# WePattern™ — Complete Site Intelligence > WePattern™ (wepattern.health) is a Pattern Health Intelligence platform that cross-references medications, conditions, symptoms, genetics, and lifestyle factors to surface the patterns behind how you feel. 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. Formerly known as Wellness Engine (wellnessengine.health 301-redirects to wepattern.health). ## Core Differentiator Most health tools look at one thing at a time — a symptom checker, a drug interaction tool, or a generic AI chatbot. WePattern™ 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 WePattern™ 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 — 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 - Brand: WePattern™ (free tier) · My WE (personal hub) · WePattern Pro™ (practitioner) - Tagline: "Find the pattern behind how you feel." - 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." - Core concept: Pattern Health Intelligence --- ## Proprietary Intelligence Engine WePattern's Pattern Health Intelligence Engine is a three-layer proprietary system — all layers fully active as of 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 WePattern™ from both generic AI health tools and static clinical databases. **Query Router / Classifier (Active)** A fourth intelligence layer operating at the API level. Intercepts incoming queries to WE Health Search™ and WePattern Pro™ BEFORE they reach the language model. If the query maps to a single known entity (condition, medication, nutrient, or gene variant) 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. 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. --- ## Products ### WE Health Search™ URL: https://wepattern.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 with "Someone who cares about you wanted you to see this" landing page - Anonymous — no account or email required - Conversational front door on homepage: type anything (symptoms, medications, gene variants) for instant pattern analysis Response format: "Here's What You Should Know" → "Top Nutrients That Help" → "The Bigger Picture" → "What to Eat" → "Bottom Line" ### RxNext™ Medication Scan URL: https://wepattern.health/rxnext 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 - One-tap medication import to WE Health Assessment ### WE Health Assessment™ URL: https://wepattern.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 pattern 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 - Snapshot + Deep Dive UX with collapsible educational sections - Mobile-optimized responsive design with PDF export ### WePattern Pro™ URL: https://wepattern.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. --- ## 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. ### Cellular & Metabolic Optimization Condition-mapped knowledge base covering intermittent fasting/autophagy, metabolic flexibility, cellular detoxification, mitochondrial support, and gut restoration. ### Query Disambiguation System Smart handling of ambiguous medical abbreviations. Unambiguous abbreviations (MS, RA, IBS, PCOS, etc. — 40+ mappings) auto-resolve. Genuinely ambiguous abbreviations (BP, ED, etc.) trigger a "Did you mean?" UI with clickable options. ### Genetics Knowledge Base 15 genetic variants with full profiles: MTHFR, COMT, MTR, MTRR, VDR, AHCY, APOE, CBS, BHMT, PEMT, MAO-A, GSTP1, SOD2, SUOX. Each variant includes rsIDs, nutrient links with active forms, symptom triggers, lab markers, and clinical notes. Symptom-triggered gene pattern surfacing: after every search, the system fires a non-blocking check for genetic pattern matches. ### 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 medications, conditions, symptoms, and genetic variants. Tiered likelihood scoring: Very High (≥70), High (≥50), Moderate (≥30). Framing is explicitly educational — never diagnostic. ### Active Vitamin Form Conversion Automatically converts standard vitamin names to bioactive forms (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. --- ## 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 - 1,250+ total clinically mapped health relationships - 15 genetic variants fully profiled --- ## Trust & Privacy - Free — no email, no signup, no account required for base tier - 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 - Medical disclaimer: always consult healthcare provider before making changes --- ## Philosophy: Discover → Validate → Act WePattern™ is designed to work alongside your healthcare team, not replace it. The platform follows a three-step philosophy: 1. **Discover** — Uncover hidden patterns, nutrient gaps, and health connections 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 