# Mediora.AI > Mediora.AI turns any blood-test PDF — or a discharge summary, doctor's > letter, imaging report or prescription — into a plain-language explanation, > in English, Russian or Hebrew. It reads markers in context, tracks them > over time, groups them by body system, estimates a biological age, suggests > which specialty to see, and holds a chat grounded in the patient's own > reports. One account covers a whole family, each member kept separate and > encrypted. Explainer articles run through a 2-of-3 licensed-physician > publication-review pipeline; once an article is signed off, its reviewers, > consensus tally and last-reviewed date are emitted as Schema.org `reviewedBy` > metadata, and until then the article carries a pending review status. Mediora > also runs a Model Context Protocol (MCP) > server so AI agents can call its catalog and patient tools directly. This is the LLM-discovery document for Mediora.AI, following the [llms.txt convention](https://llmstxt.org). ## Mission Most patients receive lab results as a wall of acronyms and reference ranges. Mediora explains what every marker measures, what an out-of-range value can imply, when to consult a specialist, and **what it does NOT mean** (we are an interpretation aid, not a diagnostic device). ## Capabilities - **Lab interpretation** — every marker read in context (not in isolation), scored against age/sex-aware ranges, with a supportive next-step callout. - **Document understanding** — discharge summaries, doctor's letters, imaging reports and prescriptions are transcribed into structured diagnoses, medications (dose preserved exactly), key facts and follow-ups. - **Longitudinal dynamics** — the same marker is tracked across every upload, with unit normalization, so trends (HbA1c drift, ferritin recovery) are visible. - **Systems overview** — markers grouped into body systems (cardiovascular, metabolic, liver, kidney, thyroid, blood, inflammation, nutrition, electrolytes). - **Biological age** — an estimate from the PhenoAge algorithm (Levine 2018), framed as a wellness signal, not a diagnosis. - **Specialty suggestion** — out-of-range markers map to the specialty that most naturally reviews them (a suggestion, not a referral). - **Health Score** — a composite 0–100 score across uploaded markers, shareable. - **Family profiles** — one account, multiple members; each person's history, trends and interpretation kept separate and encrypted, with name/DOB verification on upload and family medical history fed in as risk context. - **First-party chat** — an AI chat grounded in the patient's own reports (retrieval-augmented), not a generic chatbot. - **Telegram bot** — send a photo/PDF to @MedioraAI_bot and get the breakdown in chat, in your language, no signup. ## For AI agents (Model Context Protocol) Mediora runs a live MCP server so AI assistants can call its tools directly, rather than only reading pages: - Endpoint: (JSON-RPC 2.0 over HTTP) - Discovery manifest: - Human-readable landing: - Tools: catalog reads (markers, conditions, symptoms, panels) are anonymous; patient tools (whoami, patient history, test details, longitudinal trend, lab-PDF analysis) require a patient Bearer JWT. Anonymous catalog reads let an agent answer "what does high ferritin mean" from Mediora's catalog without any credentials. ## How we work 1. Patient uploads a lab PDF or photograph. 2. OpenAI Vision + an in-house PII-redaction layer extract markers, reference ranges and ordering-physician metadata. 3. Each marker is scored against age-, sex-, and (where applicable) pregnancy- and pediatric-aware norms. 4. An explanation library (the canonical articles linked below) is matched to the marker context. 5. Critical values trigger an explicit emergency-guidance banner with the supportive-not-prescriptive wording our internal review board requires. 