Enterprise expertise.
AI execution.

We build production-quality software using AI, directed by senior architects with 25+ years of Fortune 500 experience. Full lifecycle. No compromises.

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Software development is broken in three ways

Each one affects a different buyer — but they all point to the same gap.

Startups & SMBs

You need production-quality software but can't find or afford the engineering talent. A competent team costs $500K–$1M+/year, hiring takes months, and you're forced to choose between paying too much, waiting too long, or shipping something fragile.

Enterprises

You have the budget but not the speed. Internal teams are stretched across legacy systems and competing priorities. A new product initiative that should take weeks gets roadmapped for next quarter — or next year.

DIY AI Coding

AI tools can generate code fast — but without architectural experience, the result works in demos and breaks in production. No security review, no scalability planning, no data model that survives the first pivot.

The gap: AI can execute. But who ensures it executes correctly?

Who catches the architectural mistakes that won't surface until you have 10,000 users? Who knows the auth flow needs token rotation, or the deployment needs blue-green rollouts? That's the expertise MacroMerit brings.

Expert-Directed AI Development

Enterprise judgment meets AI-powered execution. The decisions that matter are made by humans. Everything else moves at the speed of AI.

1

Decide

Our architects — with 25+ years of enterprise experience — define the architecture, security model, data strategy, and quality standards. The decisions that determine whether a product scales.

2

Build

AI handles the implementation: code generation, test suites, documentation, infrastructure as code, CI/CD pipelines. Every artifact produced under human direction.

3

Review

Nothing ships without human sign-off. Architecture reviews, security audits, performance checks, and quality gates ensure speed never comes at the cost of quality.

The result: Enterprise-grade products delivered at startup speed. Lower cost than traditional development. Higher quality than unguided AI coding. See it live: mealmerit.com and classhubs.com

Full lifecycle. No handoffs.

We own every stage of your product — from the first conversation about what to build through years of ongoing maintenance.

Discovery & Analysis

Requirements gathering, market analysis, feasibility studies, and competitive research — accelerated by AI, filtered through experienced product judgment.

Architecture & Planning

System design, technology selection, security architecture, data modeling, and scalability planning. This is where our expertise matters most.

Development

AI-driven code generation with continuous human oversight. Modern stacks, clean architecture, comprehensive tests, security best practices baked in from day one.

Testing & QA

AI-generated test suites covering unit, integration, and end-to-end scenarios. Automated security scanning, performance testing, and regression detection.

Deployment & Infrastructure

Infrastructure as code, automated CI/CD, cloud provisioning, monitoring and alerting — configured for production reliability from day one.

Ongoing Maintenance

Bug fixes, feature iterations, dependency updates, security patches, performance optimization — your product keeps improving without a standing engineering team.

Built with our methodology. Live in production.

MealMerit and ClassHubs are real products built entirely using expert-directed AI development — not demos, live applications with real users.

MealMerit

A complete nutrition tracking application that monitors all 28 essential nutrients — not just calories and macros. Describe meals in natural language, get instant nutrient breakdowns from USDA data with AI-powered fallback, and track Daily Value progress with visual dashboards.

Community features, saved meals, personalized calorie targets, calendar-based diary — all built and maintained by one architect directing AI. No engineering team. No contractors.

Python / FastAPI Claude Haiku AWS Lambda DynamoDB CloudFront USDA + AI Data OpenTofu IaC
Visit mealmerit.com
MealMerit
AI-Powered Nutrition Tracker
28
Nutrients
USDA + AI
Data Sources
1
Architect

ClassHubs

A multi-tenant SaaS platform for music schools, dance studios, and hobby classes — enrollment, batches, attendance, billing, and a public studio profile, all in one place. Built for Indian classical music schools first, expanding to every kind of enrichment class.

Owner, teacher, parent, and student portals, Stripe Connect billing, WhatsApp/SMS/email notifications, row-level-security multi-tenancy — architected and shipped by one architect directing AI, live with a real paying pilot school. No engineering team. No contractors.

FastAPI / Python PostgreSQL + RLS Supabase Auth React + TypeScript Stripe Connect AWS ECS Fargate Celery + Redis
Visit classhubs.com
ClassHubs
SaaS for Music Schools & Studios
4
Portals
Multi-Tenant RLS
Architecture
1
Architect

Built on experience. Powered by AI.

MacroMerit was founded by a senior technologist with over 25 years of hands-on experience building and operating systems for Fortune 500 companies and large enterprises.

That experience — spanning architectures, technology stacks, security models, and organizational patterns — is what makes AI-first development work at production quality. We've seen what scales, what breaks, what gets through an enterprise security review, and what doesn't.

We started MacroMerit because we believe AI has reached a threshold where it can handle the execution of software development. But it still needs the judgment that comes from decades of building real systems for real organizations. We bridge that gap.

25+ years enterprise technology experience
Fortune 500 and large-scale systems
Full-stack architecture across many technologies

The best time to work with us is right now.

We're a new company — and that's exactly why our first clients get something no established firm can offer.

Why right now matters

We don't have a waiting list. We don't have competing priorities. Right now, your project gets the kind of focused, personal attention that disappears the moment a company scales. This is a window — and we're being honest about it.

Your project gets the founder. Not an account manager. Not a junior developer. The senior architect who built MealMerit and ClassHubs works directly on your product — every decision, every review, every conversation.
Built around you, not a template. We tailor the engagement to how you work — your timeline, your priorities, your budget. No rigid packages, no "pick a plan." We're flexible enough to shape the process around what you actually need.
Quality over volume — by design. We're growing slowly on purpose. A small client roster means every project gets deep attention and high standards. We'd rather do three things exceptionally than ten things adequately.
AI at the core — and it's only getting better. We use AI extensively for development, testing, and infrastructure. The technology improves every month, and early clients benefit first — faster delivery, lower costs, and a methodology that compounds in value over time.
You bring the vision. We bring the technology. If you have a great product idea but not the technical background to build it — that's exactly who we're for. You know your market and your users. We handle the architecture, the code, the infrastructure, and the deployment.

Let's talk about what you're building.

Have a product idea, a stalled project, or a system that needs to be built right? Start a conversation.

Tell us about your project — what you're trying to build, where you are now, and what's blocking you. We'll get back to you within one business day.

hello@macromerit.com