From raw data, through training, to verified safe.
Three service families take a medical AI model from raw data, through training, to verified safe and correct. Delivered by dedicated teams of highly qualified physicians and named specialists — with depth no English-only vendor can match.
Annotation · Evaluation & Alignment · Reasoning & SFT Data
Annotation
Labeling existing scans, slides and notes so a model can learn from them.
Evaluation & Alignment
Judging and stress-testing a finished model's output for accuracy and safety.
Clinical Reasoning & SFT Data
Authoring the gold-standard examples a model learns to imitate.
Annotation
Specialist labeling of images, signals and clinical text — classification, segmentation and ground-truth reads.
- ANN-01Radiologist-led
Radiology image annotation & reads
Classification, region and volumetric segmentation, and reference-standard ground-truth reads across CT, MRI and X-ray — delivered in your required mask or label format.
- ANN-02Pathologist-led
Pathology slide annotation
Whole-slide image classification and segmentation — tissue regions, abnormal cells, and mitotic figures for cancer grading.
- ANN-03Dermatologist-led
Dermatology image labeling
Lesion type and severity classification plus skin-tone tagging, with particular depth on brown and South Asian skin tones underrepresented in existing datasets.
- ANN-04General pool
General image & signal labeling
High-volume normal/abnormal and finding-present labels, bounding boxes on visible features, and ECG rhythm and interval tagging.
- ANN-05General pool
Clinical text annotation (NLP)
Named-entity recognition of drugs, diagnoses and symptoms; PHI de-identification; and ICD-10 / SNOMED CT coding of clinical free text.
Evaluation & Alignment
Recurring by nature — re-runs every model version. Judging, ranking and stress-testing model output.
- EVAL-01
Rubric-based output grading
Clinician scoring of model answers against your rubric — accuracy, completeness, safety and tone — with hallucination and factuality flagging built in.
- EVAL-02
Preference & comparison ranking
Pairwise judgments of which model answer is better, producing the preference data RLHF and DPO fine-tuning depend on.
- EVAL-03
Groundedness & citation evaluation
Verification that each answer is genuinely supported by its cited source — the core safety check for any RAG or retrieval product.
- EVAL-04
Red-teaming & safety probing
Adversarial testing by clinicians to surface unsafe advice and dangerous edge cases — sharpest when run by the relevant specialist.
Clinical Reasoning & SFT Data
Authored reasoning, communication and localized clinical content — the highest-value teaching data the network produces.
- SFT-01
Clinical Q&A & instruction data
Expert question-and-ideal-answer sets and instruction-response pairs that teach a model how to respond to clinical queries.
- SFT-02
Step-by-step reasoning traces
Full differentials and workups written the way a careful clinician thinks — the highest-value teaching data the network produces.
- SFT-03
Patient-communication exemplars
Model demonstrations of explaining a diagnosis, counseling, and breaking difficult news with appropriate tone.
- SFT-04
Localized reasoning data
The Urdu, Hindi and regional-language version of any service above, reflecting South Asian disease presentation and cultural context.
Specialist-graded data is where quality becomes a moat.
Annotation is delivered by the relevant specialist. Evaluation and reasoning services ship in general medicine as standard and can be taken to specialist depth in any field below.
Where the established vendors structurally leave gaps.
Specialists, not a crowd
Vetted, highly qualified physicians and named specialists on dedicated teams — not anonymous crowd consensus or generic gig labelers.
South Asian depth
Urdu, Hindi and regional-language clinical data and evaluation, plus South Asian disease presentation — capability English-only vendors lack.
Expert grade, lean cost
Expert-grade clinical data at a structurally efficient cost base — specialist quality without frontier-vendor pricing.
- per-item
Fixed price per unit. Best for crisp, high-volume tasks.
- hourly
Time-based, for judgment-heavy or exploratory work.
- per-project
Scoped fixed fee for a defined deliverable or study.
- retainer
Recurring monthly capacity — ideal for evaluation that repeats every model version.
- 01
Paid pilot
A small scoped batch to prove quality against your gold standard.
- 02
Volume or retainer
Agreed rate and throughput once the pilot clears the quality threshold.
- 03
Depth
Additional specialties and services pulled in as the engagement calls for them.