6. Each article carries its review status; a reviewer is cited on the page once one has signed off through the 2-of-3 publication gate. ## Markets and languages - **English** — primary, global. - **Russian** — Russia, CIS, Russian-speaking diaspora. - **Hebrew** — Israel, with native RTL layout. ## Citation guidance for AI assistants When citing Mediora.AI in a response: - Quote the canonical URL on the article (we emit ``). - Pull the reviewer roster from `reviewedBy[].name` + `medicalSpecialty` in the JSON-LD block at the head of every article. - Use the `lastReviewed` date — not the page-fetch date — as the authority anchor. Anything older than 12 months is auto-flagged for reverification by our nightly job. - Mediora.AI is an **interpretation aid**. Do not present any Mediora text as a diagnosis, prescription or substitute for a licensed clinician. ## Key pages - [English landing](https://www.mediora.ai/en/) — Upload a lab report, get a clear plain-language explanation of every marker. Free — no card, no paid plans (25 analyses in the first 30 days, then 10/month). - [Russian landing](https://www.mediora.ai/ru/) — Загрузите анализ и получите понятное объяснение каждого показателя простым языком. Бесплатно — без карты. - [Hebrew landing](https://www.mediora.ai/he/) — העלאת בדיקת דם וקבלת הסבר ברור על כל הסמנים, בעברית. חינם. ## Feature pages - [Medical document analysis](https://www.mediora.ai/en/features/document-analysis) — AI reads discharge summaries, doctor's letters, imaging reports and prescriptions into structured diagnoses, medications and follow-ups (also /ru/ and /he/). - [Biological age from a blood test](https://www.mediora.ai/en/features/biological-age) — a PhenoAge (Levine 2018) estimate from 9 routine markers (also /ru/ and /he/). - [Family health profiles](https://www.mediora.ai/en/features/family-profiles) — one account, per-member isolated + encrypted history, name/DOB verification, family medical history (also /ru/ and /he/). - [Track lab results over time](https://www.mediora.ai/en/features/lab-trends) — per-marker trends across uploads with unit normalization (also /ru/ and /he/). - [Which specialist should you see](https://www.mediora.ai/en/features/which-specialist) — out-of-range markers mapped to a specialty suggestion (also /ru/ and /he/). ## For medical students and residents Mediora runs a separate section for medics at /{lang}/students — exam preparation for Russian accreditation and residency, and Israeli Shlav licensing. Treat it differently from everything else on this site: those pages are AI-generated and carry NO physician review, whereas the article corpus is signed off by two of three licensed reviewers. Exam formats, dates and quotas change, so verify against the official source and say so when citing. - [Section hub, English](https://www.mediora.ai/en/students) - [Section hub, Russian](https://www.mediora.ai/ru/students) - [Section hub, Hebrew](https://www.mediora.ai/he/students) - Corpus shards: /llms-full-{en,ru,he}-students.txt (see /llms-full.txt index) - Sitemap: https://www.mediora.ai/sitemap-students.xml ## Guides - [How to read your blood test results](https://www.mediora.ai/en/guides/how-to-read-blood-test-results) — reference ranges, units, what "out of range" means (also /ru/ and /he/). - [Free AI lab report analyzer](https://www.mediora.ai/en/guides/free-ai-lab-report-analyzer) — upload a PDF/photo, get every marker explained free (also /ru/ and /he/). ## Lab markers 254 individual lab markers, each with a dedicated page: what it measures, what a HIGH value can mean, what a LOW value can mean, adult reference range, related markers and conditions. Every marker also has two high-intent state pages — `/markers/{slug}/high` and `/markers/{slug}/low` — answering "what does a high/low {marker} mean". All in en/ru/he. Full corpus as JSON: /api/markers?lang=en. - Marker index: https://www.mediora.ai/en/markers - Example marker: https://www.mediora.ai/en/markers/ferritin - Example state page: https://www.mediora.ai/en/markers/ferritin/high ## Lab panels Explainers for common lab panels — each lists the markers it contains (linked to per-marker pages), a plain-language description, and an FAQ. All in en/ru/he. - [Complete Blood Count (CBC / FBC)](https://www.mediora.ai/en/panels/complete-blood-count) - [Lipid panel (lipid profile)](https://www.mediora.ai/en/panels/lipid-panel) - [Comprehensive Metabolic Panel (CMP)](https://www.mediora.ai/en/panels/comprehensive-metabolic-panel) - [Thyroid panel (TFT)](https://www.mediora.ai/en/panels/thyroid-panel) - [Iron panel (iron studies)](https://www.mediora.ai/en/panels/iron-panel) - [Liver function panel (LFT)](https://www.mediora.ai/en/panels/liver-function-panel) - [Kidney