AI Engineering: RAG, LLM Selection & Integrations
This page is for the people who want to know how the AI actually works: how we ground answers in your own documents with retrieval-augmented generation (RAG), how we pick the right language model for each task, and how we wire AI into the systems your team already uses.
Running a small or mid-sized business?
Start with the plain-language version: a free AI Readiness Assessment and four packaged offers — AI assistants on your data, process automation and AI connected to the tools you already use.
What This Covers
Behind every AI assistant or automation we build there are the same engineering decisions: where the data comes from, which model runs each step, and how results get back into your tools. Not every problem needs AI — and not every AI solution needs the most expensive model. We select the right LLM for each task based on cost, speed, accuracy, and privacy requirements.
The result: your team focuses on high-value work while AI handles the rest. No bloated platforms, no unnecessary complexity — just targeted automation that pays for itself.
- ✓ Identify and automate repetitive, time-consuming processes
- ✓ Build custom RAG systems on your company's own data
- ✓ Select the optimal LLM for each use case
- ✓ Integrate AI into your existing tools and workflows
RAG Solutions — Your Company's Knowledge, Instantly Accessible
Retrieval-Augmented Generation (RAG) lets AI answer questions using your company's actual documents and data — not generic internet knowledge. Your team gets instant, accurate answers grounded in your information.
Internal Knowledge Bases
Turn company policies, procedures, and documentation into a searchable AI assistant. New employees get answers instantly instead of hunting through folders.
Customer Support
AI that answers customer questions using your product docs, FAQs, and support history. Faster resolution, fewer tickets escalated to your team.
Document Analysis
Extract insights from contracts, reports, and legal documents. Ask questions across thousands of pages and get sourced answers in seconds.
Process Automation with LLMs
Large Language Models can handle tasks that previously required human judgment. We build automation for the processes that eat up your team's time.
Report Generation
Automatically generate summaries, status reports, and executive briefs from raw data. Consistent formatting, delivered on schedule.
Email Classification & Routing
AI reads incoming emails, categorizes them by intent and urgency, and routes them to the right team. No more manual triage.
Data Extraction
Pull structured data from invoices, contracts, and forms. AI extracts names, dates, amounts, and terms — eliminating manual data entry.
Content Generation
Generate product descriptions, marketing copy, and documentation drafts. Human review stays in the loop, but the heavy lifting is done.
Code Review & Documentation
Automated code review for common issues, security vulnerabilities, and style consistency. Auto-generate documentation from codebases.
Translation & Localization
Translate documents, interfaces, and communications across languages with context-aware AI that understands your domain terminology.
LLM Selection & Strategy
Not every task needs the largest frontier model. Using the most powerful model for simple classification is like hiring a surgeon to apply a bandage. We evaluate the right model for each job.
OpenAI (GPT models)
Strong general reasoning, wide ecosystem, good for complex generation and analysis tasks.
Anthropic (Claude)
Excellent for long documents, nuanced analysis, and tasks requiring careful instruction following.
Open-Source (Llama, Mistral)
Run on your own infrastructure for full data privacy. Lower cost at scale, customizable for your domain.
Fine-Tuned Models
Custom-trained on your data for specific tasks. Higher accuracy, lower cost per request, faster inference.
How We Choose
We evaluate every model against four factors specific to your use case:
- → Cost — What's the per-request cost at your expected volume?
- → Latency — Does the task need real-time response or can it be batched?
- → Accuracy — How critical is precision for this specific task?
- → Data Privacy — Can data leave your infrastructure, or must it stay on-premise?
Integration with Your Systems
AI is only useful if it works where your team already works. We connect AI capabilities directly into your existing tools — no new platforms to learn.
CRM & Sales
AI-powered lead scoring, automated follow-ups, and intelligent customer insights directly in Salesforce, HubSpot, or your CRM.
ERP & Operations
Automate data entry, generate reports, and flag anomalies within your ERP system. AI works inside the tools you already use.
Databases & Storage
Connect AI to your databases for intelligent querying, automated analysis, and natural-language data access.
Slack, Email & Comms
AI assistants in Slack, automated email processing, and intelligent notifications where your team communicates.
Our Approach
Discovery
We map your workflows, identify the processes burning the most time, and assess which ones are strong candidates for AI automation. Not everything should be automated — we find the high-impact targets.
Prototype
We build a working proof of concept for the top-priority automation. You see real results on your own data before committing to a full implementation.
Pilot
Deploy the solution with a subset of your team. Gather feedback, measure impact, and refine the automation before rolling it out company-wide.
Scale
Roll out across the organization, integrate with additional systems, and expand to new automation opportunities. Continuous monitoring ensures everything keeps working reliably.
Related Services
Custom Software Development
Build custom applications with AI capabilities baked in from the start. Learn more
Enterprise Application Development
Large-scale enterprise systems enhanced with AI automation. Learn more
System Integration Services
Connect AI into your existing systems and data flows. Learn more
Insights & Resources
RAG Systems Explained: A Business Guide
Learn how Retrieval-Augmented Generation works and how it can transform your company's knowledge management.
Read articleHow to Choose an AI Automation Platform
Key factors to evaluate when selecting the right AI automation platform for your business needs.
Read articleAI Automation ROI for South Florida Businesses
How to estimate the return of an AI automation before you build it.
Read articleFrequently Asked Questions
What is RAG and how can it help my business?
RAG (Retrieval-Augmented Generation) is an AI technique that lets a language model answer questions using your company's own documents and data. Instead of relying on generic knowledge, RAG searches your internal documents — policies, procedures, product manuals, support histories — and generates accurate, sourced answers. It's like giving every employee instant access to your organization's collective knowledge.
How much does AI automation cost?
Every engagement starts with a free AI Readiness Assessment. After it, each project gets a written, fixed-scope quote before any work starts, including the expected monthly running cost of the models. The price depends on what the solution needs to do, how much data it works with and how many systems it connects to, so we don't quote blind.
Will AI replace my employees?
No. Our AI automation is designed to handle repetitive, time-consuming tasks so your employees can focus on higher-value work that requires human judgment, creativity, and relationship-building. The goal is to give your team back the hours spent on tedious manual work, with people reviewing anything that touches money, customers or records.
How do you ensure data privacy with AI?
Data privacy is built into every AI solution we build. We evaluate each use case for privacy requirements and select models accordingly — from cloud-based APIs with enterprise agreements to fully on-premise open-source models where data never leaves your infrastructure. We implement encryption, access controls, and audit logging to protect sensitive information throughout the AI pipeline.
Not sure where AI fits yet?
Start with a free AI Readiness Assessment: a 30–45 minute call that ends with a short, prioritized list of where AI pays off in your business — and where it doesn't.
See the AI Modernization offers