Sikka Insights launches Galaxy for de-identified healthcare data and AI training

Sikka Insights on Sept. 14 launched Galaxy, a new set of products that pairs de-identified retail healthcare data with calibrated training environments for AI agents. The offering is aimed at laboratories, cloud providers and data marketplaces looking for real-world dental and veterinary data without transferring licensed records.

Why it matters: - Galaxy gives AI teams access to real-world healthcare data that was built inside working practices over 20 years, not scraped from the web. - The launch targets a gap in AI development: safe training and evaluation environments built from observed outcomes in dental and veterinary operations. - Sikka Insights says Galaxy Environments can serve organizations that cannot approve receipt of de-identified health records at all because no licensed record leaves Sikka infrastructure.

What happened: - Sikka Insights, Inc. launched Galaxy on Sept. 14, offering de-identified retail healthcare data through two products: Galaxy Corpora and Galaxy Environments. - Galaxy Corpora provides direct data licensing into customer infrastructure. - Galaxy Environments is a hosted platform where AI agents interact with practice management interfaces and are scored against calibrated outcomes. - The company said the underlying corpus includes 1.4 billion classified files across about 1.5 petabytes.

The details: - Galaxy Imaging includes 887 million dental radiographs in standard DICOM and native sensor formats, delivered alone, linked to the coded procedure that followed, or linked to the full patient record. - Galaxy Records includes 192 million patient records across six linked domains covering procedures, appointments, adjudication and demographics. - Galaxy Documents includes 65 million practice documents such as intake forms, care plans, prior authorizations and billing logs. - Galaxy Veterinary includes 43 million animal patient records and 1.3 billion procedure records. - Galaxy Encounters packages clinical documentation with filed codes and actual billing outcomes. - The corpus also includes 192 million patient records across 46,000 dental and orthodontic practices and 43 million animal patient records across 2,100 veterinary practices. - Galaxy Environments trains and evaluates agents against dental and veterinary practice operations. - Each response in Galaxy Environments includes cohort sizing and sampling distributions. - The platform offers four fidelity levels, from historical encounter replays to generative and adversarial cohorts. - Published calibration reports compare model behavior against held-out slices. - The company said responses and claim adjudications are sampled from 20 years of empirical, observed network data rather than artificial dynamics. - Galaxy Corpora is priced by volume across five modules. - Galaxy Environments keeps licensed records inside Sikka infrastructure and returns responses, trajectories and results instead of raw records. - Sikka says all human records are de-identified under HIPAA Safe Harbor before transfer, and no identifiable information is delivered under any Galaxy agreement. - The data is first-party and consent-based, collected under agreement with the practices that generate it, with consent captured per data category. - Galaxy is licensed rather than sold, on time-boxed terms with a defined field of use. - The company said full details are available at more information. - Laboratories and data partners can request scoped cohorts, environment access, samples under mutual nondisclosure agreement and firm quotations at email inquiries.

Between the lines: - Sikka is positioning Galaxy as both a data product and a simulation product, which could broaden the customer base beyond buyers willing to receive raw de-identified records. - The company is leaning on its operational footprint in dental and veterinary practices to argue that the data is hard to reproduce from public sources. - Sikka says the corpus cannot be replicated through web crawling or public repositories because the records are source-coded during billing and tied to 20 years of outcomes. - The company cited public datasets such as TCIA and MedAlign as much smaller than its own corpus. - Sikka also highlighted momentum from its Self-Driving Practice product, which reached $2 million in committed annual recurring revenue within three and a half months of launch. - That operational product experience informs how Galaxy Environments models what happens when an agent acts inside a working practice. - Sikka said the business founded in 2019 has been profitable for three straight years and EBITDA positive throughout.

What's next: - Sikka is actively engaging AI laboratories, cloud providers and data marketplaces across both product lines. - The company said Frontier Laboratories can use Galaxy for pre-training, post-training and evaluation at corpus scale under master agreements. - Emerging Laboratories can start with tailored cohorts of 10,000 units and subscribe to environments without data transfer. - Data Partners can pursue wholesale, sublicense or revenue-share structures for marketplaces, research networks and evaluation providers. - Corpora and environments are available now as separate order forms under a common master agreement, and customers may take either or both.