategic Partners involved past production launch.
What happens after the AI is built?
AI systems are not set-and-forget. Models drift, vendor pricing changes, regulations evolve, and the data the system relies on changes. Howard Strategic Partners stays involved through ongoing AI operations: monitoring outputs, evaluating against business metrics, retraining or replacing models as needed, and adjusting the system as the business evolves.
Let’s talk about what you’re working on.
Every engagement starts with a conversation. Tell us about the situation and we will follow up to see whether we are the right firm for it.