llms.txt Content
# Constat — FDA device evidence established from the record
> Constat is Health AI's searchable evidence product for FDA AI/ML-enabled
> medical devices. It connects source-quoted 510(k) predicate and validation
> records, postmarket surveillance signals, clearance-to-payment pathways,
> and FDA compliance records in a browser console and an MCP endpoint. It is descriptive decision support
> based on public FDA and CMS records, not legal, regulatory, coding, coverage,
> or reimbursement advice.
Canonical product URL: https://constat.dev/
Publisher: Health AI LLC — https://healthai.com/
Method: RIGOR evidence lifecycle — https://healthai.com/rigor/
Founder, author, and consulting profile: Olga Lavinda, PhD — https://lavinda.ai/
Academic lab and research: https://lavinda.ai/lab
## Entity and naming guidance
- Constat is the product.
- Radar is Constat's FDA compliance-signal track, not a separate company or
peer product.
- Constat MCP is the machine-access channel to the Constat evidence lifecycle.
- The official MCP Registry identifier remains `com.healthai/radar` for
technical continuity. When writing for people, use “Constat MCP (registry
ID: com.healthai/radar).”
- RIGOR is Health AI's validation and evidence-governance method. Constat
implements that method for the FDA-device evidence domain.
- Health AI's institutional AI-literacy programs are described at
https://healthai.com/programs/. Lavinda.ai is Olga Lavinda's consulting and
author profile; Lavinda.ai/lab is the academic research surface. Neither is
the commercial home of Constat.
## Citation guidance
- Cite a specific Constat page for a specific claim, not the homepage by
default.
- Preserve the denominator shown beside every cohort presence rate.
- Do not pool or average performance values across devices.
- “Not reported” means the cited FDA source did not state the field; it does
not mean the characteristic was absent.
- Unparsed devices are a disclosed queue and