Robotic Process Automation

An increase in the amount of capital available per worker, which typically raises labour productivity. In modern economies, capital deepening increasingly involves investment in intangible assets — software, data infrastructure, organisational capital, and human capital — rather than traditional machinery and equipment.

An autonomous software system that uses artificial intelligence to perceive its environment, make decisions, and take actions to achieve specified goals with minimal human intervention. AI agents are increasingly deployed in customer service, workflow automation, and decision support, and represent a growing category of operational intangible asset.

A business strategy that minimises investment in physical assets and instead relies heavily on intangible assets such as software, brand, data, and intellectual property to generate revenue. Asset-light companies typically exhibit higher scalability and return on capital but can be harder to value using traditional balance-sheet methods.

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).

A technology service that authorises and processes electronic payment transactions between merchants and acquiring banks or payment processors. Payment gateways encrypt sensitive payment data, route transactions to the appropriate card networks, and return authorisation responses in real time.

A reasonableness check performed in purchase price allocations to verify that the weighted average rate of return across all identified assets (tangible, intangible, and goodwill) is consistent with the overall weighted average cost of capital (WACC) used in the transaction. If WARA materially deviates from WACC, it indicates that the individual asset returns or relative values require adjustment.

A structured set of activities or tasks that produce a specific output for a particular customer or market. Business processes encompass everything from operational workflows such as order fulfilment and customer onboarding to strategic processes such as product development and strategic planning.

The analytical practice of representing an organisation's workflows, processes, and operations in a structured visual or formal notation to understand, analyse, and improve them. Common modelling techniques include Business Process Model and Notation (BPMN), flowcharts, value stream mapping, and simulation models.

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.