Governed AI Workbenches for High-Consequence Analysis
JetWare AI — Your data never leaves the room.

We build governed AI workbenches for professionals whose conclusions must be defensible. The AI may help generate the analysis. The professional remains responsible for the judgment. And increasingly, the workflow itself should be traceable.

Most AI analytics tools send your data to the cloud.

That works fine until you're working with data you can't expose. Client files under NDA. Healthcare records. Sensitive financials. M&A diligence data.

For analysts in healthcare, finance, and consulting, cloud-based AI tools aren't an option — they're a liability. The alternative until now: export to Excel, lose scale, lose AI, lose time.

Zero
Data rows sent to the cloud. Ever.
Verified
Every workflow is replayable and defensible.
Governed
Human expert stays in control at every step.

JetWare Workbench.

A single governed AI workbench combining document intelligence, data analytics, and structured deliverable generation — running entirely on your machine. Two workflow modes: exploratory for investigation, governed for work that must be reproducible and defensible.

Discover
Document Intelligence

Ingest PDF documents — CIMs, CMS filings, regulatory publications, prior work product. Ask questions in plain English. Every answer is grounded in source passages with page citations you can click to verify. Nothing leaves the machine.

Analyze
Data Analytics

Import CSV, Excel, TSV, and Parquet files. Get automatic AI-generated insights. Ask questions in natural language — AI generates SQL you review before running. Validated at 220 million rows. Three AI modes: Cloud, Private Cloud, and Local.

Report
Governed Deliverables

Generate structured analytical memos from the full session — Findings, Methodology, Limitations, Open Items. Every claim traceable to the underlying query or document passage. Configurable templates for client-specific formats.

Exploratory workflows

Help analysts investigate questions, discover patterns, and accelerate research. AI-assisted, fast, flexible. Appropriate for internal investigation and hypothesis generation.

Governed workflows

Transform critical analytical processes into repeatable, verifiable procedures. Replayable with one click on a new dataset. Every step logged, every result traceable. Built for work that must be reviewed, reproduced, and defended.

Built to regulated-industry standards. Not vibe-coded.

The AI analytics space is filling up fast with prototypes. JetWare AI is built by a team that spent decades producing software validated by the FDA, deployed in clinical environments, and reviewed by regulatory bodies. That discipline is in the DNA of every product we ship.

2,916+ Automated Tests
Every build runs a full automated test suite — unit, integration, and end-to-end accuracy tests. Zero tolerance for regressions. Every commit is verified before it ships. AI accuracy audited against verified PE diligence baselines.
Formal Bug Tracking
Every defect is logged, triaged, and resolved with a documented fix. No informal patches. No "it works on my machine." The same rigor we applied to FDA-regulated medical device software.
Architecture Documentation
Full technical architecture documentation available for IT and legal review. Data flow diagrams, privacy architecture specifications, and plain-English security summaries written for general counsel — not just developers.
FDA Software Pedigree
Our founder built Ri.HipModeler — the world's first FDA Class II medical device using personalized biomechanics modeling. Software that goes into clinical workflows and regulatory submissions is built differently. Ours is.
Verifiable Privacy Claims
Our privacy architecture isn't marketing language — it's a documented technical specification. The claim that AI never sees your data rows is verifiable by inspection. We provide architecture documents your IT and legal teams can actually review.
Full Audit Trail
Every analytical session generates a complete, exportable log — queries run, results returned, references joined, decisions made. Designed from the ground up for environments where methodology must be reproducible and defensible.

Every result is testable. Every release is audited.

Before every release, JetWare Workbench runs a full accuracy audit against verified PE diligence baselines. The results are published. You can run the audit yourself.

