How to Architect an AI-First Platform

Blueprint-style diagram illustrating 'How to Architect an AI-First Platform,' with three central rooms labeled Determinism, Probability, and Relationship — representing workflow segmentation — and two adjoining rooms labeled Model Agnostic and Test Like AI Thinks, all interconnected with architectural blueprint lines and open doorways.

By FAIT • June 10, 2025
What does it really mean to architect an AI-first platform? In this article, we share three lessons from building FAIT — from when to use AI (and when not to), to how to stay model-agnostic, to why testing needs to change. Whether you’re building for performance, resilience, or trust, the architecture matters.

AI Momentum Surges for HKMA Rewrite as Firms Struggle with Manual Mapping

Stylized digital graphic symbolizing AI for HKMA Rewrite, featuring a red and white split icon with a Chinese character on one side and circuit lines on the other, representing the intersection of traditional compliance and modern AI-driven integration.

Singapore, 3rd June, 2025 – As firms race to meet the HKMA’s trade reporting rewrite deadline, a new FAIT survey reveals most are still relying on manual mapping tools — but momentum is building for AI-Driven Mapping (ADM), with nearly 80% of respondents expressing interest or already evaluating AI solutions.

FAIT Presents ADI Architecture at API Days

A futuristic AI-powered digital integration interface glows above a stylized Singapore skyline at night. Dynamic lines symbolize data flows and connectivity. The visual captures the theme of "FAIT Presents ADI Architecture at API Days", illustrating how artificial intelligence is reshaping enterprise integration. The vibrant cityscape reinforces the conference’s location while echoing FAIT’s innovative presence in Singapore’s tech ecosystem.

Singapore, 25th April, 2025 – FAIT Co-Founders Aaron Hallmark and Corey Manders presented their session “How to Architect an AI-First Platform” at API Days Singapore, sharing insights from building FAIT’s AI-driven integration (ADI) platform. They introduced a framework for applying AI to semantic data mapping and system interoperability—reducing integration timelines and accelerating business analysis by up to 400×.

The Best AI? It’s the Wrong Question.

A digital illustration of three glowing blue humanoid AI robots standing on a winners' podium in a cheering arena. The robot on the second-place podium (left) and third-place podium (right) are celebrating with arms raised. The robot that was on the first-place podium (center and tallest) is stepping down and walking confidently along a glowing, branching path laid out on the ground—symbolizing a new direction or choice beyond winning. The scene visually reinforces the idea that asking which is the best AI is the wrong question.

By FAIT • April 8, 2025
When it comes to building AI-first platforms, asking which is the best AI is the wrong question. As models like Claude, GPT-4o, and DeepSeek constantly leapfrog each other, what matters most is architecture: can you adapt at the subtask level as they evolve? With FADM-1, FAIT’s new AI-Driven Integration (ADI) benchmark, we tested them all—and the results show why model agility is the only strategy that scales.