Bitsapiens

AI-Human Glossary

Concepts for operating better with AI.

A practical vocabulary for leaders, teams and organisations that want to turn AI into real performance systems.

A

13 terms
Automation

Agentic Workflows

Workflows where AI agents execute, verify or coordinate tasks with human supervision.

agentsautomationworkflow
Education

AI Adoption

The process of integrating AI into real organisational work with competence, trust and impact.

educationadoptionliteracy
Education

AI Adoption Gap

The distance between having access to AI tools and actually changing how work gets done with them.

adoptiongapchange
Governance

AI Governance

The principles, processes and controls that make AI usage safe, responsible and auditable.

governanceriskcompliance
Governance

AI Hype vs Reality

The gap between what AI is promised to do and what it actually delivers once it meets a real company's constraints.

hypesignaljudgment
Enterprise AI

AI Implementation

The practical work of putting AI into a company's real systems, data and daily processes — after the strategy is decided.

implementationexecutionintegration
Decision

AI ROI

The measurable return a company gets from AI investment — in revenue, cost or decision quality — compared to what it spent.

roivaluedecision
Decision

AI Strategy

The set of choices about where AI creates value for a specific company — and, just as important, where it does not.

strategyprioritiesdecision
Education

AI Training for Teams

Structured programmes that teach a team how to think and work with AI in their real tasks — not how to use one interface.

trainingeducationteams
AI-Human

AI Transformation

Changing how a company works because of AI — not adding AI to how it already works.

transformationchangestrategy
Automation

AI Workflow Automation

Using AI to run parts of a business process automatically, while a person still owns the decisions that matter.

automationworkflowagents
AI-Human

AI-Human Systems

Systems that integrate people, processes, data and AI into real decision and execution flows.

ai-humansystemsoperations
Operating systems

AI-HumanOS

An intelligent operating layer that connects processes, data, assistants, dashboards and internal applications.

ai-humanerpoperations

C

1 terms
Software

Custom AI Software

Software built around how a specific company actually works, instead of forcing the company to adapt to generic software.

softwarecustomerp

D

1 terms
Decision

Decision Systems

Structures that connect information, criteria, owners and mechanisms for better decision-making.

decisionsystemscriteria

E

1 terms
Enterprise AI

Enterprise AI

AI usage in business contexts with operational integration, governance, security and measurable impact.

enterpriseintegrationgovernance

H

2 terms
Operations

Hidden AI Costs

The costs of AI that do not appear on the software invoice — integration, correction, retraining and the time spent supervising it.

costsoperationsbudget
Governance

Human-in-the-loop

A model where humans supervise, validate or intervene in AI-generated decisions and outputs.

governancevalidationhuman

I

1 terms
Software

Intelligent Software

Software that uses data, context and AI to support organisational decision-making, execution and learning.

softwareenterpriseproductivity

O

1 terms
Operations

Operational Intelligence

The capacity to turn data, context and operational signals into better decisions and execution.

operationsdatadecision

R

1 terms
Governance

Responsible AI Use

Using AI in ways a company can explain, defend and stand behind — to regulators, customers and its own team.

governanceresponsibilitycompliance