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CASE STUDY / SAAS

Smophy — AI Model Aggregator

Smophy — AI Model Aggregator
SaaS

Smophy — AI Model Aggregator

Smophy is an AI aggregation platform that allows users to access multiple top AI providers under a single subscription and compare their responses side-by-side. I worked on the entire product as part of the founding engineering team.

Role

Founding Engineer (Full-Stack)

Technologies
Next.jsTypeScriptAIAPIs
01 / Challenge

The Problem

Users interested in AI tools were forced to manage multiple subscriptions and interfaces, making comparison and experimentation painful and expensive.

Normalizing responses from different AI providers

Designing a UI that supports side-by-side comparisons

Handling rate limits and provider-specific constraints

Keeping the system extensible for new providers

02 / Approach

The Approach

We designed Smophy as a provider-agnostic system, focusing on clean abstractions and predictable behavior rather than provider-specific hacks.

01

Built a unified request layer across AI providers

02

Designed UI patterns for parallel responses

03

Focused on clear mental models for users

04

Kept provider logic isolated for easier expansion

03 / Results

The Impact

Multiple

Providers

supported under one subscription

Side-by-side

UX

easy comparison of responses

High

Extensibility

new providers added cleanly

04 / Technical

Implementation Details

  • Next.js + TypeScript for the main application
  • Unified API layer for multiple AI providers
  • Provider-specific adapters to isolate integrations
  • Rate-limit handling and request orchestration
  • Clean UI patterns for comparing responses