← Back to Transfer Oracle
Pre-seed round under way — €500,000 at €2.5M pre-money

Model Safety Infrastructure for Production ML

Know if your model transfers safely before you deploy. Structural transfer auditing, tamper-proof certificates, and compliance-ready reporting — delivered as an API.

The Problem

Every team shipping ML models faces the same question: did quantization, fine-tuning, or distillation break something?Today, validation is manual, ad-hoc, and invisible to auditors. As regulation tightens (EU AI Act, FDA, NIST AI RMF), “trust me, it works” is no longer acceptable.

There is no standard infrastructure for proving that a transformed model still behaves like the original. Transfer Oracle fills that gap.

The Solution

Transfer Oracle is an API-first platform that structurally audits ML model transformations — quantization, pruning, distillation, fine-tuning — and produces tamper-proof, HMAC-signed audit certificates that prove a model transfers safely.

Core Capabilities

  • Structural Transfer Auditing: Independent structural probes verify model integrity — goes far beyond accuracy checks
  • Tamper-Proof Certificates: HMAC-signed audit reports with background integrity chain (Patent pending)
  • Plugin Ecosystem: 9 open-source plugins for NVIDIA ModelOpt, NeMo, Triton, TensorRT, TAO, AMD Quark, AMD vLLM, MLflow Evaluator, and MLflow Gateway
  • Operator Architecture: Multi-tenant, white-label franchise model — operators deploy their own branded instance
  • Compliance-Ready: Output maps directly to EU AI Act Article 9 requirements and NIST AI RMF

What’s Built

This is not a pitch deck — the platform is live and processing audits.

71+
Live API Endpoints
9
Open-Source Plugins
1,000
Free Credits / Month
Live
Stripe Billing + Provisioning
  • Stripe billing with automated API key provisioning and revocation
  • Tamper-proof HMAC-signed audit certificates with verification endpoint
  • Background integrity chain for audit trail (Patent pending)
  • Multi-tenant operator franchise architecture (white-label ready)
  • NVIDIA, AMD, and MLflow plugin integrations published on GitHub (MPL-2.0)
  • Interactive demo at transferoracle.ai/demo

Pricing & Revenue Model

Current Tiers (live)

  • Free: $0/mo — 1,000 credits, adoption wedge
  • Pro: $49/mo — 50,000 credits, all endpoints
  • Enterprise: $299/mo — 500,000 credits, priority support

Planned Expansion (Q3 2026)

  • Team: $199/mo — multi-user, audit certificates
  • Enterprise: $999/mo — compliance-grade SLA, SSO
  • Regulated: $2,500+/mo — EU AI Act conformity packages, on-prem

Path to €5M ARR: 200 enterprise customers at €25K ACV

Market Opportunity

MLOps

$2.3B → $16.6B
2025 → 2030, 40% CAGR
Grand View Research

Model Validation

$1.8B → $6.5B
2025 → 2033, 17% CAGR
SNS Insider

AI Governance

$2.2B → $11B
2025 → 2036, 15.8% CAGR
Future Market Insights

Total Addressable Market

$6–10B today → $35–45B by 2030

Combined MLOps + validation + governance

Serviceable Addressable Market

~$1.5–2B

Model validation + compliance for enterprises in production

Competitive Landscape

Recent exits and raises validate the category. Transfer Oracle is differentiated by focusing on structural transfer verification rather than general observability.

Robust Intelligence

Acquired by Cisco (2024)

WhyLabs

Acquired by Apple (2025)

Arize AI

$131M raised — Series C, Feb 2025

Arthur AI

$63M raised

These companies focus on monitoring and observability. Transfer Oracle occupies a distinct position: structural audit of model transformations with tamper-proof certification — a requirement under emerging regulation.

Regulatory Catalyst

EU AI Act

High-risk system requirements become mandatory August 2, 2026. Conformity assessments take 8-16 weeks. Notified bodies already backlogged into Q2 2026.

FDA

1,250+ AI/ML devices authorized. Each model change requires re-validation. Transfer Oracle automates the evidence package.

NIST AI RMF

Referenced by FTC, SEC, CFPB in enforcement actions. Audit trail requirements align directly with Transfer Oracle certificates.

Defensibility

Patent Portfolio

Tamper-proof audit chain (Patent #8 pending). Structural transfer verification methods. Filing additional provisionals with this raise.

Certificate Authority Position

Every audit produces a signed, verifiable certificate. We become the trusted third party for model deployment decisions.

Distribution via Ecosystem

9 open-source plugins embedded in NVIDIA, AMD, and MLflow toolchains. Every pip install is a potential API customer. 7.5M NVIDIA developers.

Operator Franchise

White-label architecture lets partners sell Transfer Oracle under their brand. 70/30 revenue split. Capital-light scaling.

The Round

Terms

  • Stage: Pre-seed
  • Raising: €500,000
  • Pre-money valuation: €2,500,000
  • Instrument: Equity or convertible note

Use of Funds

  • GTM & Sales (40%): First enterprise customers in regulated industries
  • Developer Ecosystem (30%): Plugin advocacy, conference presence, community
  • Infrastructure (20%): Multi-region EU deployment, SOC 2 Type I
  • Patents (10%): File pending IP (audit chain, structural verification methods)

12-Month Milestone (Seed-Ready)

50+
Paying teams
3
Operator franchises
€100K
Annual recurring revenue
EU AI Act
Early adopter case studies
Pre-seed round under way

Let’s Talk

We’re raising €500K to take Transfer Oracle from live API to enterprise GTM ahead of the EU AI Act deadline. Looking for investors who understand infrastructure software and the regulatory wave ahead.

lee@droidtech.ai

Founder: Lee Sandberg

Company: Droidtech 42 AI Labs AB, Org.nr 559534-0745

Location: Stockholm, Sweden

Stage: Pre-seed

© 2026 Droidtech 42 AI Labs AB, Org.nr 559534-0745, Stockholm. All rights reserved.