TechnologyProduct EngineeringDesigning Mission-Critical Communication Software from Scratch, Delivering 6-Month Faster Release
MCLabs: Designing Mission-Critical Communication Software from Scratch, Delivering 6-Month Faster Release
Senior AI engineers embedded with your team within 2-5 days. We build LLM applications, AI agents, and secure AI systems that ship to production.
Trusted by innovative teams
Why teams choose us
Procedure delivers senior AI engineers who write production code, not consultancies that deliver slide decks. Our embedded teams ship AI systems that work in your environment, not POCs that get shelved.
From LLM applications to AI agents, you get production-ready AI systems built on deep engineering excellence. No science projects—real products that scale.
Your AI systems are protected from day one. Prompt injection defense, data leakage prevention, and AI-specific security measures that enterprise teams require.
Senior AI engineers embedded directly with your team—same tools, same standups, same commitment to shipping. You get AI capacity without the hiring overhead.
Enterprise-ready security & compliance
Testimonials
“What started with one engineer nearly three years ago has grown into a team of five, each fully owning their deliverables. They've taken on critical core roles across teams. We're extremely pleased with the commitment and engagement they bring.”

What You Get
Build AI-powered products that ship to production. From LLM integrations to AI agents and RAG systems, you get solutions built on proven engineering practices that scale with your business.
Learn about AI EngineeringProtect your AI systems from emerging threats. Your models stay safe from prompt injection, jailbreaks, and data leakage with security measures designed specifically for AI workloads.
Learn about AI SecurityShip faster with a full-stack team that builds AI-integrated products. You get clean, maintainable code and modern development workflows that accelerate your time to market.
Learn about Product EngineeringDesign intuitive AI-powered products that users love. Your customers get seamless experiences that drive engagement, from conversational interfaces to intelligent dashboards.
Learn about Experience DesignScale your infrastructure for AI workloads. You get cloud architecture optimized for ML models and LLM deployments, with CI/CD pipelines that handle AI-specific requirements.
Learn about Cloud & DevOpsBuild AI-enhanced apps across every platform. Your users get fast, intelligent experiences with seamless AI integrations across web, iOS, and Android.
Learn about Web & Mobile DevelopmentOur Process
A proven engagement process built for enterprise velocity. Your team gains senior engineering capacity within days—not weeks.
A focused conversation with our technical leadership to understand your objectives, architecture constraints, and success criteria. You receive an honest assessment—not a sales pitch.
Our principal engineers analyze your architecture, codebase, and technical requirements. You receive a detailed engagement proposal with talent recommendations and a clear execution roadmap.
We curate a team of senior engineers matched to your technology stack and domain requirements. You interview and approve every team member before engagement begins.
Your dedicated engineers integrate directly with your team—participating in standups, adopting your tools, and aligning with your workflows. They operate as true extensions of your engineering organization.
Your team ships production-ready code with comprehensive documentation and knowledge transfer. As your requirements evolve, we scale capacity up or down—no long-term lock-ins.
Engagement Models
Three proven engagement frameworks designed for different business objectives. Scale up, scale down, or pivot—without renegotiating contracts.
Senior engineers integrated directly into your engineering organization, reporting to your leadership and delivering against your roadmap.
Best for
Engineering teams scaling for growth or critical initiatives
Full ownership of a defined scope—from architecture through deployment. You set the objectives; we deliver production-ready software on schedule.
Best for
New product launches or strategic feature development
A strategic partnership to accelerate enterprise AI adoption—from opportunity assessment through production deployment and organizational enablement.
Best for
Organizations pursuing enterprise-wide AI capabilities
Proven Results
Seasoned builders delivering software products—with and without AI.
Production-tested engineering. Your partner for what's next.
FAQ
We build production AI systems including LLM applications, AI agents, RAG systems, and AI-enhanced products. From conversational AI to document processing to intelligent automation—we handle the complete development lifecycle from architecture to secure production deployment.
Whether you're building your first LLM application or scaling existing AI systems, our engineers can be embedded with your team within 2-5 days.