AI API for healthtech in India
Clinical decision support, patient triage, appointment workflows. unoblox: all models, one key, auditable, billed in ₹.
Healthtech in India faces two imperatives: serve 1.4 billion people with scarce clinical talent, and operate under strict medical data governance (HIPAA-equivalent, DPDP). AI can triage, support, and automate—but only with models you can audit and data that stays in India. unoblox runs entirely in India (Yotta datacenter) and offers audit trails for compliance.
Patient triage & symptom checking
DeepSeek V3.2 (₹26.21 / ₹38.30) is trained on medical reasoning and excels at symptom interpretation. A patient reports fever + fatigue; DeepSeek suggests likely causes (viral, bacterial, malaria) and urgency level (immediate care vs. routine appointment). Reserve high-cost Claude Opus (₹504 / ₹2520) for complex multi-system complaints. Both output SOAP-structured notes for the clinician to review.
Clinical decision support
GPT-4.1 (₹201.6 / ₹806.4) handles multi-step diagnostic reasoning: lab results + imaging + history → differential diagnosis + testing recommendations. unoblox can auto-log recommendations into the patient's EHR for clinician approval. No model makes the final decision; doctors review and sign off.
Appointment scheduling & follow-up automation
Qwen3 235B (₹9.07 / ₹55.44) powers conversational chatbots for appointment booking, medication reminders, and discharge instructions. Handles Hindi, Tamil, and regional languages natively—critical when a large share of patients don't read English fluently.
| Use-case | Recommended model | ₹ input/output | Why |
|---|---|---|---|
| Symptom triage | DeepSeek V3.2 | ₹26.21 / ₹38.30 | Medical reasoning + speed |
| Complex diagnosis | Claude Opus | ₹504 / ₹2520 | Nuanced multi-factor logic |
| Appointment chat | Qwen3 235B | ₹9.07 / ₹55.44 | Regional language support |
| Clinical notes | GPT-4.1 | ₹201.6 / ₹806.4 | Structured EHR output |
Frequently asked questions
Are AI models HIPAA-compliant for medical data? unoblox runs in India under DPDP law, which is HIPAA-equivalent. Your data never leaves India. Hash/pseudonymize patient PII in prompts; unoblox logs only the anonymized query.
Can AI recommend treatment or diagnose? No. Models can suggest differentials and flag red flags, but the treating physician makes all clinical decisions. Use AI as a decision-support tool, not an autonomous system.
What if a model hallucinates a symptom? Set temperature=0.3 for consistency. Always show the model's reasoning (chain-of-thought) so clinicians spot gaps. Use structured prompting (few-shot examples of correct triage) to reduce hallucinations.
Can I use embeddings to find similar patient cases? Yes. Embed anonymized case summaries; search for similar historical cases to inform current triage. This is powerful for rare conditions.
Do I need ethical approval for AI-assisted diagnosis? Yes. India's ethics committees now require AI risk assessments. Document your model selection, validation, and human-in-the-loop safeguards. unoblox can help with audit logs.
What's the cost per patient interaction? A triage interaction (500–1000 tokens) costs roughly ₹0.013–₹0.026 using DeepSeek V3.2 at ₹26.21 per 1M input tokens. Scale to 10,000 patients daily and model cost runs roughly ₹130–260/day — triage automation is a rounding error next to clinician time.
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Call every major model through one OpenAI-compatible endpoint, billed in ₹ on a GST invoice.