# Wellness Engine — Complete Site Intelligence

> Wellness Engine (wellnessengine.health) is a health intelligence platform that cross-references medications, conditions, symptoms, genetics, and lifestyle factors to uncover hidden root causes and nutrient gaps. It is built on 1,250+ clinically mapped health relationships across 114 conditions, 85 medications, and 49 nutrients. AI is used only to translate data connections into plain language — the insights come from mapped clinical data, not AI-generated opinions.

## Core Differentiator

Most health tools look at one thing at a time — a symptom checker, a drug interaction tool, or a generic AI chatbot. Wellness Engine connects everything together: your medications, conditions, symptoms, genetics, and lifestyle. It surfaces patterns that isolated searches miss.

This is NOT another AI health chatbot. The platform is built on a structured clinical database that maps real relationships between health factors. AI is used only to explain those connections in plain language. The insights come from the data, not guesswork.

### How Wellness Engine Compares

- Smarter than symptom checkers (WebMD, Healthline): Cross-references system relationships instead of symptom-to-condition lists
- More accessible than functional health platforms (Function Health, InsideTracker, SelfDecode): Free to start during Early Access — anonymous, no testing or signup required. Tiered plans coming.
- More credible than pure AI tools: Built on mapped clinical data relationships, not AI-generated opinions

### Key Positioning

- Tagline: "See What's Really Driving Your Health"
- Hook: "Most health searches look at one thing at a time. Your body doesn't work that way."
- Differentiator: "We don't ask AI what it thinks. We built a database of real health relationships — AI simply explains them in plain language."

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## Proprietary Intelligence Engine

Wellness Engine's Pattern Health Intelligence Engine is a three-layer proprietary system — all layers fully active as of March 2026:

**Layer 1 — Knowledge Graph (Clinical Priority Scoring)**
Every nutrient-condition and nutrient-medication relationship is scored 1–10 for clinical significance using two signals: (1) array position — nutrients listed earlier in a condition's profile are more primary; (2) cross-condition overlap — nutrients shared across multiple conditions are more fundamental. Produces four severity tiers: critical / high / moderate / low. Applied to all 1,250+ mapped relationships.

**Layer 2 — Bidirectional Signal Detection**
A reverse-lookup index built from all 114 conditions and 75 unique nutrients, cached in memory at server startup. Powers "Hidden Health Signals" — identifying conditions the user didn't select but that share nutrient vulnerabilities with their profile (e.g., a user reporting fatigue + poor sleep + magnesium depletion may have ADHD or Fibromyalgia signals surfaced, even if they didn't report those conditions). Distinguishes what the user's body is doing from what they've been diagnosed with.

**Layer 3 — Pattern Resolution Bridge**
Maps 12 orphaned nutrient references to canonical nutrient profiles so no clinical connection is lost in translation. Examples: CoQ10→Coenzyme Q10, antioxidants→Polyphenols, prebiotics→Dietary Fiber, essential fatty acids→Omega-3, beta-carotene→Vitamin A, lecithin→Choline, beneficial bacteria→Probiotics.

This three-layer engine is what differentiates Wellness Engine from both generic AI health tools and static clinical databases.

**Query Router / Classifier (Active — March 2026)**
A fourth intelligence layer operating at the API level. Intercepts incoming queries to WE Health Search™ and WellnessEngine Pro™ BEFORE they reach the language model. If the query maps to a single known entity (condition, medication, or nutrient) with high confidence (≥0.80), the router returns a fully structured, formatted response directly from the Knowledge Graph — eliminating the OpenAI call entirely. Falls through to OpenAI for complex, multi-entity, or comparative queries. Conversation history queries always route to OpenAI. Interception targets: `/api/health-search/query-start` and `/api/pro/query-start`. Excluded from routing: MedScan OCR (image processing), Jude AI Health Assistant (conversational/stateful), and Research generation. Estimated impact: 20–30% reduction in language model API calls. All routing decisions are logged with tier (DIRECT_DATA / CONTEXT_ENRICHED / OPEN_QUERY), reason, and confidence score for ongoing monitoring.