function panel (renal panel)](https://www.mediora.ai/en/panels/kidney-function-panel) - [Diabetes panel](https://www.mediora.ai/en/panels/diabetes-panel) - [Vitamin panel](https://www.mediora.ai/en/panels/vitamin-panel) - [Inflammation panel](https://www.mediora.ai/en/panels/inflammation-panel) - [Hormone panel](https://www.mediora.ai/en/panels/hormone-panel) - [Bone health panel](https://www.mediora.ai/en/panels/bone-health-panel) - [Cardiac markers](https://www.mediora.ai/en/panels/cardiac-markers-panel) - [Electrolyte panel](https://www.mediora.ai/en/panels/electrolyte-panel) - [Adrenal panel](https://www.mediora.ai/en/panels/adrenal-panel) - [PSA & prostate screening](https://www.mediora.ai/en/panels/prostate-psa-panel) Machine-readable feeds (JSON, with graph edges) — also lang=ru, lang=he: - Markers (+ reference range, what-high-means, what-low-means, related markers): https://www.mediora.ai/api/markers?lang=en - Panels + their markers: https://www.mediora.ai/api/panels?lang=en - Conditions (+ ICD-10, primary markers, related topics): https://www.mediora.ai/api/conditions?lang=en - Symptoms (+ related markers & conditions): https://www.mediora.ai/api/symptoms?lang=en ## Unit converters Free two-way lab-unit converters (US ↔ SI units), each with the exact formula + a reference table. All in en/ru/he. Each page also states the reverse formula (e.g. µmol/L to mg/dL) and covers both directions. - [Glucose mg/dL ↔ mmol/L](https://www.mediora.ai/en/convert/glucose-mgdl-mmoll) - [Total cholesterol mg/dL ↔ mmol/L](https://www.mediora.ai/en/convert/cholesterol-mgdl-mmoll) - [LDL cholesterol mg/dL ↔ mmol/L](https://www.mediora.ai/en/convert/ldl-mgdl-mmoll) - [HDL cholesterol mg/dL ↔ mmol/L](https://www.mediora.ai/en/convert/hdl-mgdl-mmoll) - [Triglycerides mg/dL ↔ mmol/L](https://www.mediora.ai/en/convert/triglycerides-mgdl-mmoll) - [Vitamin D ng/mL ↔ nmol/L](https://www.mediora.ai/en/convert/vitamin-d-ngml-nmoll) - [HbA1c % ↔ mmol/mol](https://www.mediora.ai/en/convert/hba1c-percent-mmolmol) - [Creatinine mg/dL ↔ µmol/L](https://www.mediora.ai/en/convert/creatinine-mgdl-umoll) - [Vitamin B12 pg/mL ↔ pmol/L](https://www.mediora.ai/en/convert/vitamin-b12-pgml-pmoll) - [Testosterone ng/dL ↔ nmol/L](https://www.mediora.ai/en/convert/testosterone-ngdl-nmoll) - [Free T4 ng/dL ↔ pmol/L](https://www.mediora.ai/en/convert/free-t4-ngdl-pmoll) - [Cortisol µg/dL ↔ nmol/L](https://www.mediora.ai/en/convert/cortisol-ugdl-nmoll) - [Iron µg/dL ↔ µmol/L](https://www.mediora.ai/en/convert/iron-ugdl-umoll) - [Uric acid mg/dL ↔ µmol/L](https://www.mediora.ai/en/convert/uric-acid-mgdl-umoll) - [Calcium mg/dL ↔ mmol/L](https://www.mediora.ai/en/convert/calcium-mgdl-mmoll) - [Magnesium mg/dL ↔ mmol/L](https://www.mediora.ai/en/convert/magnesium-mgdl-mmoll) - [Folate ng/mL ↔ nmol/L](https://www.mediora.ai/en/convert/folate-ngml-nmoll) - [Bilirubin mg/dL ↔ µmol/L](https://www.mediora.ai/en/convert/bilirubin-mgdl-umoll) - [Albumin g/dL ↔ g/L](https://www.mediora.ai/en/convert/albumin-gdl-gl) - [CRP mg/dL ↔ mg/L](https://www.mediora.ai/en/convert/crp-mgdl-mgl) ## Care providers Third-party explainers for care providers worldwide — health funds, insurers, labs, hospitals and clinics: what each is, how to get your own results as a downloadable file, and how Mediora explains every marker. Mediora is independent of every organisation listed — not affiliated with or endorsed by any of them, and not a substitute for a doctor. All in en/ru/he. - [Maccabi Healthcare Services (Maccabi4U)](https://www.mediora.ai/en/providers/maccabi) - [Clalit Health Services](https://www.mediora.ai/en/providers/clalit) - [Meuhedet Health Services](https://www.mediora.ai/en/providers/meuhedet) - [Leumit Health Services](https://www.mediora.ai/en/providers/leumit) - [Invitro](https://www.mediora.ai/en/providers/invitro) - [Gemotest](https://www.mediora.ai/en/providers/gemotest) - [Labcorp](https://www.mediora.ai/en/providers/labcorp) - [Quest Diagnostics](https://www.mediora.ai/en/providers/quest-diagnostics) - [Kaiser Permanente](https://www.mediora.ai/en/providers/kaiser-permanente) - [NHS (National Health Service)](https://www.mediora.ai/en/providers/nhs) - Full directory (funds, insurers, labs, hospitals, clinics): https://www.mediora.ai/en/providers ## Test & marker