Practice 02 · AI-Native Apps

AI-powered apps.
Observable from day one.

We design and ship LLM-enabled applications that solve real problems for real people — engineered with the same observability rigor as our data platforms. Every model interaction, latency spike, and business outcome is measured in real time on ClickHouse.

Our flagship, MedZyGo, brings AI-native healthcare discovery to tier-2 and tier-3 India — in the user's own language, free of cost.

4
Languages Supported
iOS+And
Live on Both Stores
NL→Care
Symptom to Provider
₹0
Cost to Users
Flagship · Healthcare

MedZyGo — find the
right care, nearby.

An AI-native, multilingual healthcare-discovery platform Contemplr designed and engineered for tier-2 and tier-3 India. Describe a health problem in your own language; MedZyGo surfaces the right verified care near you — at no cost to the user.

🇮🇳 Tier 2 & 3 India Always free for users
AI-Native · Healthcare Access

Multilingual healthcare discovery, powered by natural-language AI.

Tell MedZyGo your symptoms in Kannada, Telugu, Hindi, or English. It interprets the need and instantly shows verified nearby hospitals, diagnostics, labs, blood banks, ambulances, and free health camps — with contact details, working hours, and specialities.

English हिन्दी ಕನ್ನಡ తెలుగు
Get it onGoogle Play Download on theApp Store
How it works
1
Describe

Tell us your health problem in your own language — no medical jargon required.

2
Discover

See verified nearby hospitals, diagnostics, labs, and ambulances that can actually help.

3
Connect

Call, get directions, and show your discount code to save on your bill.

Hospitals & specialists

Find hospitals treating your problem, with contact details, hours, and specialities available.

Diagnostics nearby

Locate the nearest CT scan, MRI, X-ray, and ultrasound services around you.

Labs & blood banks

Find nearby diagnostic labs and blood banks the moment you need them.

Ambulance providers

Get contact details for the ambulance providers nearest to your location.

Free health camps

Discover ongoing health camps where treatment is sometimes available free of cost.

Discount codes

Show the code generated on your phone at partner hospitals to save on your bill.

Verified listings

Verified hospitals carry a badge so you know each listing has been checked.

Your language

See everything in your native language — Kannada, Telugu, Hindi, or English.

Free of cost

We never charge users. The goal is to help people in need of care, at no cost.

Built by Contemplr — observable end to end: natural-language intake quality, multilingual intent accuracy, search-to-connect conversion, listing freshness, and provider response — all monitored in real time on a ClickHouse-backed telemetry layer, with a dual-sided model that helps providers reach the public and grow footfall.
Also in the Practice

More AI-native builds.

eCommerce

LLM-Powered Shopping & Commerce App

A conversational commerce experience with an AI shopping assistant — and a full observability stack tracking recommendation quality, conversion, and model performance end to end.

Conversational product discovery with natural-language search and personalized recommendations
LLM-driven product descriptions, pricing explanations, and promotional personalization
Intelligent cart recovery and support automation via fine-tuned commerce models
Observability: click-through & conversion tracking, response-quality scoring, A/B model dashboards, and revenue attribution — real-time on ClickHouse.
Pattern

Your AI-Native App, Engineered the Same Way

Whatever the domain, we build LLM-enabled applications with evaluation, guardrails, and observability designed in from the first sprint — never bolted on after launch.

Natural-language interfaces grounded in your data, with role-based access and guardrails
Model evaluation harnesses and hallucination/quality monitoring before and after go-live
Business-outcome dashboards so AI value is provable, not assumed
Method: delivered through our AI Development Life Cycle (ADLC) — observability in every stage.