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## Products

### WE Health Search™
URL: https://wellnessengine.health/analyze
Tagline: "Uncover what basic — and even AI — health searches miss"

Consumer-friendly health search tool. Users ask natural-language health questions and receive cross-referenced, research-backed answers. Powered by OpenAI GPT-4o with consumer-friendly system prompts using a "doctor-to-patient" tone — concise, direct, warm but efficient.

Features:
- Natural language questions cross-referenced against 1,250+ mapped clinical relationships
- Cross-references medications, conditions, symptoms, genetics, and lifestyle
- Root cause pattern recognition for hidden health connections
- Nutrient gap identification with whole-food recommendations
- Session workspace with multi-thread conversation history
- Shareable insights via unique links
- 15 daily searches with midnight UTC reset
- Anonymous — no account or email required

Response format: "Here's What You Should Know" → "Top Nutrients That Help" → "The Bigger Picture" → "What to Eat" → "Bottom Line"

### RxNext™ Medication Scan (Early Access)
URL: https://wellnessengine.health/medscan
Tagline: "Go beyond the label — uncover what it doesn't"

Medication scanner that identifies nutrient depletions, drug-drug interactions, and hidden health signals from your medications. Supports OCR scanning of bottle labels, pharmacy printouts, and screenshots, plus manual entry.

Features:
- Upload photos or type medication lists
- OCR medication detection from bottles, lists, screenshots
- Intelligent fuzzy matching for OCR errors (Osempic → Ozempic, Atorvastain → Atorvastatin)
- Cross-referenced nutrient depletion database with bioactive vitamin forms
- Drug-drug interaction detection with severity levels
- Combined multi-medication reports with consolidated depletions
- Hidden Health Signals — symptoms you may experience from nutrient gaps
- TriggerLink environmental trigger identification
- One-tap medication import to WE Health Assessment
- Under 1 minute scan time

### WE Health Assessment™ (Early Access)
URL: https://wellnessengine.health/assessment
Tagline: "See what's really driving your symptoms"

Comprehensive 5-10 minute multi-step health assessment that connects conditions, medications, symptoms, lifestyle, and genetics to generate a personalized root cause analysis.

Features:
- 131+ health conditions mapped with nutrient and supplement connections
- Root Cause Analysis with weighted scoring identifying top 3 bottlenecks
- 7 bottleneck categories: Nutrient Depletion Stack, Methylation Strain, Gut Absorption Block, Blood Sugar Instability, Sleep-Stress Strain, Inflammation Loop, Toxin Load
- Hidden Health Signals — reverse-engineers symptoms from nutrient depletions
- MTHFR/COMT/VDR genetic variant analysis with bioactive vitamin form conversion
- Toxic Stressor Intelligence — environmental toxin exposure analysis
- Personalized Tips Engine — condition-aware, medication-aware, genetic-aware guidance
- Optional personalization step: demographics, gut health, lifestyle factors
- Snapshot + Deep Dive UX with collapsible educational sections
- Mobile-optimized responsive design with PDF export

### WellnessEngine Pro™
URL: https://wellnessengine.health/we-pro
Tagline: "Cross-reference patterns that standard tools miss"

Practitioner-grade clinical intelligence query tool for healthcare professionals. Uses the same structured health database as consumer tools but with clinical-depth output.

Features:
- Natural language clinical queries with conversational threading
- Session workspace with multiple query threads
- Clinical Reference Library — browsable, searchable cards for conditions, medications, and symptoms
- Clinical Lifestyle Education — evidence-backed educational cards
- No patient data stored

Clinical output format: Top Health Drivers (decision signals) → Priority Nutrients (High Priority / Supportive tiers) → Root Cause Indicators (pattern flags) → Hidden Connections → Food-First Actions → Evidence Snapshot. Follow-ups are concise colleague-to-colleague exchanges.

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## Intelligence Features

### Toxic Stressor Intelligence
Analyzes conditions and lifestyle for environmental toxin exposure risks. Includes "Chronic Oral Infections" and "Dental Amalgam Mercury" categories mapped across 12+ conditions.

