Neurath
Uncertainty control plane that quantifies and calibrates AI model uncertainty for autonomous and mission-critical systems
Neurath is a New York-based startup, incorporated in Delaware in 2026 and led by founder and CEO Dan Morozoff, that builds an "uncertainty control plane" for AI models. Its Trireme library/SDK provides Bayesian and aleatoric uncertainty modeling, out-of-distribution detection, calibration and conformal prediction, and its Gauloi platform deploys that engine as a Kubernetes cluster inside a customer's VPC. It targets multi-sensor AI in medicine, robotics, defense, drones and autonomous vehicles, where models can fail silently under noise and domain shift. A Form D filed 2026-09-23 shows $1.52M sold from two investors in a $4M SAFE offering.
AI
📍 New York, NY
Founded 2026
Current Valuation
Private
PRIVATE
IPO Outlookprivate
Is Neurath going public?
No. Neurath is private and has not filed to go public. There is no S-1 on file.
What is Neurath's valuation in 2026?
No confirmed valuation is on record for Neurath. The roster shows funding and investors where they are public; it does not estimate a mark.
Has Neurath filed an S-1?
No public S-1 is on file for Neurath.
How much has Neurath raised?
Neurath has raised $1.52M in total across 1 disclosed round, most recently a SAFE (partial close of $4M offering) of $1.52M in Sep 2026.
Is Neurath publicly traded — can you buy Neurath stock?
No. Neurath is a private company — its shares are not listed on any exchange and there is no ticker. The routes to exposure are pre-IPO secondary marketplaces and funds (accredited investors), employee tender offers when the company runs one, and public companies with read-through exposure. QuantLogix maps every route it can verify for Neurath on its Pre-IPO Access Desk.
Answers are derived from the roster record shown on this page — filing status, last round and confirmed marks. Where the record is silent, the answer says so rather than guessing.
Company Profile
Last Round
SAFE (partial close of $4M offering) — $1.52M (Sep 2026)
Fundraising Status
SAFE (partial close of $4M offering) · $1.52M · this month
privateTotal raised $1.52M1 disclosed rounds
Funding History
| Round | Amount | Date | Lead Investor | Post-Money |
|---|
| SAFE (partial close of $4M offering) | $1.52M | Sep 2026 | — | — |
Vertical Intelligence — Defense / Aerospace
Defense / Aerospace registry data for Neurath has not been collected yet — the weekly vertical sweep hasn't reached this company. Check back soon.
Talent Signal
Hiring data for Neurath has not been collected yet — the monthly talent sweep hasn't reached this company. Check back soon.
Products
- Trireme (uncertainty-quantification ML library & SDK)
- Gauloi (Kubernetes-native in-VPC deployment platform)
AIAI SafetyUncertainty QuantificationAutonomous SystemsDefense TechMLOps
Private-company numbers are not real-time. Reflects publicly disclosed valuations from press releases, news reports, and tender offers as of recent date. Refreshed quarterly.