AI Data Infrastructure · Materials Science & Engineering

Decades of expert data.
Ready for the AI era.

Deep Theta transforms proprietary scientific and engineering data into structured, AI‑ready intelligence — while the organizations that built it retain full ownership and control.

SOURCE handbook_vol4.pdf · p.412
STATUS structured · validated · owned
RECORDS 2,847,310 structured · provenance intact
U.S. AIR FORCE CRADA
TECHNOLOGY USED BY USAF & NSA PROGRAMS
AIR-GAPPED DATA HANDLING
PROVIDER-OWNED, ALWAYS
For Data Providers

Your archive is about to become
your most valuable asset.

The world's most important technical knowledge — property curves, test results, handbook tables, proprietary research, experiment failure data, unpublished findings, decades of peer-reviewed measurement — still lives in PDFs, scans, and legacy databases. AI systems are only as good as the data beneath them, and the organizations that curated that data should lead as it becomes machine-usable. Not be left behind by it.

Ownership

You keep your data. Full stop.

Your datasets remain your intellectual property — always. Every engagement is governed by terms you set, with usage that is metered, auditable, and revocable. Nothing moves without your permission.

Engineering

We do the heavy lifting.

Extraction, structuring, unit normalization, provenance tracking, expert validation — Deep Theta handles the deep technical work of making complex scientific data usable by modern AI systems.

Value

New value, on your terms.

Once AI-ready, your data can power new products, subscriptions, and partnerships — delivered through channels you approve, with your brand and attribution preserved on every record.

The Platform

From archive to intelligence.

A disciplined pipeline built for the hardest technical data — engineered under the same standards we apply to national security work.

01 — INGEST

Every format, every era

Scanned handbooks, PDFs, spreadsheets, legacy databases, lab notebooks, plots that only exist as images.

PDF/scantablescurveslegacy DB
02 — STRUCTURE

Schema, units, meaning

Records normalized to rigorous domain schemas — materials, conditions, test methods, units — with source provenance attached to every value.

normalizationprovenancemetadata
03 — VALIDATE

Trusted, or flagged

Automated physics-aware checks plus domain-expert review. Outliers, transcription errors, and unit mismatches are caught before they ever reach a model.

QA checksexpert reviewaudit trail
04 — DELIVER

Governed channels only

Your data reaches users through channels you approve — secure MCP servers, governed APIs, or specialized AI models — metered and attributed.

MCPAPIAI models
As it exists today UNSTRUCTURED
Table 7.14 Effect of temp. on tensile prop.,
Ti-6Al-4V bar, annealed cond. (contd.)
────────────────────────────────────
Temp,F TS,ksi YS ksi El,%
RT 138 128 14
400 113 98 —
600 1O4* 88 18
*see footnote (b), p.412 ; scanned 1998
⚠ OCR artifact · mixed units · orphaned footnote
After Deep Theta AI-READY · OWNED BY YOU
{ "material": "Ti-6Al-4V", "condition": "annealed bar", "property": "tensile_strength", "units": "MPa", // normalized from ksi "curve": [[21,951],[204,779],[316,717]], "validation": "expert_verified", "provenance": { "doc": "vol4 §7.14", "owner": "provider" } }
Delivery

Your data, working where
the work happens.

AI-ready doesn't mean given away. Deep Theta builds governed channels that put your data to work inside the tools engineers and scientists already use — with control, metering, and attribution built into every one.

Channel 01

Secure MCP servers

We stand up dedicated Model Context Protocol servers for your datasets, so industry can query your data inside their AI workflows — live, licensed, and attributed. Every request is authenticated and metered; access can be scoped or revoked at any time.

Channel 02

Specialized AI models

Deep Theta builds domain-specific models on properly licensed corpora — engineering copilots that answer with your validated data behind them, not internet guesses. Your data stays inside a controlled system, never released as raw datasets.

Channel 03

Governed APIs & licensing

Structured access for your existing customers and partners under contracts you control — enterprise APIs, subscription products, and institutional licensing with complete usage auditability.

Ownership retained

Your IP stays yours in every engagement, contractually.

Provenance preserved

Every record traces to its source document and page.

Access governed

Metered, authenticated, auditable — and revocable.

Air-gap available

Processing can run fully offline, inside our perimeter.

Your terms, enforced

Distribution happens only through channels you approve.

Domain Depth

Built for the hardest technical data.

Materials and engineering data is unforgiving: temperature-dependent curves, condition-specific properties, decades of evolving test standards. Generic data pipelines mangle it. Ours was built for it.

Temperature-dependent property curves

Thermal, mechanical, and electrical properties as functions of temperature — digitized, normalized, and interpolation-ready.

Alloy compositions & conditions

Designations, heat treatments, tempers, and product forms resolved to canonical identities across naming systems.

Fatigue, creep & fracture data

S-N curves, creep-rupture tables, and fracture toughness data with test conditions faithfully captured.

Phase & transformation behavior

Phase diagrams and transformation data extracted from plots and tables into machine-readable form.

Handbook & standards tables

Dense reference tables converted to structured records without losing footnotes, caveats, or applicability limits.

Test reports & lab archives

Unstructured historical reports mined for validated data points that would otherwise stay buried.

Applied AI

We don't just process data.
We build the models.

Deep Theta's proprietary deep learning has been deployed against hard signals across seven domains. That's why we understand exactly what AI systems need from data — and exactly how valuable well-curated data is.

Cybersecurity

Behavioral anomaly detection across live network telemetry.

Manufacturing

Predictive quality intelligence on the production line.

Healthcare

Clinical pattern recognition in complex patient data.

Diagnostics

Automated interpretation of hard-to-read signals.

Safety

Real-time risk detection in operational environments.

Supply Chains & Commerce

Fraud and disruption intelligence at scale.

Government & Defense

Trusted with the nation's hardest data.

Deep Theta's machine learning algorithms have been used by partners such as the United States Air Force and the National Security Agency. We operate under a Cooperative Research & Development Agreement with the U.S. Air Force — and we bring that same discipline to every dataset entrusted to us.

Security practices forged in national security environments, applied to commercial data partnerships.
Experience handling sensitive, export-controlled, and mission-critical information.
A real company with real government instruments — not a pitch deck.
USAFNSADHSDIAUSCYBERCOM
INSTRUMENT // CRADA-USAF ACTIVE
InstrumentCooperative Research & Development Agreement (CRADA)
PartnerUnited States Air Force
ScopeCollaborative research advancing applied deep learning technology
TechnologyMachine learning technology licensed from the U.S. Air Force — used by USAF and NSA programs
Security

Cut the cable. Nothing changes.

Provider data is processed inside Deep Theta's own sealed, air-gapped environment — no cloud calls, no telemetry phoning home, no external model APIs. And for data that can never leave your walls, we can deploy inside your perimeter instead.

Air-gapped processing

Every model, every inference, every update mechanism can operate fully offline. Updates ship via controlled physical media. Zero external connectivity, ever.

Never used to train public models

Provider data is never fed into public or third-party foundation models. It is used only for the purposes you contract — nothing more.

Auditable end to end

Every access, transformation, and delivery event is logged. You can see exactly where your data went, who used it, and under which terms.

Contact

Tell us about your data.

Whether it's a century of handbooks or a single irreplaceable database, we'd like to hear about it. Initial conversations are confidential and carry no obligation — we're happy to sign an NDA before you share anything.

Confidential by default — NDA on request
No-cost data assessment for qualified archives
You set the terms before anything moves