### Hidden Health Triggers
Oral-systemic connections (periodontal disease → autoimmune risk) and heavy metal burden (dental amalgam mercury) integrated across all AI tools with consistent priority ordering: standard guidance first, reference data as secondary "often overlooked" considerations.

### Cellular & Metabolic Optimization
Condition-mapped knowledge base covering intermittent fasting/autophagy, metabolic flexibility, cellular detoxification, mitochondrial support, and gut restoration. Surfaces only for relevant conditions: autoimmune, metabolic (diabetes, insulin resistance, obesity), chronic fatigue/fibromyalgia, and inflammatory bowel disease. Also triggers on direct queries about fasting, autophagy, ketogenic, mitochondria, or cellular health.

### Query Disambiguation System
Smart handling of ambiguous medical abbreviations. Two-tier approach: (1) Unambiguous abbreviations (MS, RA, IBS, PCOS, etc. — 40+ mappings) auto-resolve to full condition names. (2) Genuinely ambiguous abbreviations (BP → Blood Pressure vs Bipolar, ED → Erectile Dysfunction vs Eating Disorder, etc. — 11 ambiguous terms) trigger a "Did you mean?" UI with clickable option cards. Uses word-boundary-aware matching to prevent false positives.

### Hidden Health Signals
Reverse-engineers nutrient depletions to identify potential symptoms users may be experiencing. Available in Assessment results and RxNext scan reports.

### Lab Discussion Guide
A pattern-based lab triage output generated at the end of the WE Health Assessment. Surfaces which blood markers are most likely worth discussing with a healthcare provider, based on the user's medications (documented depletion pathways), conditions, symptoms, and genetic variants. Uses a tiered likelihood scoring system: Very High (≥70), High (≥50), Moderate (≥30). Each item includes the reason for the flag (Medication Effect, Convergence, Symptom Pattern, Condition Link, Genetic Factor), the appropriate tests to request, "wrong test" alerts where standard tests are known to miss deficiencies (e.g., serum Magnesium vs. RBC Magnesium), and a practitioner tip. Fully integrated into the printable Doctor's Report. Framing is explicitly educational — "discuss with your provider" — never diagnostic. This feature is powered entirely by the existing structured Knowledge Graph — no additional AI API calls required.

### Active Vitamin Form Conversion
Automatically converts standard vitamin names to bioactive forms the body can actually use (e.g., folic acid → 5-MTHF, cyanocobalamin → methylcobalamin).

### Root Cause Analysis
Identifies top 1-3 root causes using a weighted scoring algorithm based on user data across 7 categories. Factors in conditions, medications, genetic variants, lifestyle, and symptom patterns.

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## Health Data Coverage

- 114 health conditions with full nutrient-condition and condition-supplement mappings
- 85 medications with documented nutrient depletion data and drug-drug interaction detection
- 49 nutrients with complete profiles (deficiency symptoms, food sources, supplement forms, timelines)
- 600+ condition→nutrient clinical mappings (e.g., Anxiety→Magnesium, CFS→CoQ10)
- 335+ medication→nutrient depletion mappings (e.g., Metformin→B12, Statins→CoQ10)
- 240+ condition→genetic variant mappings (gene breaks affecting nutrient processing)
- 1,250+ total clinically mapped health relationships (three-layer intelligence engine)
- 6-gene methylation panel: MTHFR, MTR, MTRR, COMT, AHCY, CBS
- 38 SEO health insight pages indexed and publicly accessible
- Symptom-to-nutrient connections
- Lifestyle factor analysis (diet, sleep, stress, exercise)
- Evidence-based supplement information with bioactive form recommendations
- Biohacking and natural wellness optimization techniques
- Fertility and reproductive health intelligence
- Cellular health and metabolic optimization protocols

---

## Trust & Privacy

- Free during Early Access — no email, no signup, no account required
- Anonymous — health data stays on user's device
- Educational only — not a medical provider, not diagnostic
- Never sells user data
- Research-backed with mapped clinical data relationships
- Affiliate transparency: may earn small commissions on supplement recommendations at no cost to users
- Medical disclaimer: always consult healthcare provider before making changes

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## Philosophy: Discover → Validate → Act

