AI for regulated, high-stakes environments

Research-grade AI, shipped to production.

Generative Technologies builds AI agents, LLM systems, and custom software for environments where the stakes are real — healthcare data, payer operations, and complex enterprise workflows. Research-grade methods, grounded in machine-learning research and a Caltech partnership, engineered to run in production and built to withstand review.

Research foundation
Grounded in machine-learning research and a Caltech partnership
Auditable by design
Every output traces to a citable source, built for review
Proven with regulators
Fraud, waste & abuse analytics delivered in production with AWS
Built on AWS
Trusted AWS Partner — systems engineered and deployed on AWS

Our references

Trusted in regulated healthcare and the public sector.

Leon Health
Dubai Health Authority
Amazon Web Services
Mediclinic
Saudi German Health

How we work

Three commitments that make AI safe to trust with real stakes.

01 / Privacy by design

Build on sensitive data without exposing it

A proprietary synthetic-data approach, developed in partnership with Caltech, makes it possible to build on sensitive data without exposing it.

02 / Auditability

Every decision traces to its source

Outputs are built for environments where they face review. Each determination carries the citations a human reviewer can open and check.

03 / Pragmatic integration

Your stack stays in place

Generative Technologies reads from existing systems and returns structured results. No rip-and-replace — the work fits the workflow already in place.

Bring us the problem other teams turned down. We'll tell you plainly what's feasible, what it will cost, and how we'll prove it works.

97%

Deterministic by design

We make LLMs consistent.

Left to themselves, language models drift. Our approach pairs LLM fact-extraction with a deterministic rules engine, so the same facts produce the same verdict — 97% verdict agreement across independent models, every result traceable to its source.

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AWS Partner

A trusted AWS Partner.

We design, build, and deploy on AWS — bringing research-grade AI into production with the security, scale, and reliability that regulated environments demand. As a trusted AWS Partner, we take organizations from idea to audited, production-ready systems.

What we build

Products and engagements, one standard of rigor.

From a productized deployment to a custom build, every engagement ships with the same auditability and integration discipline.

AWS Marketplace

ClerkAI De-Identification

Generative-AI PHI de-identification for protected health data — deployable today from AWS Marketplace.

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Soon on Marketplace

ClerkAI for UAE Medical Documents

De-identification tuned to the formats and language of UAE medical records. Coming soon to AWS Marketplace.

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Claims operations

Payer Email Responder

A human-in-the-loop workflow that integrates with professional mailboxes and your claims database to draft and automate responses to provider inquiries — across every kind of response.

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Payment integrity

FWA Detection Workflow

An end-to-end fraud, waste & abuse detection pipeline on insurance-claim data — surfacing the providers and cases that warrant review, each with a traceable rationale.

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Regulatory intelligence

Policy-to-Workflow Extraction

We turn raw policy documents and your data structures into deterministic, validated workflows. You test and iterate, then we integrate with your systems.

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FHIR · CMS-0057-F

Dual-Codification Engine

Turns coverage-policy PDFs into production-ready Da Vinci DTR CQL, and unstructured records into provenance-tracked FHIR evidence — audit-defensible determinations across prior auth, payment integrity, risk adjustment, and quality.

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Engineering & consulting

Custom AI Systems & Engineering

Custom AI agents, LLM systems and RAG pipelines, computer vision, monitoring dashboards, and full AI pipelines — plus prompt and workflow engineering, MLOps, and process automation.

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Let's talk

Bring us the problem other teams turned down.

We'll tell you plainly what's feasible, what it will cost, and how we'll prove it works — usually within a first conversation.