SOURCE-LINKED INTELLIGENCE
AI Exposure and AI Resilience: A Two-Dimensional Assessment Framework for Software and Software-Based Business Model
Artificial intelligence is changing both software production and the economics of software-based business models. Classical technology due diligence mainly examines technical properties such as architecture, scalability, and technical debt. These criteria do not fully capture how AI can affect a company's value proposition, competitive position, margins, or access to customers. This paper develops Artificial Intelligence Exposure and Resilience (AI-ER) as a two-dimensional assessment framework. AI exposure describes the pressure for change that AI creates for a business model. AI resilience de
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Evidence & attribution
- arXiv · AI, language, vision and robotics · 2026-09-10T09:49:02.000Z
First collected: 2026-09-20T19:02:05.452Z. This is not the publication date.