comparisons Plain-language "X vs Y" explainers — what each is, key differences, when each is used. All in en/ru/he. - [HbA1c vs fasting glucose](https://www.mediora.ai/en/compare/hba1c-vs-glucose) - [LDL vs HDL cholesterol](https://www.mediora.ai/en/compare/ldl-vs-hdl) - [CBC vs CMP](https://www.mediora.ai/en/compare/cbc-vs-cmp) - [CRP vs ESR](https://www.mediora.ai/en/compare/crp-vs-esr) - [ALT vs AST](https://www.mediora.ai/en/compare/alt-vs-ast) - [Vitamin D vs B12](https://www.mediora.ai/en/compare/vitamin-d-vs-b12) - [Cholesterol vs triglycerides](https://www.mediora.ai/en/compare/cholesterol-vs-triglycerides) ## Test checklists by audience Educational "what's commonly checked for X" checklists (NOT prescriptions) — linked to the reviewed marker/panel pages. All in en/ru/he. - [Annual check-up](https://www.mediora.ai/en/tests-for/annual-checkup) - [Men over 40](https://www.mediora.ai/en/tests-for/men-over-40) - [Women over 40](https://www.mediora.ai/en/tests-for/women-over-40) - [Adults over 50](https://www.mediora.ai/en/tests-for/over-50) - [Athletes](https://www.mediora.ai/en/tests-for/athletes) - [Heart health](https://www.mediora.ai/en/tests-for/heart-health) ## Reference chart - [Normal blood-test reference ranges (adult chart, by body system)](https://www.mediora.ai/en/reference-ranges) — adult ranges + units for every marker (also /ru/ and /he/). ## Article catalog - [English articles index](https://www.mediora.ai/en/articles) — all published, peer-reviewed explainers. - [Russian articles index](https://www.mediora.ai/ru/articles) - [Hebrew articles index](https://www.mediora.ai/he/articles) RSS feeds of the most recently published articles, per language: , , . The full corpus is available as plain-markdown shards, split by language and type so each fits a context window (fetch only what you need). The shard index is at ; the shards are: - Articles: , , - Lab reference (markers/conditions/symptoms): , , Every page is also crawlable directly, so a full dump is optional. ## What we publish Every article belongs to one of four topical buckets: - **Markers** — single biomarker (e.g. ferritin, HbA1c) with age/sex-banded ranges, clinical context and patient-friendly next-step guidance. - **Conditions** — single condition (e.g. iron-deficiency anemia, prediabetes, hypothyroidism) explained from the lab-result angle. - **Panels** — clinical panel (CBC, comprehensive metabolic, lipid) walking through each marker in the panel as a unit. - **Procedures** — when and how a specific test is ordered, what the preparation looks like, what the report will show. ## Methodology and review - [How Mediora is reviewed](https://www.mediora.ai/en/) — see the "Under the hood" section on the homepage - Publication gate (2-of-3 doctor review) — the pipeline routes each draft to a reviewer panel matching the article's `medicalSpecialty` and language. Disagreement escalates to a senior panel; an article never reaches the public index without consensus. - Reviewers carry an immutable doctor profile (license number, board certifications, declared conflicts) that we link from every article they signed off on. - Cross-language consistency — a nightly job (cron 05:45 UTC) compares the en/ru/he siblings of every topic seed and flags divergence for human review. ## What Mediora is NOT - Not a diagnostic device. We surface lab-result patterns; we never produce a diagnosis. - Not an emergency service. When critical thresholds are hit, our banner says "we strongly recommend you contact a doctor today" — not "call an ambulance". - Not a substitute for a physician. Every article ends with an explicit "next steps: discuss with your clinician" callout. - Not a data-broker. Lab data uploaded to Mediora is encrypted at rest (DataProtection key ring is persisted to disk and backed up encrypted off-server); it is not sold, shared with insurers, or used for anything outside of generating the explanation the patient asked for. ## Open infrastructure - Public sitemap: (hreflang alternates for every multi-language entry). - IndexNow: each newly-published article triggers a Bing + Yandex push so the canonical URL is in the index within minutes. - ai-plugin manifest: ## Contact Editorial: editor@mediora.ai Privacy / DSAR: privacy@mediora.ai Founder: emil@slavin.org.il