Orchestration of Claude, GPT-4, Gemini, and Llama agents running in parallel. Custom LLM pipelines with tool use, memory, and context management — built for production workloads, not demos.
n8n, Make.com, and GoHighLevel workflows that eliminate manual ops. CRM automation, webhook pipelines, and API integrations that run 24/7 without you touching them.
WordPress, AWS, DNS, and Next.js / React full-stack apps. From technical SEO and landing pages to managed multi-site deployments that stay fast, secure, and online.
We map your operations and identify the highest-leverage automation points — no generic playbook, just what actually moves your business forward.
System design, model selection, tool stack, and integration plan. Every decision is explained before a single line of code is written.
Agents coded, tested, and deployed into your stack. Handover includes documentation and a walkthrough so your team can run it independently.
Monitoring, iteration, and expansion as your needs grow. Systems should improve over time — I stay involved to make sure they do.
The Problem
Recruiters spend hours manually reviewing portfolios. Candidates get no feedback. The process is slow, inconsistent, and impossible to scale.
The System
A multi-agent pipeline where UI, UX, and PM specialist agents evaluate portfolios in parallel, each applying role-specific scoring criteria. Results in seconds, not hours. Two-sided product — recruiters post roles, candidates get scored feedback.
Architecture
Stack
I'm Kobi Sapir. Most people in the AI industry came from Unit 8200 or a university lab. I came from the Israeli Prison Service.
For 16 years I managed medical operations in the most high-pressure environments that exist. That's where I learned to manage chaos, solve problems under fire, and make systems work — no matter what. Five years ago I took that operational instinct and went all-in on AI.
Today I build armies. Multi-agent systems, cloud infrastructure (AWS), full-stack development. I don't sell dreams or pretty demo slides that only work on YouTube. I build systems that run in production.
I don't just know what the technology can do — I know what a business needs to deploy it without burning six months and a sea of money. I've done it for Serenity Spa & EVODNA in the US (10+ websites, 30+ cross-functional team, full cloud infrastructure), and I bring that same standard to every client. Technology is nice. But in the end — you need someone who knows how to bring it to the field.
Drop me a message or reach out directly — I typically respond within a few hours.