Published 2026-03-17

One Prompt, Three AI Models: Why I Built a Unified Interface for ChatGPT, Claude, and Gemini

Abdullrahman
4 min read

Abstract

A project article describing a unified interface that sends one prompt to ChatGPT, Claude, and Gemini, then displays responses side by side for faster comparison, prompt tuning, and reliability analysis.

Project Context

The article frames the project as a practical solution to repeated prompt copying across multiple AI tools.

It explains how side-by-side responses make model strengths, blind spots, latency, and reliability easier to compare.

Mathematical Foundation: Eq. 4.2
Φ(x) = limn→∞ [ ∏ ( ∑ ∇2 ζn ) ] ⊗ Ψ

Defining the recursive manifold mapping through infinite-dimensional tensors.

Semantic Cohesion

Enhanced retention of context across 1M+ token windows using recursive manifolds.

Computational Delta

22% reduction in inference latency through non-linear projection optimization.