insight 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. --- ## About WePattern™ 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. WePattern™ serves as a discovery and intelligence layer for the growing functional and preventive healthcare ecosystem. URL: https://wepattern.health Content type: Educational health information, wellness optimization, functional medicine education Formerly known as: Wellness Engine (wellnessengine.health) Last updated: 2026-04-25 --- ## COMPLETE URL INDEX (mirrors sitemap.xml) ### Platform & Browse Pages https://wepattern.health/ https://wepattern.health/analyze https://wepattern.health/assessment-intro https://wepattern.health/assessment https://wepattern.health/rxnext https://wepattern.health/my-we https://wepattern.health/we-pro https://wepattern.health/our-mission https://wepattern.health/practitioners https://wepattern.health/symptoms https://wepattern.health/supplements https://wepattern.health/nutrients https://wepattern.health/genetics https://wepattern.health/biohacking https://wepattern.health/fertility-health https://wepattern.health/news https://wepattern.health/biblical-health ### Health Conditions (SSR — MedicalCondition schema) https://wepattern.health/conditions https://wepattern.health/conditions/acne https://wepattern.health/conditions/adhd https://wepattern.health/conditions/allergies https://wepattern.health/conditions/alzheimers-disease https://wepattern.health/conditions/anemia https://wepattern.health/conditions/anxiety https://wepattern.health/conditions/arthritis https://wepattern.health/conditions/asthma https://wepattern.health/conditions/autism-spectrum-disorder https://wepattern.health/conditions/autoimmunity https://wepattern.health/conditions/bipolar-disorder https://wepattern.health/conditions/bloating https://wepattern.health/conditions/bone-fractures https://wepattern.health/conditions/brain-fog https://wepattern.health/conditions/breast-cancer https://wepattern.health/conditions/carpal-tunnel-syndrome https://wepattern.health/conditions/celiac-disease https://wepattern.health/conditions/chronic-back-pain https://wepattern.health/conditions/chronic-fatigue-syndrome https://wepattern.health/conditions/chronic-kidney-disease https://wepattern.health/conditions/copd https://wepattern.health/conditions/coronary-artery-disease https://wepattern.health/conditions/covid-19 https://wepattern.health/conditions/crohns-disease https://wepattern.health/conditions/cysts https://wepattern.health/conditions/depression https://wepattern.health/conditions/diverticular-disease https://wepattern.health/conditions/diverticulitis https://wepattern.health/conditions/eczema https://wepattern.health/conditions/endometriosis https://wepattern.health/conditions/epilepsy https://wepattern.health/conditions/fibroids https://wepattern.health/conditions/fibromyalgia https://wepattern.health/conditions/gallstones https://wepattern.health/conditions/gastroparesis https://wepattern.health/conditions/gout https://wepattern.health/conditions/hair-loss https://wepattern.health/conditions/hashimotos-thyroiditis https://wepattern.health/conditions/heart-failure https://wepattern.health/conditions/heavy-periods https://wepattern.health/conditions/hepatitis-b https://wepattern.health/conditions/herniated-disc https://wepattern.health/conditions/hypertension https://wepattern.health/conditions/hyperthyroidism https://wepattern.health/conditions/hypothyroidism https://wepattern.health/conditions/infertility https://wepattern.health/conditions/influenza https://wepattern.health/conditions/insomnia https://wepattern.health/conditions/irritable-bowel-syndrome https://wepattern.health/conditions/kidney-stones https://wepattern.health/conditions/leaky-gut https://wepattern.health/conditions/liver-disease https://wepattern.health/conditions/long-covid-pasc https://wepattern.health/conditions/lung-cancer https://wepattern.health/conditions/lupus https://wepattern.health/conditions/lyme-disease https://wepattern.health/conditions/major-depression https://wepattern.health/conditions/menopause https://wepattern.health/conditions/migraines https://wepattern.health/conditions/mold-toxicity-cirs https://wepattern.health/conditions/multiple-sclerosis https://wepattern.health/conditions/neuropathy https://wepattern.health/conditions/obesity https://wepattern.health/conditions/osteoarthritis https://wepattern.health/conditions/osteoporosis https://wepattern.health/conditions/parkinsons-disease https://wepattern.health/conditions/pcos https://wepattern.health/conditions/perimenopause https://wepattern.health/conditions/plantar-fasciitis