Applied AI · Services Overview

What We Do

We help small and mid-size businesses cut waste, automate the hard stuff, and build software that actually fits how they work — not how a vendor thinks they work. From AI strategy to custom applications, legacy modernization to intelligent dashboards, we handle the full technology stack so you can focus on running your business.

AI Consulting

Not every problem needs custom software. Sometimes the right answer is a $30/month subscription to an existing tool. Sometimes it's ChatGPT with a good prompt. Sometimes it's a fully custom application with deep API integrations. The hard part is knowing which is which — and that's where we start. We work with businesses to assess their current technology, understand what's actually costing them time and money, and give them a straight answer about the best path forward. If you need custom development, we build it. If you don't, we'll tell you that too and point you in the right direction. We've evaluated and implemented solutions across the full spectrum — from Microsoft Copilot and ChatGPT to fully custom AI applications built on Claude or OpenAI APIs — and we know where each one fits and where each one falls short.

What's Included
AI Platform Selection

Honest comparison of ChatGPT, Claude, Gemini, Microsoft Copilot, Grok, and open-source models — matched to your use case and budget.

Build vs. Buy Analysis

We evaluate off-the-shelf tools against custom development so you invest in the right solution, not the most expensive one.

API Integration Strategy

Map out what's possible by connecting your existing tools — Microsoft 365, QuickBooks, Salesforce, Slack, and your own databases — via their APIs.

AI Readiness Assessment

A structured review of your current workflows, data, and staff to identify where AI will have the most impact soonest.

Technology Roadmapping

A practical 6–18 month plan: what to implement now, what to plan for next, and what to ignore — prioritized by ROI.

Vendor & Tool Evaluation

Hands-on evaluation of software platforms, SaaS tools, and AI services so you can make confident purchasing decisions.

Common Use Cases
AI platform evaluation — ChatGPT vs Claude vs Copilot for your specific workflow Microsoft 365 Copilot readiness and rollout strategy QuickBooks, Salesforce, or HubSpot API integration planning AI strategy session for a business just starting to explore automation Technology audit for a company that's outgrown its current stack Build vs. buy decision for a custom scheduling, quoting, or dispatch system
Technologies & Platforms
Claude APIChatGPT / OpenAIMicrosoft CopilotGeminiGrokREST APIsMicrosoft 365QuickBooks API
AI Business Apps

We design and build AI-powered business applications from the ground up, tailored to how your team actually works. Whether that means an intelligent chatbot that knows your product catalog, an AI assistant that handles intake forms and routes requests automatically, or a full workflow application with AI at its core — we build it to fit your operation precisely. Every application is production-ready, secure, and built to scale alongside your business.

What's Included
Conversational AI & Chatbots

Context-aware assistants trained on your data, integrated directly into your website, app, or internal tools.

AI-Powered Workflows

Automate complex multi-step processes with AI decision-making — approvals, routing, escalations, and more.

LLM API Integration

Deep integrations with Claude, OpenAI, and other leading models, with prompt engineering built for your use case.

RAG & Knowledge Bases

Connect AI to your documents, databases, and internal knowledge so it answers with your data — not generic responses.

Role-Based Access & Security

Enterprise-grade authentication, user roles, and audit logging built in from day one.

Real-Time Processing

Live data feeds, streaming responses, and instant updates — AI that reacts to your business in real time.

Common Use Cases
Customer service automation with live order/account data Internal knowledge base assistants for HR, legal, or IT AI-assisted quoting, estimating, and proposal generation Intelligent intake forms with automated routing and follow-up Sales enablement tools that pull from CRM and product data After-hours AI support that escalates to human staff when needed
Technologies & Platforms
Claude APIOpenAI APILangChainRAGFlask / PythonReactAWSSQLite / PostgreSQL
Database Intelligence

Your business data is one of your most valuable assets, but most companies can only access a fraction of what it contains. We build intelligent data layers on top of your existing databases that enable natural language querying, automated anomaly detection, real-time reporting, and smarter decision-making — without requiring your team to write a single line of SQL. Whether you have a legacy Access database, a sprawling SQL Server environment, or a collection of spreadsheets, we can transform it into an intelligent, queryable system.

What's Included
Natural Language Queries

Ask your database questions in plain English and get instant, accurate answers — no SQL required.

Data Migration & Cleanup

Migrate messy legacy data into clean, modern schemas with automated validation and deduplication.

Schema Design & Optimization

Properly structured databases that perform at scale — indexing, normalization, and query optimization built in.

Intelligent Reporting

Automated reports that run on schedule and deliver insights directly to your inbox or dashboard.

Vector & Semantic Search

Add semantic search to your data so users find what they need even when they don't know exactly what to search for.

Real-Time Analytics

Live metrics and KPIs updated as your data changes — no more waiting for end-of-month reports.

