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Gabriel reads and analyzes millions of real reviews across 15+ platforms and cross-references 8+ lab databases. Practitioners, facilities, diagnostics, and supplements. AI extracts what matters: sentiment, lab results, red flags, and insights that star ratings never capture.
Integrative Clinic, Austin TX
Float Center, Portland OR
IV Therapy Clinic, Denver CO
Thorne Magnesium Bisglycinate
Major platforms now offer basic AI review summaries from their own reviews. Gabriel aggregates full-text reviews across 15+ platforms, applies healthcare-specific intelligence, and surfaces insights that general-purpose AI never will.
AI Summary
"Visitors praise the friendly staff and clean facility. Some mention longer wait times during peak hours."
✓ Basic AI-generated summary from one platform
✗ No cross-platform aggregation
✗ No healthcare-specific analysis
✗ No trend tracking or red flag detection
✗ No community signals (Reddit, forums)
A wellness clinic, an individual practitioner, a diagnostic lab, and a supplement brand are fundamentally different. Each gets its own scoring algorithm tuned to what matters most.
Clinics, retreats, wellness centers. Scored on reviews, social presence, community reputation, and web authority. Pilot complete across 2,000+ facilities.
Individual practitioners scored differently. Credentials and peer recognition matter more. Social media matters less. Most excellent practitioners are not influencers.
Labs, tests, and imaging scored on both traditional validation (CLIA, peer review) AND real-world social proof. A GI-MAP with massive Reddit buzz scores differently than a standard CBC.
Every supplement scored on lab testing, FDA records, consumer reports, and brand transparency. We cross-reference 8+ databases that nobody else combines. Because a 5-star Amazon rating does not tell you about heavy metal contamination.
Most platforms stop at the star rating. Gabriel goes inside the review text itself. Here is what our AI extracts from every review it reads.
A grudging 4-star review is different from an ecstatic 4-star. Our AI reads tone, context, and emotion to score the real sentiment behind every rating.
Automatically identifies what patients talk about most: staff demeanor, wait times, treatment effectiveness, facility cleanliness, billing transparency.
Safety concerns, billing surprises, high-pressure upselling, hygiene issues. Patterns that individual reviews might miss but aggregated data reveals.
Is this practitioner getting better or worse? We track review sentiment over time to show trajectory, not just a snapshot.
Which specific treatments get the most praise? "Great for IV NAD+" vs "Cryo felt unsafe." Treatment-level intelligence from real patient language.
Does the business engage with reviews? How quickly? What tone? Responsiveness signals a practice that cares about patient experience.
We do not just count stars. We read every word of every review across Google Maps, Yelp, Healthgrades, and more. Our AI extracts sentiment, topics, red flags, and trends from millions of real patient experiences.
Active social media presence signals a practitioner or facility engaged with their community. We measure reach, consistency, and content quality across platforms.
When real patients recommend a practitioner by name in online communities, forums, and discussion groups, that organic word-of-mouth is the strongest trust signal that exists.
Professional web presence, media coverage, directory listings, and educational content publishing all contribute to overall authority and discoverability.
Supplements are scored on an entirely different algorithm than practitioners or facilities. Lab data and regulatory records matter more than social media presence.
Third-party lab results for heavy metals (lead, arsenic, cadmium, mercury), contaminant testing, label accuracy verification, and ingredient purity. The single most important signal.
Real consumer experiences aggregated across platforms. We filter incentivized reviews, detect patterns, and weight verified purchases higher than anonymous ratings.
FDA warning letters, product recalls, adverse event reports, and enforcement actions. NSF and GMP certifications. A clean regulatory record is table stakes.
Does the brand publish COAs? Disclose sourcing? Use GMP-certified facilities? Transparency about manufacturing, testing, and ingredients is the baseline for trust.
Exceptional reputation across platforms. Top-tier trust and discoverability.
Well-established presence with strong reviews and active community engagement.
Solid foundation with room to grow. Good reviews, some social presence.
Basic online presence. Few reviews or limited platform diversity.
Little to no digital footprint. Not necessarily bad, just undiscoverable.
A low score does not mean a practitioner is bad. Many excellent practitioners simply do not have a large online presence. The Trust Score measures discoverability and verified reputation.