https://wepattern.health/conditions/pmdd https://wepattern.health/conditions/pms https://wepattern.health/conditions/post-viral-fatigue https://wepattern.health/conditions/prostate-issues https://wepattern.health/conditions/psoriasis https://wepattern.health/conditions/ptsd https://wepattern.health/conditions/raynauds-phenomenon https://wepattern.health/conditions/restless-leg-syndrome https://wepattern.health/conditions/rheumatoid-arthritis https://wepattern.health/conditions/sarcoidosis https://wepattern.health/conditions/sibo https://wepattern.health/conditions/sleep-apnea https://wepattern.health/conditions/type-2-diabetes https://wepattern.health/conditions/ulcerative-colitis https://wepattern.health/conditions/vitiligo ### Medications (SSR — Drug schema) https://wepattern.health/medications https://wepattern.health/medications/adderall https://wepattern.health/medications/allopurinol https://wepattern.health/medications/amitriptyline https://wepattern.health/medications/amlodipine https://wepattern.health/medications/atorvastatin https://wepattern.health/medications/azathioprine https://wepattern.health/medications/bupropion https://wepattern.health/medications/carbamazepine https://wepattern.health/medications/clonazepam https://wepattern.health/medications/clopidogrel https://wepattern.health/medications/colchicine https://wepattern.health/medications/cyclosporine https://wepattern.health/medications/duloxetine https://wepattern.health/medications/escitalopram https://wepattern.health/medications/furosemide https://wepattern.health/medications/gabapentin https://wepattern.health/medications/glimepiride https://wepattern.health/medications/h2-blockers https://wepattern.health/medications/hydrocodone https://wepattern.health/medications/hydroxychloroquine https://wepattern.health/medications/imuran https://wepattern.health/medications/jardiance https://wepattern.health/medications/lexapro https://wepattern.health/medications/lisinopril https://wepattern.health/medications/lorazepam https://wepattern.health/medications/losartan https://wepattern.health/medications/metformin https://wepattern.health/medications/metoprolol https://wepattern.health/medications/mirtazapine https://wepattern.health/medications/nsaids https://wepattern.health/medications/omeprazole https://wepattern.health/medications/oral-contraceptives https://wepattern.health/medications/ozempic https://wepattern.health/medications/pantoprazole https://wepattern.health/medications/primidone https://wepattern.health/medications/proton-pump-inhibitors https://wepattern.health/medications/ritalin https://wepattern.health/medications/rosuvastatin https://wepattern.health/medications/sertraline https://wepattern.health/medications/skyrizi https://wepattern.health/medications/statins https://wepattern.health/medications/synthroid https://wepattern.health/medications/tamsulosin https://wepattern.health/medications/tiotropium https://wepattern.health/medications/topiramate https://wepattern.health/medications/tramadol https://wepattern.health/medications/ursodiol https://wepattern.health/medications/valsartan https://wepattern.health/medications/warfarin https://wepattern.health/medications/wellbutrin https://wepattern.health/medications/xanax https://wepattern.health/medications/zoloft https://wepattern.health/medications/zyban ### Health Insights (SSR — Article schema) https://wepattern.health/insights https://wepattern.health/insights/why-am-i-always-tired https://wepattern.health/insights/brain-fog-causes-and-solutions https://wepattern.health/insights/adhd-nutrient-deficiencies https://wepattern.health/insights/medications-that-deplete-nutrients https://wepattern.health/insights/high-homocysteine-causes-symptoms https://wepattern.health/insights/methylation-explained https://wepattern.health/insights/mthfr-gene-variant https://wepattern.health/insights/anxiety-and-nutrient-deficiencies https://wepattern.health/insights/magnesium-deficiency-symptoms https://wepattern.health/insights/vitamin-d-deficiency https://wepattern.health/insights/gut-health-and-nutrient-absorption https://wepattern.health/insights/does-metformin-deplete-b12 https://wepattern.health/insights/sleep-quality-improvement https://wepattern.health/insights/statins-and-coq10-depletion https://wepattern.health/insights/iron-deficiency-symptoms https://wepattern.health/insights/birth-control-nutrient-depletion https://wepattern.health/insights/inflammation-and-chronic-disease https://wepattern.health/insights/dental-infections-systemic-disease https://wepattern.health/insights/heavy-metal-toxicity-cellular-inflammation https://wepattern.health/insights/are-you-starving-to-death