WHY KOCA VENTURES

Three things that separate us from slide-deck consultancies

01

Real CVE credit, not marketing claims.

Founder Ozgur Ogul Koca is acknowledged by NVIDIA’s Product Security Incident Response Team for CVE-2026-24148, a high-severity vulnerability in Jetson Linux. The kind of hardware-security depth most AI consultancies cannot put a name to.

02

Production deployments, not slide-deck pilots.

We do not pitch decks. We ship code, run it under load, and stay on call. Edge AI Surveillance (Sentinel-X) is live on industrial perimeters. Computer Vision for Restaurants (Kobor AI) runs across Özsüt’s 150+ locations. QR Ordering (Pulse) operates under a Shell PLC supplier engagement. Every product in our portfolio has a customer paying for it today.

View live products
ABOUT KOCA VENTURES

Built by engineers, not deck-writers

Koca Ventures Ltd is a UK-registered engineering consultancy — Companies House #16231043. We design, build, and operate production systems for edge AI, ledger-grade transaction processing, robotics simulation, and AI-first startups. Founded by Ozgur Ogul Koca, credited by NVIDIA PSIRT for CVE-2026-24148.

  • NVIDIA PSIRT acknowledgement — CVE-2026-24148, Jetson Linux
  • Production deployments with named customers in three sectors

Every engagement ships to production. We do not do proof-of-concept work that never ships. When we take a project on, we stay on-call until it runs under load.

The Beginning of EverythingWarren McCulloch, 1960s
Koca Ventures team collaborating on AI-powered solutions
Our Expertise

Services & Solutions

Advisory-first technology consulting across three pillars: Strategy and Adaptation, Architecture and Technology, and Specialized Consulting. Backed by a full-stack engineering team that builds cloud-native SaaS, API-first platforms, and production-grade AI systems.

Agentic AI & On-Premise

  • Custom agent harnesses + Claude / OpenAI Agent SDKs
  • Kuzu knowledge graphs for document agents
  • On-premise inference (vLLM, Ollama, llama.cpp)
  • WhatsApp Operations Organizer + CRM pipelines

TigerBeetle Transaction Systems

  • Schema design, VSR cluster topology, client library integration
  • Hybrid TigerBeetle + PostgreSQL pattern for production fintechs
  • Kafka, gRPC, event-sourcing, PCI-DSS-aligned architecture review

Computer Vision

  • Multimodal AI with hardware-accelerated neural network inference (TensorRT, ONNX)
  • Sub-50ms real-time object detection, tracking, and anomaly classification
  • Production-ready pipelines: YOLO, Transformer, custom architectures

Edge AI on NVIDIA Jetson

  • DeepStream pipelines, TensorRT optimisation, multi-camera analytics
  • Secure boot, OP-TEE, LUKS, rollback protection — hardened for production
  • Offline and air-gapped deployments for defence and critical infrastructure
  • 24/7 operational support — we maintain what we ship

Fractional CTO for AI Startups

  • Architecture review, hiring, and investor technical due diligence
  • Engineering discipline that survives Series A
  • On-demand technical leadership for post-MVP UK and EU startups

Sovereign AI & Compliance Hardening

  • EU AI Act, NIS2, DORA, GDPR conformity packs — risk assessments, JSP 936-aligned audit trails
  • On-premise inference on Llama, Qwen, Mistral with vLLM, signed weights, MLBOM provenance
  • Prompt injection defence, agent guardrails, OWASP LLM Top 10 hardening (CVE-credited team)
  • Sovereign RAG pipelines — your data never leaves your jurisdiction or your hardware

Agentic Document & Operations Intelligence

  • MCP-native agents over RFP, contract, specification, and compliance document corpora
  • GraphRAG with Kuzu — multi-hop reasoning where flat vector search fails
  • Closed-loop evals, guardrails, and traces (Braintrust, Phoenix, Langfuse patterns)
  • Hybrid on-prem + private API routing — keep regulated data inside your perimeter

Isaac SIM & ROS 2 Robotics Simulation

  • NVIDIA Isaac SIM 5.0 digital twins and OpenUSD pipelines
  • Omniverse Replicator synthetic data and sim-to-real RL
  • Clean handoff to Jetson edge deployments
  • ROS 2 integration and hardware-in-the-loop validation
SECURITY RESEARCH

Proven Security Expertise at the Hardware Level

CVE-2026-24148CVSS 9.4 CRITICAL

NVIDIA Jetson Platform — Xavier & Orin Series

Insecure default initialization in the NVIDIA Jetson embedded AI platform allows local attackers to escalate privileges and execute arbitrary code. Affects Jetson Xavier and Orin series devices running default configurations.

