Same query. Three systems. One verdict.
We asked Aarogya Atlas, ChatGPT (free, GPT-5), and Google Maps the same Indian-healthcare-discovery query. The query is the kind a real ASHA worker or NGO planner would type.
Scores below were hand-assigned by the author for this one query in April 2026 on the previous model stack. This is an illustration of the capability gap, not an automated or independently run benchmark.
I need an ECG within 15 km of Yeshwantpur, Bengaluru. Open today, accepts Ayushman Bharat.
| Capability | Aarogya Atlas | ChatGPT | Google Maps |
|---|---|---|---|
Returns specific facility names | Dr Prabhakar C Koregol Clinic + 2 alternates | Generic — Apollo, Manipal (no Yeshwantpur catchment) | Yes (5 hospitals within 15 km) |
Cites source row in 10k VF dataset Auditable provenance Discovery 35% | Yes | No | No |
Trust score with uncertainty band Flags contradictions in source (band is rule-based, not a statistical CI) Discovery 35% | 65/100, band [50, 85] | No | No |
Catches missing-anesthesia / surgery contradiction Spec-explicit Trust Scorer rule Discovery 35% | Yes | No | No |
Validator self-check against source text Discovery 35% | WARN — ECG inferred from 'cardiology' context | No | No |
Total ₹ cost (treatment + transport + wage-loss) Not just kilometres Social Impact 25% | ₹484 (₹350 ECG + ₹94 auto + ₹40 wage) | No | No |
Confirms Ayushman Bharat / PMJAY eligibility Social Impact 25% | Flagged: NOT confirmed in record | No | No |
On-device PHI extraction (no cloud egress) Qwen 2.5 32B + bge-m3 via Ollama Social Impact 25% | Yes | No | No |
Multilingual reasoning (Hindi / Tamil) Social Impact 25% | Yes | Partial | Partial |
Medical desert visualization District-level coverage gaps Social Impact 25% | yes (red severity halos by specialty) | No | No |
Chain-of-thought / reasoning trace Auditable agent steps UX 10% | yes (collapsed by default) | No | No |
MLflow observability per turn IDP 30% | yes (23 traces in /Shared/aarogya-atlas) | No | No |
Live tool calls (geocode + DB + cost + validator) IDP 30% | 12 tools coordinated | no (one-shot text) | 1 (geo lookup only) |
Recommended next step (call this number, ask this) | Call +91 97415 85444 — "Do you do ECG today?" | Try Apollo Hospital | Driving directions |
3-tier ranked answer with trust + cost in 6–12 tool calls
Suggests generic chains. No payer / trust / cost.
Distance + reviews. No payer eligibility, no Trust score, no cost.
Methodology: same exact query string, same 5-minute timestamp, same location context. ChatGPT and Google Maps results are paraphrased from live runs. Aarogya Atlas runs live in the panel at /.