See the Evidence Behind the Story
What if provider information came with a CARFAX®-style evidence record?
Health happens between visits, but decisions are often made from fragments. A future SIQ record could make the sources, history, and gaps behind provider information visible—giving people a stronger starting point than an anonymous star rating.
HOPI (Hunuu Observation & Pattern Index) is the proposed personal pattern lens: what may be changing in your own signals over time. It is distinct from the internal Intent Lens research concept. SIQ is the proposed Carfax-style evidence record for provider information: what supports an assessment, what is missing, and where uncertainty remains. Both concepts need validation before they can guide care decisions.
A Record of Evidence
SIQ is a proposed framework for organizing provider evidence across credentials, patient experience, documented outcomes, and data quality. It is not currently a live universal rating, a diagnosis, or a substitute for clinical judgment.
Identify which evidence is available, who collected it, how current it is, and what its limits are. A measurement or review should never be presented as proof by itself.
Use transparent rules to organize credentials, patient-reported experience, documented outcomes, and longitudinal data—only when the source, consent, and methodology can be shown.
A future score should show its components, confidence, coverage, and missing data—not hide uncertainty behind a single number. Any threshold would require validation before publication.
How a Future Score Could Be Computed
These weights are a product concept for discussion, not a validated clinical model or a currently published provider-rating calculation. They should not be used to choose or reject care.
SWAG — The Best of the Best
SWAG is a future curation concept, not a live certification or verified provider directory. Any inclusion standard would require transparent evidence, independent review, and a published conflict-of-interest policy.
Top-decile clinical outcomes. HRV, cardiac, metabolic, hormonal. Measured, not claimed.
VO2 Max progression. Recovery optimization. Measurable performance curves over 90+ days.
Sleep quality, stress cortisol curves, circadian alignment. The daily reset your body needs.
Cognitive function, voice biomarkers, stress resilience, emotional IQ.
Body composition, musculoskeletal health, respiratory capacity. The physical substrate.
Purpose alignment, social connection, meaning — the metrics mainstream medicine ignores.
Minimum entry threshold. Only the top 1% of SIQ-scored providers qualify to be considered.
Documented top-decile outcomes across all six dimensions — not just one specialty.
Two current SWAG members must co-sign. Reviewed annually. No lifetime passes.
If SIQ is the CARFAX®-style report, SWAG is the certified pre-owned.
Best-in-class across every dimension. Continuously re-verified. The short list your friends won’t share.
PlanIT — The Reverse Auction
PlanIT is a future marketplace concept, not a currently available bidding system. If developed, it would require careful review of licensing, referrals, conflicts of interest, privacy, and applicable healthcare-market rules.
Describe what you need in plain language. “Endocrinologist specializing in testosterone optimization, in-network with Aetna, Atlanta area, telehealth OK.”
SIQ-scored providers matching your criteria get notified. They compete — offering pricing, availability, and concrete commitments. You see every bid in real time.
Filter by SIQ Score, price, speed, or proximity. Accept the bid that fits. Healthcare finally works like every other competitive market — the buyer holds the power.
If SIQ is the CARFAX®-style report and SWAG is the certified pre-owned, PlanIT is the dealer lot on demand.
Except instead of getting hounded by aggressive salespeople, vetted providers bid for the privilege of earning your business.
Rendering Offers from Explicit & Implicit Signals:
The Theory Behind SIQ Score™
Our peer-review-ready white paper on signal taxonomy, implicit demand modeling, offer rendering architecture, and clinical validation. Launching Q3 2026.
Explicit vs. implicit signals as dual inputs to a demand detection engine.
How SIQ ingests 50+ device streams and computes weighted credibility scores.
Privacy-preserving offer rendering where providers compete for verified demand.
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CARFAX® is a registered trademark of CARFAX, Inc. Hunuu Health Inc. is not affiliated with, endorsed by, or sponsored by CARFAX, Inc. References are purely comparative to illustrate our scoring methodology for healthcare providers.