First Flag Crest
First Flag

Practical AI & Automation for Local Businesses.

Built incrementally. Focused on what you actually need. I help small businesses in the Boston area automate customer inquiries, scheduling, and follow-ups without bloated software or excessive overhead.

Simple Decisions Shouldn't Consume Your Day

Your day is filled with decisions. Some are critical and complex—others are routine and repetitive. AI handles the routine so you can focus on high-value work.

Repetitive Work

AI takes care of initial customer intake, basic scheduling, FAQ responses, and routine follow-ups 24/7.

Competitive Edge

Adopting simple, practical AI tools today keeps your local business responsive while competitors fall behind.

Human-in-the-Loop

Every solution gives your team final review and sign-off on steps that are sensitive or unpredictable.

Before AI Workflow
Before: Manual steps and inefficiencies
After AI Workflow
After: With AI and automation

Minimum Viable Solutions for Small Businesses

I focus on what’s slowing you down and build simple solutions that make an immediate difference.

Customer Inquiries & Scheduling

Problem: Calls and texts flood in while you're on a job site.

Solution: AI answers routine questions, qualifies new customers, and books appointments automatically.

Document & Data Processing

Problem: Hours spent copying information from PDFs, forms, emails, and other documents.

Solution: AI extracts the information you need and puts it where it belongs—without manual data entry.

Customer Follow-Up

Problem: Leads, estimates, and customer questions fall through the cracks when you're busy.

Solution: AI follows up with customers, sends reminders, answers common questions, and keeps jobs moving.

Case Study: Beverage Test Result System

Custom AI Data & Document Workflow

A look at a custom web application built for a beverage company to eliminate manual data entry and summarize lab report analytics in real time.

Beverage Test Result System on devices preview

The Challenge: Manual processing and analysis of incoming lab results was slow, repetitive, and error-prone—consuming valuable time across email chains and spreadsheets.

The Solution: An intelligent document workflow powered by an advanced AI vision model that parses PDF lab reports, automatically translates technical parameters, extracts key metrics, and persists structured results into a central PostgreSQL database.

The Outcome: Real-time lab result analytics, zero manual data entry, and a clean, reliable historical database of beverage quality metrics—hosted securely inside the client's own AWS account.

Tools I Use for AI Workflows
AWS (Bedrock, S3, Cognito)
LangChain & LangGraph
LangSmith Evaluation
PostgreSQL / Vector DB
Mark and family

About Mark

I'm a web developer and a father of three located in Bedford, MA. I enjoy meeting small business owners, hearing about their challenges, and helping them solve problems with technology.

As the co-founder and CEO of two tech startups (Chocolate.com and Retain Health), I learned how important it is to move quickly and build software that is maintainable and serves as a solid foundation for future development.

I am also an NIH SBIR award winner, funded to complete a randomized controlled trial that is now published. When you work with First Flag, you deal directly with me—in person, at your shop or office, or online.

Education & AI Training
Boston College, BA
DeepLearning.AI Agentic AI
LangChain Academy

Transparent, Cost-Effective Pricing

Free estimates, detailed work specifications to provide clarity and meet your budget.

Free Estimates

No Cost

I will meet in person, understand your needs, and provide a free estimate for custom development.

Project-Based Work

Best Value

A detailed work specification will be defined upfront so you know the exact cost before work begins, offering better overall value than hourly billing.

Consulting & Advisory

$150 / hour

Ideal for short ad-hoc technical advice, troubleshooting, or strategy sessions.

Ready to put AI to work?

Let’s find what’s taking up your time and build a simple solution to fix it.

The Story Behind First Flag

First Flag, LLC is named after the historic Bedford Flag—the oldest battle flag in America. Carried by a small, resilient local militia, it represents the spirit of local small businesses: small teams making a significant impact.

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