DeepProve is now open to everyone·12,418,902 proofs and counting
LIVE · OPEN-SOURCE LAUNCH

The fastest AI proof system.
Now open to everyone.

DeepProve generates a cryptographic proof for every AI inference, so the math behind a model can be verified by anyone, without exposing the model or the data. Today, every line of it is yours.

Lagrange logoDeepProve
● LIVEUPDATED 4S AGOAUTHORIZED
Proofs Yearly
12M
across the network
System Load
48%
healthy
Active Workers
321/ 400
online

Proofs over time

peak · 40min

Latest proofs

ModelTimestampLayersVerify
Llama-3 70B30-09:18980✓ verified
Gemma-3 27B30-09:18862✓ verified
GPT-230-09:18712✓ verified
Llama-3 8B30-09:18632✓ verified
View live dashboard →

Already running where the stakes are highest

NVIDIAQUALCOMMLOCKHEED MARTINORACLEIBMANDURILAWSINTELRAYTHEON
US SEC

200+ crypto and enterprise partners across the Lagrange ecosystem

WHAT IT IS

A cryptographic receipt for every AI inference. Now open source.

DeepProve runs the model, commits to every intermediate state, and produces a succinct cryptographic proof. Anyone can verify the output came from the right model, on the right inputs, without seeing either.

01

Drop in your model

Bring any ONNX, safetensors, or GGUF model. GPT-2, Gemma-3, or your own. Layer-by-layer support out of the box.

02

Run inference

DeepProve runs the model and commits to every intermediate state. Embeddings, attention, logits.

03

Generate the proof

60× faster than the current baseline, with 671× faster verification. DeepProve preserves model accuracy unlike competitors.

04

Verify anywhere

Anyone can verify the output came from the right model on the right inputs, without seeing either.

WHY NOW

Forces are converging on verifiable AI.

We're opening it now because the moment is here. The vibe-code trust gap, the AI incident curve, the hallucination panic, and the EU AI Act high-risk deadline all land in 2026.

Vibe code crisis
46%

of all new code is AI-generated. Verification hasn't kept up.

GitHub State of AI Code 2026
Incident curve
+55%

year-over-year jump in AI incidents. 362 recorded in 2025 alone.

Stanford 2026 AI Index
Hallucination panic
71%

of executives won't scale AI without proof their models behaved as expected.

McKinsey / Trustible 2026
Regulatory deadline
Aug 2

EU AI Act high-risk obligations go live. Tamper-resistant logs and operational evidence, not declarations.

Regulation (EU) 2024/1689
WHAT YOU CAN BUILD WITH IT

A primitive, not a product.

DeepProve is the verifiability primitive. Drop it into any vertical that already has a regulator, an adversary, or both.

DEFENSE

Autonomous decision audit.

Cryptographic receipts for every model decision in the field, verifiable post-mission, without exposing the model.

HEALTHCARE

FDA-ready AI diagnoses.

Tamper-resistant proof that the diagnosis came from the cleared model on the cleared inputs.

FINANCE

Compliance with a receipt.

Loan, fraud, and surveillance models that produce regulator-grade evidence on every output.

DEFI / AGENTS

Agents that prove they're correct.

On-chain agents whose every inference is verifiable before any action settles.

WHAT THE USER EXPERIENCES
01

They use a product backed by DeepProve.

02

There is a proof that the inferences done are correct with every AI output.

03

They no longer need to verify that AI is correct, it already has been verified by DeepProve.

THREE YEARS · ONE GOAL

From research bet to public primitive.

2023
R&D begins. The bet: zkML can be production-grade, not academic.
AUG 2025
First full-LLM proof. DeepProve-1 proves GPT-2 and Gemma-3 inferences end-to-end.
OCT 2025
First ecosystem partnerships at Oracle, IBM, Qualcomm, and many more.
JAN 2026
12M proofs in production. 3M inferences verified, including the groundbreaking Turing Roulette.
JUNE 2026
Open source. Available to everyone. Live dashboard. Updated white paper. Yours to fork.
Screenshot of the Turing Roulette tournament product powered by DeepProve verifying AI inferences

Powered by DeepProve, the Turing Roulette tournament challenged 144,309 people to decipher whether they were talking to a human or an AI, proving over 3.7M AI inferences.

Learn more
“We didn’t build DeepProve to own verifiable AI.
We built it so nobody had to.
— ISMAEL · FOUNDER, LAGRANGE LABS