Acknowledged by NVIDIA PSIRT — NVIDIA Security Acknowledgements (#1 for 2026)

We don't just build on embedded AI platforms — we understand their security architecture at the deepest level. Our team identifies vulnerabilities before they become threats.

Read the Full Disclosure
LIVE IN PRODUCTION

Products Running Under Customer Load Today

Five production deployments across edge AI, computer vision, SaaS, and B2B platforms. Every row below has a paying customer.

LIVE

Computer Vision for Restaurants (Kobor AI)

RESTAURANT COMPUTER VISION — XVISION A.S

Computer vision over existing CCTV for restaurant operations. Deployed across Özsüt’s 150+ franchise locations — table status, customer signals, and real-time staff routing without new hardware.

  • Runs on existing CCTV, zero new hardware
  • 150+ Özsüt locations live
  • Real-time table and service tracking
  • POS integration, voice routing to staff
View Computer Vision for Restaurants (Kobor AI)
LIVE

Edge AI Surveillance (Sentinel-X)

ON-PREM PERIMETER AI — CUSTOMER REDACTED

On-prem multi-camera perimeter AI on NVIDIA Jetson. Processes up to 16 IP streams with sub-20ms latency — intrusion, loitering, and tailgating detection without sending video to the cloud.

  • NVIDIA DeepStream + Jetson Orin
  • Sub-20ms per-stream latency
  • Intrusion, loitering, tailgating detection
  • Live in production — customer confidential
View Edge AI Surveillance (Sentinel-X)
LIVE

Multi-Agent Code Review (Lintopus)

AI CODE REVIEW SAAS

Multiple AI agents scan every pull request simultaneously — catching vulnerabilities, bugs, and quality issues before they reach production. Installs as a GitHub App, zero CI/CD config.

  • Multi-agent PR review (OWASP Top 10+)
  • Autonomous red-blue-green testing
  • Inline fix suggestions with severity ratings
  • Live SaaS — installs in under 2 minutes
View Multi-Agent Code Review (Lintopus)
LIVE

B2B Dealer Portal (Project Meridian)

B2B PUMP CATALOG & QUOTING — SPILL & CANSU POMPA LTD.

End-to-end dealer platform for submersible pump distributors. AI-powered catalog digitization, hydraulic calculation engine, multi-currency pricing, and PDF quote generation — live with European pump distributors.

  • Pump selection from 2-3 customer inputs
  • Daily USD/EUR exchange rate sync
  • One-click PDF quote generation
  • Live with SPILL & Cansu Pompa Ltd. distributor network
View B2B Dealer Portal (Project Meridian)
LIVE

QR Ordering with AI Suggestions (Pulse)

QR ORDERING PLATFORM — SHELL PLC

QR-based ordering with AI suggestions and flash-sale campaigns. Built-in real-time kitchen pipeline, multi-language menus, and marketing tools — live under a Shell PLC supplier engagement.

  • AI suggestions by time, weather, pairing
  • Flash sales and marketing campaigns
  • Real-time order-to-kitchen pipeline
  • Live under Shell PLC supplier engagement
View QR Ordering with AI Suggestions (Pulse)
HOW WE WORK

From pain point to production — four deliberate steps

One signed engagement, four deliberate steps. We learn your real bottleneck, scout what the rest of your industry is doing about it, show you what current tech actually delivers, then ship and maintain the system. No vendor that disappears after the invoice.

Discovery — understand the real bottleneck

We sit down with your team and map where the actual pain lives. Not the slide-deck version — what blocks revenue, slows operations, or burns engineering time. No commitment, no sales pitch on this call.

Research — find angles you have not seen

We meet peers in your industry, study how others have solved the same class of problem, and survey the tech your team has not had time to evaluate. Edge AI, ledger engines, automation pipelines move fast — staying current is our job, not yours.

Demo — show what current tech actually does

We build a working demo against your real bottleneck using the latest applicable tech, then walk you through how it makes operations faster and the business more profitable. You decide if it is worth pursuing — the demo is yours either way.

Deliver — ship, maintain, watch for opportunities

We deliver the production system, maintain it, and keep watch for new angles where your business can be more profitable. A second pair of technical eyes on your industry — not a vendor who disappears after the invoice.

0

NVIDIA PSIRT-credited engineering, shipping production work since 2021.

What you will not get from us: “transformative,” “revolutionary,” “synergistic,” or “industry-leading.” What you will get: latency budgets, a checked-in repo, and a number you can compare against last Tuesday.

Two ways to start

Book a free 30-minute consultation — we will tell you whether you actually need us or whether off-the-shelf software is the right call.

PARTNERSHIPS

Our Strategic Network

We collaborate with leading technology providers and industry partners to deliver best-in-class solutions.

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PENTA logo
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