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Sunlight AI.
× Mariox

Product idea. Sunlight AI is not a Mariox client. This page shows how we would approach their next build, based on public information.

Sunlight AI is building something new. A senior Mariox squad can ship the platform around it while the core team stays on the product.

sunlightai.com
Sunlight AI
Seed
$17.4M
Market
USA
Proposed
Platform engineering squad
$17.4MSeed
USAMarket
Platform engineering squadProposed
12 weeksTimeline
$17.4MSeed
USAMarket
Platform engineering squadProposed
12 weeksTimeline
$17.4MSeed
USAMarket
Platform engineering squadProposed
12 weeksTimeline
$17.4MSeed
USAMarket
Platform engineering squadProposed
12 weeksTimeline
01 — What we learned about Sunlight AI

Sunlight AI is building an operating system for independent physicians from New York and Miami. $17.4M seed (Oct 2026), and building OS for independent physicians.

Seed$17.4MOct 2026MarketUSANew York & MiamiProposedPlatform engineering squadbuilding OS for independent physiciansTimeline12 weeksTo first release
02 — The opportunity

Where software helps next.

building OS for independent physicians. New York & Miami. This is the point where the right software decisions are cheapest to make. We would start with the module that moves Sunlight AI's main metric and build the rest on the same foundation.

01

Integration load

Every customer brings different systems to connect.

02

Dashboards

Customers and operators need to see results without asking for a report.

03

Hiring speed

The roadmap moves faster than senior hiring.

03 — Concept film

The idea in 20 seconds.

Interface sketches are illustrative. Final design is agreed with your team in discovery.

Mariox × Sunlight AI
What we found
$17.4M seed
0:00 / 0:20
04 — What we’d build

Three modules, one platform.

Module 01

Core platform services

Well-structured services around Sunlight AI's core product.

  • →Multi-tenant architecture
  • →Auth, roles and audit
  • →CI/CD and observability
Sunlight AICore platform services
Module 02

Integrations layer

One contract every integration implements.

  • →Shared retries, rate limits and webhooks
  • →Contract tests against partner sandboxes
  • →New integration in weeks
Sunlight AIIntegrations layer
Module 03

Customer dashboards

Reporting customers can open themselves.

  • →Live metrics and exports
  • →Embedded analytics
  • →White-label ready
Sunlight AICustomer dashboards
05 — The plan

12 weeks to live.

Senior engineers write the production code. Repositories, cloud accounts and documentation stay with you from day one.

Weeks 1-2

Discovery

Interviews, data review and a fixed scope.

Weeks 3-7

Core build

The first module built and in your hands every week.

Weeks 8-10

Modules two and three

Remaining modules and integrations.

Weeks 11-12

Launch and handover

Live with real users, then code and docs handed over.

06 — Relevant Mariox work

We’ve built this before.

Eka Care ↗Healthcare

Patient records and telemedicine at national scale, with the consent and audit model the category demands.

Healthengine ↗Healthcare

A healthcare platform across app, web and a provider platform, covering discovery, booking and practice-side management.

Livi ↗Digital healthcare

A digital healthcare product on app and web, covering appointment booking, video consultation and clinical notes.

07 — Who you’d work with

The people behind it.

Founders stay on every engagement. The engineers on the first call are the engineers who write the code.

Rahul Garg
Founder
Tripta Mittal
Co-founder
Saswat Sahu
Co-founder
Akash Bhardwaj
Business Head
08 — Next step

Shall we build it for Sunlight AI?

A 30-minute call with the engineers who would build it. We’ll go through this idea, change what doesn’t fit, and leave you with a fixed scope.

Get a free estimateReply in 1 day
Phone
I need
Budget
Confidential. NDA on request.