2,916
Automated tests passing
100%
Structural accuracy tests
Zero
Hallucinations detected
0%
Privacy mode accuracy delta
Payer misclassification surfaces reliably
$10M in Medicaid MCO revenue misclassified as Commercial identified correctly in every test run — through natural language queries alone.
EBITDA gap confirmed without intervention
$2.2M gap between raw and CIM-stated adjusted EBITDA surfaces automatically — no manual reconciliation required.
Privacy Mode does not degrade accuracy
AI operating on schema and stats only — never raw data — produces zero accuracy delta vs. full-data mode.
Clean targets read clean
The system correctly distinguishes a discrepant deal from a clean one. No false positives on verified clean data.
Cloud Mode — OpenAI GPT-4o-mini, schema-only prompts, API key encrypted at rest
Local Mode — Ollama on-machine, zero external calls, no API key required
Privacy Mode — Raw data stripped from all prompts, AI sees schema and stats only

Full methodology, test coverage, and results — updated each release. Available for technical review by IT and legal teams.

Download PDF
v1.85 series · May 2026
"The accuracy audit runs before every release. The test infrastructure is open for review. You don't have to take our word for it."
All test scenarios use fully synthetic data — no real patient, clinical, or proprietary deal information at any point. 2,916 automated tests passing as of v1.85 series, May 2026.

Built for regulated industries.

We work with organizations where data privacy isn't a preference — it's a hard requirement. Early engagements are hands-on. We configure workflows, build reference libraries, and validate against your actual data environment.

Healthcare & Government

Revenue cycle, operations, and policy teams working with claims data, CMS datasets, and patient records. No BAA required with our local-execution architecture.

Private Equity & Finance

Analysts running diligence on acquisition targets. Replayable workflows mean the same methodology runs on every new engagement — one click, new target.

Legal & Consulting

Law firm analytics teams and boutique consulting firms working under attorney-client privilege or NDA. Local execution is the only architecture that satisfies privilege requirements.

Custom Engagements

Organizations with specific analytical workflows, dataset types, or compliance requirements that off-the-shelf tools don't address. We scope, design, and build to your requirements.

We've built regulated software before. At scale.

1983 — 2002
Foundation in safety-critical systems
Nearly two decades pioneering computational human simulation at MSC Software — developing the technical foundation for personalized human modeling and predictive medicine long before these concepts were commercially viable.
2002 — 2012
Founded LifeModeler — the global standard for biomechanics simulation
Built LifeMOD from scratch into the world's first commercially successful human biomechanics simulation platform. Scaled to 35+ medical device manufacturers and embedded in graduate programs at 150+ universities worldwide. Customers included NASA and the U.S. Army. Profitable every year since founding.
2012
Acquired by Smith & Nephew
LifeModeler was acquired by Smith & Nephew, one of the world's largest orthopedic medical device companies. The same playbook that built LifeMOD — close customers, iterate on feedback, build from real usage — is the playbook behind JetWare AI.
2012 — 2020
Senior Director, Smith & Nephew
Led development of Ri.HipModeler — the world's first FDA Class II medical device using personalized biomechanics modeling to predict optimal implant positioning. Helped establish the category now recognized as surgical intelligence.
2026
JetWare AI — same discipline, new domain
Regulated industries need AI-powered analytics built to a different standard. The architecture has to be defensible. The audit trail has to exist. The data handling has to be right by design. That's what JetWare AI is built on.
"I've spent forty years building software for environments where the data is sensitive, the stakes are high, and the wrong answer has real consequences. JetWare AI is the same discipline, applied to a new problem."
Prior exit: LifeModeler acquired by Smith & Nephew, 2012
FDA track record: World's first FDA Class II device using personalized biomechanics modeling
Scale: 35+ medical device manufacturers, 150+ universities worldwide
Domain: 40 years building computational systems for regulated industries where failure is not an option
Approach: Consulting-led, close customers, build from real usage — the same playbook that scaled LifeMOD

Let's talk about your data environment.

Early engagements are hands-on. We work directly with your analysts to configure workflows, build reference libraries, and validate against your actual data. Licensing is one-time per seat — no subscriptions, no cloud dependency.

We respond within one business day.