SPEED — Qwen 3.8 27B runs at 450+ tokens/second on Groq's inference stack. A complete report — including literature search and PDF assembly — takes 15–30 seconds end to end. No cold starts, no scale-up delays, no retry loops.
OMNIBIOFEX.CLOUD
CLINICAL IMAGING AI · LITERATURE-VERIFIED REPORTS
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SCAN IN.
REPORT OUT.
TRUST & COMPLIANCE
Every claim below is verifiable. We inherit the certifications of our infrastructure partners — Groq (inference), Google Cloud (hosting, auth, database), Razorpay (payments), and Resend (email). We publish what we have, what we don't have, and what's still in progress. Honesty is a security feature.
55+Controls Verified
12Compliance Domains
256-bitEncryption Baseline
99.95%Uptime SLA
0PHI Retained
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TLS 1.3 · 256-BIT
All traffic encrypted in transit with the latest TLS standard.
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AES-256 AT REST
Firestore + Cloud Storage encrypted with AES-256 by default.
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CMEK READY
Customer-Managed Encryption Keys available for Enterprise.
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GOOGLE OAUTH 2.0
Identity via Google. Zero passwords stored on our servers.
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SHORT-LIVED JWT
Auto-rotated session tokens issued by Firebase Auth.
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DEFAULT-DENY RULES
Firestore blocks all reads/writes unless explicitly permitted.
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RBAC
Role-based access control — users read only their own data.
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LEAST-PRIVILEGE
Every service, function, and user gets minimum required access.
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ZERO PHI RETENTION
Uploaded files held in memory only for inference duration.
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NO TRAINING ON DATA
Your uploads never train or fine-tune any model, ever.
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30-DAY DELETION
Full account and history deletion within 30 days of request.
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MULTI-REGION REPLICATION
Firestore data replicated across regions for durability.
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450+ TOKENS/SEC
Qwen 3.8 27B served on Groq's LPU inference stack.
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SOC 2 TYPE II
Groq maintains independent SOC 2 Type II attestation.
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US-HOSTED
Inference runs in US data centers with redundant failover.
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NO DATA RETENTION
Groq does not store inference inputs/outputs on their side.
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PCI-DSS LEVEL 1
Highest level of payment card security certification.
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ISO 27001:2022
Razorpay holds current information security certification.
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SOC 2 TYPE 2
Independently audited security, availability, confidentiality.
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RBI-AUTHORISED PA
Reserve Bank of India Payment Aggregator license.
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SOC 1 / 2 TYPE II / 3
Google Cloud holds all three SOC audit reports.
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ISO 27001 / 27017 / 27018
Cloud-specific, PII, and privacy management certifications.
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HIPAA-ELIGIBLE
BAA available via Google Cloud for PHI workloads.
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99.95% UPTIME SLA
Published service level from Firebase + Cloud Functions.
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ISO/IEC 42001
AI management system domains aligned (2023).
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NIST AI RMF
AI Risk Management Framework mapped end-to-end.
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EU AI ACT ARTICLE 4
AI literacy obligations aligned for providers and deployers.
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WHO AI ETHICS
Aligned with WHO guidance on AI ethics for health.
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ISO 14971
Medical device risk management framework aligned.
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IEC 62304
Medical device software lifecycle processes aligned.
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FHIR INTEROPERABILITY
HL7 FHIR readiness for EHR integrations.
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NOT CLINICAL-GRADE
Outputs require independent verification before any clinical use.
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NOT FDA-CLEARED
Not a cleared medical device in the United States.
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NOT CE-MARKED
Not a marked medical device in the European Union.
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RESEARCH USE ONLY
Educational and research use only. Not for clinical practice.
HOW TO READ THIS —
Infrastructure certifications belong to Groq (inference) and Google Cloud (hosting, database, auth). Payment certifications belong to Razorpay. Email certifications belong to Resend. Frameworks marked "aligned", "ready", or "designed for" indicate design intent and control mapping — not formal audit. We publish this list because the only trustworthy compliance claim is one you can verify.
WHAT YOU GET
Every scan produces a formal clinical imaging report. Structured like a radiologist's report, cross-referenced with live literature, and exportable to a multi-page PDF with your patient's details and your scan image on the letterhead.
