Company
Subsidiaries Axiomera Conduit Quantara Nadir AI DFT Labs
Research Talk to our team
HeyDonto AI Technology Knoxville · Tennessee VMC MAR COM Inc.

Five companies. One foundation.

HeyDonto builds on Data Field Theory - the mathematical foundation for semantic intelligence. Axiomera is the peer-reviewed platform that implements it. Conduit (dental interoperability), Quantara Health AI (oncology intelligence), and Nadir AI (aerospace fleet health) prove it works. DFT Labs develops the research programme. The rare technology company that operates the foundation, the platform, and the applications that prove it.

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Platform · 01

Axiomera

Enterprise Semantic Intelligence
Application · 02

Conduit

Dental Interoperability Exchange
Application · 03

Quantara

Oncology & Clinical Intelligence
Application · 04

Nadir AI

Aerospace Fleet Health
Research · 05

DFT Labs

Physics of Intelligence

Most technology companies pick one side of the stack. Infrastructure companies license platforms and wait for customers to figure out what to build. Application companies build on someone else's infrastructure and inherit whatever gaps that infrastructure has. HeyDonto does both - deliberately.

The company exists on a single premise: ambiguous data is the real bottleneck in enterprise AI, not model capability. The same procedure code arrives as three different strings. Patient identity is stable at one site and refreshed nightly at another. A vibration threshold is in Hz at one operator and RPM at another. Downstream AI inherits this ambiguity, and the field calls the result "AI failure." It isn't. It's a semantic failure that happened before inference ever ran.

You cannot prove that infrastructure works by describing it. You prove it by deploying it in places that do not tolerate failure.

Axiomera is our answer to the semantic problem - a production-grade platform built on the mathematical foundation of Data Field Theory and protected by an 11-patent portfolio. Conduit, Quantara Health AI, and Nadir AI are three vertical applications running on Axiomera, each proving the platform's power in regulated industries where failure has consequences - dental-medical coordination, oncology decision support, and aerospace fleet health. DFT Labs develops the research programme that makes it all possible. Foundation → Platform → Applications.

The portfolio. Platform underneath, applications on top.

§ 02 - Our Companies

One semantic infrastructure. Three vertical applications that put it into production in industries where data ambiguity has consequences measured in lives, dollars, and downtime.

The Foundation 16 Papers · 1 Book

DFT Labs

Data Field Theory. The
mathematical foundation
underlying semantic intelligence.

DFT Labs develops the research programme that anchors HeyDonto's entire portfolio. Data Field Theory treats intelligence as a constitutive layer of dynamical organization that works across any substrate. The programme specifies detection signatures, mathematically characterizes conditions of realization, and develops engineering applications spanning semantic harmonization, robotic perception, and anomaly detection across healthcare, aerospace, and beyond.

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At a Glance
Category
Research Programme
Foundation
Axiomera is built on it
Research
16 papers + 25-chapter book
Patents
1 draft (28 claims)
Scope
Peer-reviewed mathematics
Axiomera is built on DFT
The Platform 11 Patents · 9 Papers

Axiomera

Enterprise semantic intelligence. The layer that makes data mean something.

Axiomera is HeyDonto's flagship platform - a peer-reviewed semantic infrastructure that resolves meaning, interoperability, and harmonization before analytics, machine learning, and downstream systems consume it. Four cooperating intelligence systems (SCE, DMM, DHM, EMI) classify fields against ontologies, synthesize bidirectional mappings, harmonize records across sites, and orchestrate governance end-to-end. Vendor-neutral. Event-driven. Auditable through Semantic Evidence Graphs.

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At a Glance
Category
Infrastructure · SaaS & embedded
Deployment
HeyDonto cloud · customer-hosted · hybrid
Research
9 peer-reviewed foundation papers
Validation
47 institutions · 1.2M encounters
Partners
Snowflake · Databricks · GCP · AWS
Three vertical applications, each running on Axiomera
The Applications
Healthcare · Dental

Conduit

The standards-based exchange connecting medical, dental, payer, and patient systems.

Conduit is the FHIR-native exchange platform bridging a 60-year data gap between medical and dental care. It implements four exchange patterns - Medical ↔ Dental, Dental ↔ Dental, Authorizations & Claims, and Patient Access - using SMART on FHIR, TEFCA-aligned protocols, and CARIN alignment. HeyDonto is a founding member of the Oral Health Interoperability Alliance; Conduit is the reference implementation.

4
Exchange patterns
FHIR R4
Canonical center
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Healthcare · Oncology

Quantara Health AI

A unified semantic record for the most heterogeneous data in medicine.

Quantara is HeyDonto's oncology and clinical intelligence subsidiary, grounded in peer-reviewed translational research in hepatocellular carcinoma, non-small cell lung cancer, and multi-center glioma grading. Its flagship deployment is the Pharma Eligibility Gap Engine - a system that detects when community-oncology patients cross eligibility thresholds for drugs, re-authorizations, or clinical trials that haven't been acted upon.

3
Peer-reviewed oncology papers
Pharma
Gap Engine launching
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Aerospace · Defense

Nadir AI

Every aircraft teaches the fleet. Axiomera is how the lessons travel.

Nadir AI converts heterogeneous aircraft vibration data into semantically governed, provenance-preserving health records that feed federated fleet learning under aviation-grade governance. Binds raw sensor features to ISO 20816, ATA iSpec 2200, and S1000D. Privacy-preserving across operators. FAA/EASA-aligned shadow-validation workflow. Anchored by a strategic partnership with TEC-USA / ACES Systems.

+7.4 pp
Fault-discrimination accuracy
−73.3%
Bandwidth reduction
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§ 03 - Scientific Foundation

The work behind the portfolio is published and protected.

14.
Peer-Reviewed Publications
Covering semantic classification, federated learning, quantum-inspired harmonization, FHIR-native interoperability, and translational oncology.
11+
Patents Pending
US, European, and PCT jurisdictions. Counsel: Jeffrey Sheriff, Pillsbury Winthrop Shaw Pittman LLP.
47
Institution Validation Cohort
ASCIN Phase 1 prospective federated deployment. External benchmarking on MIMIC-IV. 99.1% uptime.
1.2M
Patient Encounters
Semantic Classification Engine validation: 94.7% classification accuracy, 95.2% error detection sensitivity, 2.3% false positive rate.
Read the full research library →
Founding Member

HeyDonto is a founding member of the Oral Health Interoperability Alliance.

OHIA is the industry coalition driving national standards for dental interoperability in the United States, with federal observers from CMS, ONC, FEHRM, HRSA, and the VA. Rivers Morrell serves on the Alliance Architecture Steering Committee. Conduit is positioned as the reference implementation for OHIA's technical standards, and HeyDonto contributes to all three Implementation Working Groups.

Learn about OHIA →
§ 05 - Work With Us

Four companies. One conversation.

Whether you're evaluating Axiomera as enterprise infrastructure, exploring Conduit for dental data exchange, engaging Quantara on oncology intelligence, or partnering with Nadir AI on aerospace fleet health - every path starts here. Talk to our team to find the right one.

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