AI Architecture · Israel

AI that survives
contact with production.

We turn fragile AI prototypes into stable, revenue-generating systems — closing the engineering-to-operations gap that kills four of five pilots.

POC  →  STAGING  →  PRODUCTION
System flowLive
Ingest Agents Guardrails Live
The POC graveyard

A demo in a sandbox is not a product.

Most AI projects die between a clever prototype and a system that survives real traffic, data, and users. The model was never the hard part.

80%

of enterprise AI pilots never reach production — for lack of architecture, guardrails, and ownership. Not the model.

POC

What usually ships

A notebook that works once, on clean data, with someone watching. No error handling, no pipeline, no owner — it breaks the first week it meets reality.

PRODUCTION

What we build

A system with guardrails, monitored data flows, and fallback logic. Built for the edge cases that kill demos — and to keep running without you.

Why Reef TRH

Engineering depth and operational reality — in the same team.

The AI consulting market splits into two camps, and the gap between them is exactly where projects fail. We sit in both.

Most of the market

Pick one, lose the other

  • Strategy consultants who can advise but can't build
  • Engineers who ship code but don't understand operations or revenue
  • Decks and roadmaps that never touch production
  • Hand-off the moment the demo works
Reef TRH

Both, in one partner

  • Senior sales & call-center operations leadership — we know how work actually gets done
  • Hands-on AI engineering, including real-time edge computer vision
  • We don't advise from the sidelines — we act as your fractional AI architect
  • We own the build through production and keep it running
How we work

Three stages from audit to live system.

A structured path with checkpoints, not an open-ended engagement. You know what gets built — and just as importantly, what doesn't.

01

AI Readiness & Strategic Audit

We map your data, workflows, and goals, then define what to build — and what would waste your money.

02

Architecture & Logic Guardrails

The blueprint: business-logic guardrails, secure data pipelines, and integrations built to survive the edge cases that break prototypes.

03

Production Deployment & Scale

We move it out of the sandbox into your live environment — stable, secure, monitored, and delivering ROI from day one.

Engagements

Three clear ways to work with us.

Fixed scope where it matters, flexibility where you need it. Start small, scale when it earns it.

Start here

AI Assessment

For teams who need to know what to build before they spend.

  • Data & workflow readiness audit
  • Opportunity and risk map
  • Fixed-scope, fixed-fee, fast turnaround
Most common

Implementation Sprint

For teams ready to put one real system into production.

  • Architecture, guardrails & data pipeline
  • Build, integrate, and deploy to live
  • Handover with documentation & monitoring
Ongoing

Monthly Retainer

For teams who want an AI architect on call.

  • Fractional AI architect, embedded
  • Continuous improvement & new builds
  • Priority response and roadmap ownership
Proven in production

We don't just talk about hard problems. We've shipped them.

Two examples of the engineering depth behind the strategy — systems built to run in the real world, not the lab.

Edge & real-time

Real-time computer vision on the edge

A drowning-detection pipeline running entirely on NVIDIA Jetson Orin — privacy by design, pixels never leaving the device, a human in the loop. Low-latency, high-stakes work that punishes fragile engineering.

Jetson OrinDeepStreamYOLOByteTrackPrivacy-by-design
Multi-agent LLM

Orchestrated multi-agent AI systems

Production multi-agent pipelines that coordinate specialised models for research and decision support — wrapped in guardrails so the output stays reliable, on-scope, and safe for users.

Multi-agent orchestrationGuardrailsFastAPIAnthropic
Who we work with

Two paths, one discipline.

Tech companies & startups

Turn a deep-tech POC into a product

You have the breakthrough. We handle the architecture, packaging, and discipline that turns a lab result into something you can sell, deploy, and defend.

SMBs & established business

Automate operations with AI you can trust

You don't need hype — you need fewer manual hours and systems you can trust. We find the workflows worth automating, build them properly, and keep them working after we leave.

Ready to get your AI out of the sandbox?

Book a strategy call No pitch deck. A 30-minute working conversation about your specific bottleneck.