Wellness Engine is designed to work alongside your healthcare team, not replace it. The platform follows a three-step philosophy:

1. **Discover** — Uncover hidden root causes, nutrient gaps, and health patterns through cross-referenced intelligence
2. **Validate** — Confirm insights with appropriate lab testing, bloodwork, and functional panels
3. **Act** — Work with qualified healthcare providers to optimize your health based on validated findings

Every recommendation emphasizes bioactive/methylated vitamin forms (Methylfolate over folic acid, Methylcobalamin over cyanocobalamin, P-5-P over standard B6, Ubiquinol over ubiquinone) because many people have genetic variants that reduce conversion of standard forms.

## For Patients / Consumers

Wellness Engine helps you understand your health in ways that basic searches can't. Instead of looking up one symptom or one medication at a time, it connects everything — your conditions, medications, symptoms, lifestyle, and genetics — to show you the bigger picture.

These insights are designed to support informed conversations with your healthcare provider and guide more targeted testing, including bloodwork and functional labs. Better data. Better questions. Better decisions.

Start with WE Health Search for quick questions, use RxNext to understand what your medications might be depleting, or take the full WE Health Assessment for a complete root cause analysis.

All tools are free to start during Early Access — anonymous, no signup required. Tiered plans will unlock advanced features as the platform grows.

## For Healthcare Professionals

WellnessEngine Pro is designed for functional medicine providers, integrative clinics, Direct Primary Care (DPC) practices, and performance-focused practices who want faster insight into complex patient patterns. It provides practitioner-grade clinical intelligence without storing patient data.

Use natural-language clinical queries to cross-reference conditions, medications, and symptoms against the structured health database. The Clinical Reference Library offers browsable cards for quick reference, and the clinical output format is designed for efficient colleague-to-colleague communication.

Wellness Engine is being developed as a health intelligence layer that supports patient pre-visit insight, intake preparation, and more targeted clinical conversations. We are actively exploring collaboration opportunities with providers and organizations focused on root-cause and optimization-based care.

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## About

Wellness Engine was created by Jeff Burns, inspired by his personal journey with MTHFR, COMT, and MTRR gene variants. The platform grew from the realization that most people don't know how their medications, conditions, and genetics interact — and that connecting these dots could transform health outcomes.

The platform is built on the principle that health intelligence should be accessible to everyone, not locked behind expensive testing or practitioner paywalls. Wellness Engine serves as a discovery and intelligence layer for the growing functional and preventive healthcare ecosystem.

URL: https://wellnessengine.health
Contact: contact@wellnessengine.health
Content type: Educational health information, wellness optimization, functional medicine education

Last updated: 2026-04-13

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## COMPLETE URL INDEX (255 pages — mirrors sitemap.xml)

### Platform & Browse Pages
https://wellnessengine.health/
https://wellnessengine.health/analyze
https://wellnessengine.health/assessment-intro
https://wellnessengine.health/assessment
https://wellnessengine.health/rxnext
https://wellnessengine.health/my-we
https://wellnessengine.health/we-pro
https://wellnessengine.health/our-mission
https://wellnessengine.health/practitioners
https://wellnessengine.health/symptoms
https://wellnessengine.health/supplements
https://wellnessengine.health/nutrients
https://wellnessengine.health/genetics
https://wellnessengine.health/biohacking
https://wellnessengine.health/fertility-health
https://wellnessengine.health/news
https://wellnessengine.health/biblical-health

