Medical Intelligence · For Global AI

Aruga.ai

Most medical AI teams spend more time finding annotators than building models.

India has the world's deepest bench of credentialed radiologists and clinicians.
We make that expertise accessible to your AI.

Fix your annotation pipeline See how it works

What we do

Expert medical feedback
for AI training

AI labs and health AI companies need credentialed physicians to evaluate, rank, and annotate model outputs. We supply structured expert feedback — with the quality controls, compliance layer, and sub-specialty depth that generalist annotation vendors cannot match.

Preference Annotation

Radiologists rank and rate AI-generated diagnostic outputs. Structured rubrics, inter-rater reliability scoring, and outlier review built in.

Red-Teaming & Safety

Clinicians stress-test your medical AI for hallucinations, dangerous omissions, and edge cases before they reach patients or regulators.

Benchmark Datasets

Multi-specialist, consensus-labeled case sets for model evaluation. Radiology, clinical NLP, and pharmacy safety — built to your specification.

Evaluation Retainers

Dedicated specialist panels for continuous model evaluation as you ship. Monthly annotation cycles, priority turnaround, structured delivery.

Our network

India's best —
credentialed for global AI

We work with radiologists and clinicians from JCI and NABH accredited hospitals across India — the highest standards of clinical credentialing recognised globally — to supply structured medical expert time for AI training programmes.

India produces more radiologists than almost any other country. Many trained internationally, read globally, and understand AI-native workflows. We organise that expertise into something AI labs can actually use.

JCI & NABH accredited partnersThe gold standard in Indian hospital credentialing

Specialist categoriesRadiologists · Physicians · Pharmacists

0.85+

Inter-rater reliability floorQuality-gated before any dataset is delivered

Hospital partners

JCI Accredited Radiology Partners

Sub-specialty radiologists from Joint Commission International accredited institutions — the global benchmark for hospital quality. Expertise across CT, MRI, PET, mammography and interventional radiology.

Radiology · Imaging

NABH Accredited Clinical Partners

Physicians and specialists from National Accreditation Board for Hospitals certified institutions — India's rigorous national standard for clinical excellence and patient safety.

Multi-specialty · Clinical

HIPAA-compliant pipeline

All annotation conducted on de-identified or synthetic cases. Annotator IP agreements, structured delivery formats, and full audit trails included.

Compliance · Data security

Process

From brief to dataset
in weeks, not quarters

Scope & rubric design

You define the task — preference ranking, safety evaluation, benchmark construction. We design the annotation rubric with clinical input from your target specialty, and agree on quality thresholds before any work begins.

Expert matching

We assign credentialed specialists by sub-specialty and task type. Chest radiologists for pulmonary imaging tasks. Clinical pharmacists for drug interaction datasets. No generalists.

Annotation & QA

Experts complete structured tasks on our secure platform. Inter-rater reliability is calculated continuously. Outliers are flagged, reviewed, and resolved before the dataset is assembled.

Delivery & iteration

Clean, structured dataset delivered in your preferred format with a quality report. For retainer clients, a dedicated specialist panel improves with every cycle.