Welcome to OmbuLabs.ai's GitHub!

OmbuLabs.ai is a boutique AI/ML consulting firm that helps customers turn data into real, measurable AI impact... without the hype, risk, or runaway costs.

We work with startups through Fortune 500 companies to spot the right AI opportunities, validate them quickly, and ship safe, reliable systems in production. That includes everything from early strategy and feasibility to delivery and long-term support. Our approach is lean and outcome-driven: start with clarity, learn fast, and scale only what proves value.

Our favorite ways to help:

🤖 AI Readiness & Transformation Assessments

We evaluate your data, workflows, and org readiness so you know what’s feasible, what’s missing, and what to tackle first. This is where we solve the “garbage in, garbage out” problem before it shows up in production.

📚 Discovery workshops and rapid prototypes

Short, focused engagements to sharpen the problem, pressure-test assumptions, and prove value early. The goal is alignment and evidence (not weeks of guesswork!)

🚀 AI agents and automation

We design and build agents that augment teams and streamline real workflows.

💬 RAG and custom GenAI/ML products

Domain-specific solutions that connect LLMs to your knowledge safely, reduce hallucinations, and integrate cleanly with your product and tooling.

🔬 Audit & optimization of existing AI/LLM systems

Already shipping AI? We’ll evaluate accuracy, latency, reliability, and

🚆 MLOps, monitoring, and guardrails

Production-grade pipelines, evaluation, drift monitoring, security practices, and safety controls so your AI stays compliant, reliable, and cost-effective over time.

☎️ AI/ML Support

We also partner with Managed Service Providers as their go-to AI specialists, supporting client readiness, adoption, and secure custom builds from strategy through production.

If you're exploring AI and want a pragmatic partner focused on long-term technical health and real business outcomes, we’d love to talk. Send us a message.

Read more over here: Services by OmbuLabs.ai

Productized Services

On top of all that, OmbuLabs.ai has two productized services that specialize in upgrades and technical debt remediation:

• FastRuby.io: specializes in upgrading Ruby on Rails
• UpgradeJS: specializes in upgrading Node.js

Through FastRuby, we offer two audit services:

• The Roadmap: The roadmap to upgrade Ruby/Rails
• Tune Report: A comprehensive long-term performance plan for your Ruby application

If you are looking for help with product development, check out our design sprint service.

Projects

If you are looking for our open source projects, you can find them at:

• @FastRuby for Ruby/Rails OSS projects
• @UpgradeJS for JavaScript & Node OSS projects
• @RubyMem for Ruby memory leaks projects