### Health Conditions (SSR — MedicalCondition schema)
https://wellnessengine.health/conditions
https://wellnessengine.health/conditions/acne
https://wellnessengine.health/conditions/adhd
https://wellnessengine.health/conditions/allergies
https://wellnessengine.health/conditions/alzheimers-disease
https://wellnessengine.health/conditions/anemia
https://wellnessengine.health/conditions/anxiety
https://wellnessengine.health/conditions/arthritis
https://wellnessengine.health/conditions/asthma
https://wellnessengine.health/conditions/autism-spectrum-disorder
https://wellnessengine.health/conditions/autoimmunity
https://wellnessengine.health/conditions/bipolar-disorder
https://wellnessengine.health/conditions/bloating
https://wellnessengine.health/conditions/bone-fractures
https://wellnessengine.health/conditions/brain-fog
https://wellnessengine.health/conditions/breast-cancer
https://wellnessengine.health/conditions/carpal-tunnel-syndrome
https://wellnessengine.health/conditions/celiac-disease
https://wellnessengine.health/conditions/chronic-back-pain
https://wellnessengine.health/conditions/chronic-fatigue-syndrome
https://wellnessengine.health/conditions/chronic-kidney-disease
https://wellnessengine.health/conditions/copd
https://wellnessengine.health/conditions/coronary-artery-disease
https://wellnessengine.health/conditions/covid-19
https://wellnessengine.health/conditions/crohns-disease
https://wellnessengine.health/conditions/cysts
https://wellnessengine.health/conditions/depression
https://wellnessengine.health/conditions/diverticular-disease
https://wellnessengine.health/conditions/diverticulitis
https://wellnessengine.health/conditions/eczema
https://wellnessengine.health/conditions/endometriosis
https://wellnessengine.health/conditions/epilepsy
https://wellnessengine.health/conditions/fibroids
https://wellnessengine.health/conditions/fibromyalgia
https://wellnessengine.health/conditions/gallstones
https://wellnessengine.health/conditions/gastroparesis
https://wellnessengine.health/conditions/gout
https://wellnessengine.health/conditions/hair-loss
https://wellnessengine.health/conditions/hashimotos-thyroiditis
https://wellnessengine.health/conditions/heart-failure
https://wellnessengine.health/conditions/heavy-periods
https://wellnessengine.health/conditions/hepatitis-b
https://wellnessengine.health/conditions/herniated-disc
https://wellnessengine.health/conditions/hypertension
https://wellnessengine.health/conditions/hyperthyroidism
https://wellnessengine.health/conditions/hypothyroidism
https://wellnessengine.health/conditions/infertility
https://wellnessengine.health/conditions/influenza
https://wellnessengine.health/conditions/insomnia
https://wellnessengine.health/conditions/irritable-bowel-syndrome
https://wellnessengine.health/conditions/kidney-stones
https://wellnessengine.health/conditions/leaky-gut
https://wellnessengine.health/conditions/liver-disease
https://wellnessengine.health/conditions/long-covid-pasc
https://wellnessengine.health/conditions/lung-cancer
https://wellnessengine.health/conditions/lupus
https://wellnessengine.health/conditions/lyme-disease
https://wellnessengine.health/conditions/major-depression
https://wellnessengine.health/conditions/menopause
https://wellnessengine.health/conditions/migraines
https://wellnessengine.health/conditions/mold-toxicity-cirs
https://wellnessengine.health/conditions/multiple-sclerosis
https://wellnessengine.health/conditions/neuropathy
https://wellnessengine.health/conditions/obesity
https://wellnessengine.health/conditions/osteoarthritis
https://wellnessengine.health/conditions/osteoporosis
https://wellnessengine.health/conditions/parkinsons-disease
https://wellnessengine.health/conditions/pcos
https://wellnessengine.health/conditions/perimenopause
https://wellnessengine.health/conditions/plantar-fasciitis
https://wellnessengine.health/conditions/pmdd
https://wellnessengine.health/conditions/pms
https://wellnessengine.health/conditions/post-viral-fatigue
https://wellnessengine.health/conditions/prostate-issues
https://wellnessengine.health/conditions/psoriasis
https://wellnessengine.health/conditions/ptsd
https://wellnessengine.health/conditions/raynauds-phenomenon
https://wellnessengine.health/conditions/restless-leg-syndrome
https://wellnessengine.health/conditions/rheumatoid-arthritis
https://wellnessengine.health/conditions/sarcoidosis
https://wellnessengine.health/conditions/sibo
https://wellnessengine.health/conditions/sleep-apnea
https://wellnessengine.health/conditions/type-2-diabetes
https://wellnessengine.health/conditions/ulcerative-colitis
https://wellnessengine.health/conditions/vitiligo

