TWIG International | AI Operating Model Leadership & Advisory

Twig International helps organizations design, build, and operate AI and analytics capabilities that endure.

Most AI initiatives don’t fail — they stall. Not because models don’t work, but because ownership becomes unclear, trust erodes, feedback is informal or lost, and governance slows learning instead of enabling it.

We work where decisions matter, risk is real, and trust must be earned. This is not experimentation. This is operational reality.

The Problem

Ownership becomes unclear
Trust erodes over time
Feedback from real decisions is informal or lost
Governance blocks learning instead of enabling it

This is not a technology problem. It is an operating-model problem.

Aspira

Aspira: a reflection-driven operating model for AI adoption

Aspira makes human and AI roles explicit, connects decisions to learning, and enables governance that supports safe adaptation.

Aspira is not a product or platform. It is the lens through which we work.

Shared language

Align business, technology, and governance on the same operating model.

Roles & ownership

Make human and AI roles explicit across the lifecycle.

Reflection loops

Decisions → feedback → learning → adaptation—continuously.

Governance

Enable safe evolution instead of slowing learning.

Aspira is a reflection-driven operating model for AI adoption. It is not a product or a platform. It makes ownership, learning, governance, and trust explicit across the AI lifecycle.

What We Do

Thought leadership

Clarity on what endures in AI: operating models, trust, and learning loops.

Strategy

Decision ownership, governance, and success criteria that persist beyond delivery.

Architecture

Design for safe learning in production, adaptation without losing trust, and scale.

Engineering

Build in real environments with accountability—no artificial handoffs.

Twig International is a consulting firm operating across strategy, architecture, engineering, and operation. We focus on operating models that allow AI systems to learn safely in production over time.

Where We Work

We are based in the USA with global operations in 5 continents across Pharmaceuticals, Life Sciences, Medical Devices, Healthcare, and Consumer Products. Twig has expertise in almost every domain ranging from Strategic Planning, Commercial, Finance, Procurement, Operations, Supply Chain, R&D, Compliance, Legal, and Human Resources.