Artificial intelligence in business valuation

Artificial intelligence (AI) refers to technologies enabling systems to simulate cognitive capabilities — pattern recognition, prediction, natural language processing — with direct implications for business valuation. AI impacts both the companies being valued (enhancing competitive moats, margin profiles and scalability) and the valuation methodologies themselves (improved comparable identification, automated sensitivity modelling, enhanced data analysis). Valuing AI-enabled businesses requires specific frameworks: assessing the durability of the AI advantage, the dependency on proprietary versus third-party models, the data assets owned, and the pace of commoditisation.

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Example: a Swiss generative AI software company with CHF 6.0 million ARR and 45% EBITDA margin commands a preliminary market comparable multiple of 8.0x ARR. However, Hectelion's valuation analysis applies a specific risk premium reflecting heavy dependency on a single foundational model API and rapid competitive dynamics — reducing the defensible valuation to CHF 36.0 million (6.0x ARR) versus the initial comparable-based estimate of CHF 48.0 million.

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Hectelion has developed specific frameworks for valuing AI-enabled businesses, integrating technology moat analysis alongside traditional financial metrics.