AI Agent

A field of artificial intelligence that enables machines to interpret and extract information from visual inputs such as images, video, and documents. Computer vision is applied in quality inspection, medical imaging, autonomous vehicles, and document processing.

A category of artificial intelligence systems capable of creating new content — including text, images, code, music, and video — based on patterns learned from training data. Generative AI is transforming content production, product design, and software development, raising novel questions about intellectual property ownership and the valuation of AI-generated outputs.

The value embedded in a company's proprietary software assets, including applications, platforms, tools, and codebases. Software capital is a major intangible asset category that drives automation, scalability, and competitive differentiation in technology-enabled businesses.

A tradable certificate representing the right to emit one tonne of carbon dioxide equivalent, or a verified reduction or removal of one tonne of CO2 equivalent from the atmosphere. Carbon credits are traded on compliance markets (such as the EU Emissions Trading System) and voluntary markets, and represent an emerging class of intangible asset with growing valuation complexity as climate regulation intensifies.

A virtual representation of a physical asset, process, or system that is continuously updated with real-time data. Digital twins are increasingly recognised as valuable intangible assets that enhance operational productivity, enable predictive maintenance, and accelerate product development.

The financial, operational, or psychological costs a customer incurs when changing from one product or service to another. High switching costs create customer lock-in and are a powerful intangible competitive moat, particularly in enterprise software, banking, and platform businesses.

A technology that uses software robots to automate repetitive, rule-based tasks traditionally performed by humans, such as data entry, invoice processing, and compliance reporting. RPA implementations are typically capitalised as intangible assets and can deliver rapid return on investment through labour cost reduction and error elimination.

Government regulations that restrict the transfer of specified goods, software, technology, and technical data across national borders for reasons of national security, foreign policy, or non-proliferation. Export controls in the UK are administered under the Export Control Act 2002, while the US uses the Export Administration Regulations (EAR) and International Traffic in Arms Regulations (ITAR).

AI Cost Reduction: How to Measure Real Operational Savings

AI vendors promise dramatic cost reductions, but actual savings depend on total cost of ownership, implementation quality, and measurement rigour. This article provides a practical methodology for measuring real AI-driven operational savings — net of all hidden costs.

What is the difference between a startup's valuation and its intangible asset value?

A startup's headline valuation reflects market pricing (what investors will pay), while intangible asset value reflects the fair value of identifiable assets — the difference is typically attributable to goodwill, growth expectations, and market s...

What is the difference between fair value and book value for intangible assets?

Book value reflects historical cost less accumulated amortisation and impairment, while fair value represents the current price a market participant would pay — fair value is almost always higher for productive intangible assets.

How does impairment testing work for intangible assets and goodwill?

Intangible assets with finite lives are tested for impairment when indicators of value decline exist, while goodwill and indefinite-life intangibles must be tested at least annually by comparing carrying value to recoverable amount.