Common Use Cases
Legacy Microsoft Access database modernization Natural language interface over existing SQL databases Automated data quality monitoring and alerting Cross-system data consolidation from multiple sources Predictive inventory and demand forecasting Customer segmentation and behavior analysis
Technologies & Platforms
PostgreSQLSQLiteSQL ServerSQLAlchemyVector DBsPythonAWS RDSPandas
Document Automation

Document-heavy workflows are one of the biggest sources of wasted time in any business. We build intelligent document pipelines that generate contracts, invoices, reports, and compliance documents automatically — and process incoming documents with AI that reads, classifies, extracts data, and routes them to the right place. From medical transcription to legal contract drafting, we build systems that turn hours of manual document work into seconds of automated processing.

What's Included
Intelligent Document Generation

Auto-generate contracts, proposals, invoices, and reports from templates populated with live business data.

OCR & Text Extraction

Extract structured data from scanned documents, PDFs, and images using AI-powered optical character recognition.

Speech-to-Text Transcription

Convert voice recordings, dictations, and meeting audio into accurate, structured text documents automatically.

Document Classification

AI that reads incoming documents and automatically categorizes, tags, and routes them based on content.

Template Engine

Dynamic document templates that pull from databases, CRMs, and APIs to produce fully populated outputs.

Compliance & Audit Trails

Full document history, versioning, and audit logging to meet regulatory requirements out of the box.

Common Use Cases
Automated contract and proposal generation from CRM data Medical record transcription and structured data extraction Invoice and purchase order processing with data capture HR onboarding document packages generated on hire Compliance reporting automation for regulated industries Scanning and indexing paper records into searchable digital archives
Technologies & Platforms
AWS TranscribeAWS TextractPythonPDF generationOCRLLM extractionFlask
Legacy Modernization

Legacy systems are a silent tax on your business — slow, fragile, impossible to integrate with modern tools, and running on hardware and operating systems that are increasingly hard to support. We specialize in taking those systems apart carefully, preserving the business logic that makes them valuable, and rebuilding them as modern web applications that work on any device, integrate with your current tech stack, and can grow with your business. We've done it with FoxPro systems built in the early 90s, Access databases with 20 years of data, and VB6 applications that still run the core of a business.

What's Included
Legacy Code Migration

Convert VB6, FoxPro, Access, COBOL, and other legacy code to modern Python, JavaScript, or cloud-native architectures.

Data Migration

Extract, transform, and migrate decades of legacy data into clean, properly structured modern databases.

UI/UX Modernization

Replace dated desktop interfaces with responsive, intuitive web applications that work on any device.

Incremental Migration Path

Phased migration approach — keep your old system running while we build and validate the new one in parallel.

API Development

Wrap legacy functionality in modern REST APIs so new systems and integrations can connect without a full rewrite.

Cloud Deployment & DevOps

Move from local servers and desktop installs to secure, scalable cloud infrastructure on AWS or Azure.

Common Use Cases
VB6 or Access billing system rebuilt as a modern web app FoxPro database migrated to PostgreSQL with new front-end Legacy scheduling system converted to mobile-friendly platform Old desktop inventory system moved to cloud SaaS Mainframe data extraction and modern API wrapper Multi-location businesses moving from local to cloud infrastructure
Technologies & Platforms
PythonFlaskReactPostgreSQLAWSDockerREST APIsETL pipelines
Analytics & Reporting

Most businesses are sitting on more data than they know what to do with — and still making decisions based on gut instinct or end-of-month spreadsheets. We build real-time analytics dashboards, automated report pipelines, and AI-powered forecasting tools that surface what matters when it matters. Whether you need a live operations dashboard for your dispatch team, a predictive model that flags inventory shortages before they happen, or an executive report that runs itself every Monday morning — we build it.

What's Included
Real-Time Dashboards

Live operational views that update as data changes — dispatch boards, inventory levels, sales pipelines, and more.

Automated Report Generation

Scheduled reports that run automatically and deliver formatted outputs to email, Slack, or your preferred system.

Predictive Analytics

Machine learning models trained on your historical data to forecast demand, flag risks, and surface opportunities.

KPI Tracking & Alerting

Define your key metrics once and get real-time alerts when thresholds are hit — no more manual monitoring.

Data Visualization

Charts, graphs, and visual reports that make complex data immediately understandable at a glance.

Executive Reporting

Clean, professional executive-level reports with commentary, trend analysis, and forward-looking projections.

Common Use Cases
Live operations performance dashboard for management Automated weekly and monthly business performance reports Revenue and cash flow forecasting models Customer churn prediction and retention alerting Supply chain and inventory visibility across locations Field service KPI tracking with technician performance metrics
Technologies & Platforms
Chart.jsD3.jsPython / PandasSQLAlchemyAWSFlaskScheduled jobsREST APIs

Ready to get started?

Every engagement starts with a free strategy call. We'll learn about your business, identify where technology can make the biggest difference, and give you an honest recommendation — no sales pitch, no pressure.

Schedule a Free Strategy Call