AI tools and APIs — from edge devices to cloud models.

We help companies audit, verify, and insure AI models and data across the full stack — from RTOS on embedded hardware to large-scale models in the cloud. Our APIs and open-source plugins integrate into the tools engineers already use: NVIDIA, AMD, MLflow, and more.

What we build

  • Model safety & auditing: Structural transfer verification, tamper-proof audit certificates, compliance-ready reporting for EU AI Act, FDA, NIST.
  • Edge & embedded AI: AI-powered debugging for ARM Cortex-M, RTOS analysis, real-time firmware testing via MCP protocol.
  • Data & model insurance: Verifiable audit trails that enable third-party insurance of AI model deployments and data pipelines.
  • Developer APIs: 71+ endpoints, 9 open-source plugins, free tier for developers, enterprise tiers for regulated industries.

Right now

  • Raising pre-seed — €500K for Transfer Oracle go-to-market.
  • 9 open-source plugins shipping across NVIDIA, AMD, and MLflow ecosystems.
  • Tamper-proof audit certificates live in production.
  • EU AI Act compliance deadline: Aug 2026.

Stockholm, Sweden • Remote friendly

Our Products

AI infrastructure for model safety, embedded intelligence, and insured deployments.

Live Pre-seed round under way

Transfer Oracle

Model safety infrastructure for production ML. Structural transfer auditing with tamper-proof certificates — know if quantization, fine-tuning, or distillation broke your model before it reaches production. Compliance-ready for EU AI Act, FDA, and NIST AI RMF.

71+ API Endpoints 9 Open-Source Plugins NVIDIA • AMD • MLflow Audit Certificates Patent Pending
TAM: $6–10B (2025)
SAM: ~$1.5–2B
Raising: €500K at €2.5M pre-money
TransferOracle.ai Investor Info API Docs Live Demo Plugins
Beta

ProbeCodex

AI-powered debugging for embedded systems. Connect your hardware probe and let AI debug, flash, analyze RTOS tasks, and test firmware — directly from Claude Code. 90+ MCP tools for ARM Cortex-M development.

ARM Cortex-M 90+ MCP Tools FreeRTOS • Zephyr
ProbeCodex.com Docs
Live

Operator Platform

Multi-tenant franchise platform. Operators deploy their own branded instance of Transfer Oracle with custom domains, Stripe billing, automated provisioning, and 70/30 revenue split.

Multi-Tenant White-Label Stripe Billing Franchise Model
Become an Operator

Category validation

  • Robust Intelligence — acquired by Cisco (2024)
  • WhyLabs — acquired by Apple (2025)
  • Arize AI — $131M raised, Series C (Feb 2025)
  • Arthur AI — $63M raised

Large platforms are buying model safety capability. We’re building it natively.

Regulatory tailwind

  • EU AI Act: High-risk conformity assessments mandatory August 2, 2026.
  • FDA: 1,250+ AI/ML medical devices authorized. Each change requires re-validation.
  • NIST AI RMF: Referenced by FTC, SEC, CFPB in enforcement actions.
  • Global: 75% of world economies will regulate AI by 2030 (Gartner).

Get in touch

Interested in our products, investing, or joining the team? We usually reply within one business day.

Email: lee@droidtech.ai
Phone: +46 (0)76 298 1255
Location: Stockholm, Sweden