Transformers.js 
Clinical NER
Label ages, dates, symptoms, conditions, medications and dosages in raw clinical text.
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Transformers.js
Image Classification
Classify any photo in-browser — upload, preprocess, inference, ranked output.
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Transformers.js
Disease Detection
Recognize disease and condition mentions in clinical notes with a biomedical NER model.
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Whisper + Qwen2.5
Speech to SOAP Note
Record a visit and get a structured note — transcription, then drafting, all on-device.
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OCR + Structuring
Invoice Processing
Photograph a receipt and extract vendor, date, and totals via OCR and a small instruct model.
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Naive RAG
Retrieval-Augmented Q&A
Upload a document and ask it questions — retrieve, then generate, entirely on-device.
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Advanced RAG
Controlled Chunk Overlap
The same retrieval pattern, with chunk overlap you control so split facts aren't missed.
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Reranking
RAG with Reranking
Cast a wider net, then re-score candidates with a cross-encoder for a stronger final answer.
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Data Quality
Claims Normalization
Vote across claim lines and classify fields valid/invalid/null — real logic from an open-source healthcare-data project.
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Splink Model
Patient Record Matching
Probabilistic record linkage with real trained weights — the same math behind patient-matching engines.
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CMS-HCC
Risk Score Calculator
Real CMS-HCC demographic and hierarchy logic, with your own coefficients — no invented numbers.
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Data Chaining
Encounter Grouping
Group claims from a flat file and a FHIR feed into one real-world encounter using real chaining rules.
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DETR / CPPE-5
PPE Compliance Detection
Detect coveralls, face shields, gloves, goggles, and masks in a photo with a real fine-tuned object-detection model.
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YOLOv8 + Face ID
Hard-Hat Detection + Worker ID
Enroll a worker's face, then check a site photo — a violation gets tied to a specific identified person, not just a red box.
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Object Detection
Restricted-Zone Intrusion Detection
Draw a hazard zone on any photo and flag every detected person whose position overlaps it.
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Case Studies
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Finance
· Identity AI
KYC Document Verification for Global Bank
Automatically validating national IDs and international passports at branch registration points.
Technology
· Infrastructure
Real-Time Anomaly Detection at CloudNet
Monitoring millions of concurrent packets to identify distributed system threats before they escalate.
Healthcare
· Computer Vision
Medical Imaging AI for RadiologyPlus
Empowering radiologists with pre-processed clinical segmentations of scans in milliseconds.
Vervelo is a digital-health software partner blending deep clinical insight with world-class engineering to build tailored, secure, interoperable healthcare platforms.
Benefits of custom software solutions
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You fully own IT consulting and software delivered
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Customize and integrate seamlessly
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On-demand scalability is always possible
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Do you provide custom CRM solutions?
Yes, we design and develop fully custom CRM solutions tailored to your workflows.
Can these AI solutions run on our own infrastructure?
Yes. Every solution on this page is built to run inside your environment — on your machines, with your data staying where it is.
How long does a typical engagement take?
Most pilots go live in four to six weeks, with production rollout following once the results are validated against your data.
Do you fine-tune models on our data?
We do, where it earns its keep. Many of these solutions start from open models and are tuned against your domain data.
How do we get started?
Send us a note through the form above and we will set up a working session with the engineers who would build it.