EXAM TITLE + VIEW
Auto-detected from the image — e.g. "CHEST X-RAY · PA View", "CT BRAIN · Axial", "MRI KNEE · Sagittal".
STRUCTURED FINDINGS
6–12 discrete clinical sentences covering anatomy, margins, densities, and any abnormalities — each a complete observation.
IMPRESSION
One-sentence diagnostic conclusion. "No abnormality detected" when the scan is normal, or the leading diagnosis otherwise.
CLINICAL ADVICE
One-line recommendation — often "clinical correlation recommended" or a specific next step.
DIFFERENTIAL DIAGNOSIS
3–6 conditions ranked most-to-least likely, each with a rationale. Cross-referenced against live literature where applicable.
MANAGEMENT
3–6 specific next steps — additional imaging, labs, referrals, or conservative management recommendations.
LIVE CITATIONS
Up to 14 recent publications from PubMed, arXiv, and ClinicalTrials.gov, with clickable links to the source papers.
CLINICAL PDF EXPORT
Multi-page PDF with letterhead, patient details, your scan image, all sections, and a full bibliography.
AUTO-SAVED HISTORY
Every report is stored under your account with patient name, case ID, and timestamp — retrievable anytime.
HOW IT WORKS
Sign in with Google. Attach a scan. Enter the patient's name, age, and gender. That's it — the pipeline does the rest in 15–30 seconds.
STEP 01
SIGN IN
One-click Google OAuth. No passwords, no email verification, no credit card. Account is live the moment you consent.
STEP 02
ATTACH SCAN
Drop a chest X-ray, CT, MRI, or histopathology slide. Full image is used — no cropping. Multi-image uploads for longitudinal comparison.
STEP 03
ENTER PATIENT DETAILS
Name, age, and gender. Required for the report letterhead. Stored alongside the report in your private history.
STEP 04
AI PIPELINE RUNS
Five sequential steps: vision extraction → literature search → impression → differential + management → final assembly. Qwen 3.8 27B on Groq processes each step in under 5 seconds.
STEP 05
REPORT + PDF
The report appears in chat. Click EXPORT PDF to download a clinical-grade document with your patient details, the scan image, all sections, and citations.
CAPABILITIES
One model. Every modality. Every scan produces the same structured report format.
CHEST X-RAY
Lung fields, cardiac silhouette, mediastinal contours, pleural spaces, osseous structures. Detects consolidation, effusion, pneumothorax, cardiomegaly, and more.
CT · 2D + 3D
Chest, abdomen, brain, pelvis. Identifies masses, nodules, infiltrates, hemorrhage, fractures, and vascular pathology with anatomical localization.
MRI
Brain, spine, joints. Evaluates signal abnormalities, mass effect, midline shift, ligamentous injury, and soft tissue pathology.
MUSCULOSKELETAL
X-rays of elbows, knees, hips, wrists, ankles, spine. Fracture detection, joint space narrowing, osteolysis, implant loosening, and degenerative changes.
HISTOPATHOLOGY
Whole-slide images and tissue patches. Malignant features, mitotic activity, architectural atypia, and tissue characterization.
DERMATOLOGY
Lesion morphology, borders, pigmentation, ABCDE criteria. Detects features concerning for malignancy or infection.
SPECIFICATION SHEET
Qwen 3.8 27B is a 27-billion-parameter multimodal model from Alibaba's Qwen series, serving both image and text inputs with native JSON mode and strong instruction following.
| Attribute | Specification |
|---|---|
| Architecture | Hybrid Gated DeltaNet + Gated Attention |
| Input modalities | Text, images (max 3 per request, 2048 tokens/image) |
| Output modality | Text only (JSON-native) |
| Context length | 131K tokens |
| Reasoning modes | Thinking + Instruct (switchable per request) |
| Tool use | Function calling + tool orchestration |
| Multilingual | Strong multilingual support (EN, ZH, and more) |
| GPQA Diamond | 89.2% |
| LiveCodeBench v6 | 90.3% |
| IFBench (instruction following) | 79.5% |