### Medications (SSR — Drug schema)
https://wellnessengine.health/medications
https://wellnessengine.health/medications/adderall
https://wellnessengine.health/medications/allopurinol
https://wellnessengine.health/medications/amitriptyline
https://wellnessengine.health/medications/amlodipine
https://wellnessengine.health/medications/atorvastatin
https://wellnessengine.health/medications/azathioprine
https://wellnessengine.health/medications/bupropion
https://wellnessengine.health/medications/carbamazepine
https://wellnessengine.health/medications/clonazepam
https://wellnessengine.health/medications/clopidogrel
https://wellnessengine.health/medications/colchicine
https://wellnessengine.health/medications/cyclosporine
https://wellnessengine.health/medications/duloxetine
https://wellnessengine.health/medications/escitalopram
https://wellnessengine.health/medications/furosemide
https://wellnessengine.health/medications/gabapentin
https://wellnessengine.health/medications/glimepiride
https://wellnessengine.health/medications/h2-blockers
https://wellnessengine.health/medications/hydrocodone
https://wellnessengine.health/medications/hydroxychloroquine
https://wellnessengine.health/medications/imuran
https://wellnessengine.health/medications/jardiance
https://wellnessengine.health/medications/lexapro
https://wellnessengine.health/medications/lisinopril
https://wellnessengine.health/medications/lorazepam
https://wellnessengine.health/medications/losartan
https://wellnessengine.health/medications/metformin
https://wellnessengine.health/medications/metoprolol
https://wellnessengine.health/medications/mirtazapine
https://wellnessengine.health/medications/nsaids
https://wellnessengine.health/medications/omeprazole
https://wellnessengine.health/medications/oral-contraceptives
https://wellnessengine.health/medications/ozempic
https://wellnessengine.health/medications/pantoprazole
https://wellnessengine.health/medications/primidone
https://wellnessengine.health/medications/proton-pump-inhibitors
https://wellnessengine.health/medications/ritalin
https://wellnessengine.health/medications/rosuvastatin
https://wellnessengine.health/medications/sertraline
https://wellnessengine.health/medications/skyrizi
https://wellnessengine.health/medications/statins
https://wellnessengine.health/medications/synthroid
https://wellnessengine.health/medications/tamsulosin
https://wellnessengine.health/medications/tiotropium
https://wellnessengine.health/medications/topiramate
https://wellnessengine.health/medications/tramadol
https://wellnessengine.health/medications/ursodiol
https://wellnessengine.health/medications/valsartan
https://wellnessengine.health/medications/warfarin
https://wellnessengine.health/medications/wellbutrin
https://wellnessengine.health/medications/xanax
https://wellnessengine.health/medications/zoloft
https://wellnessengine.health/medications/zyban

### Health Insights (SSR — Article schema)
https://wellnessengine.health/insights
https://wellnessengine.health/insights/why-am-i-always-tired
https://wellnessengine.health/insights/brain-fog-causes-and-solutions
https://wellnessengine.health/insights/adhd-nutrient-deficiencies
https://wellnessengine.health/insights/medications-that-deplete-nutrients
https://wellnessengine.health/insights/high-homocysteine-causes-symptoms
https://wellnessengine.health/insights/methylation-explained
https://wellnessengine.health/insights/mthfr-gene-variant
https://wellnessengine.health/insights/anxiety-and-nutrient-deficiencies
https://wellnessengine.health/insights/magnesium-deficiency-symptoms
https://wellnessengine.health/insights/vitamin-d-deficiency
https://wellnessengine.health/insights/gut-health-and-nutrient-absorption
https://wellnessengine.health/insights/does-metformin-deplete-b12
https://wellnessengine.health/insights/sleep-quality-improvement
https://wellnessengine.health/insights/statins-and-coq10-depletion
https://wellnessengine.health/insights/iron-deficiency-symptoms
https://wellnessengine.health/insights/birth-control-nutrient-depletion
https://wellnessengine.health/insights/inflammation-and-chronic-disease
https://wellnessengine.health/insights/dental-infections-systemic-disease
https://wellnessengine.health/insights/heavy-metal-toxicity-cellular-inflammation
https://wellnessengine.health/insights/are-you-starving-to-death