Knowledge center

Clear ideas for better AI decisions.

Concise guides to discuss AI precisely, recognize risk and choose the next step.

AI agents

What is an AI agent and how is it different from a chatbot?

An agent coordinates context, rules, tools and permissions within a process; a traditional chatbot focuses on anticipated questions.

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An agent coordinates context, rules, tools and permissions within a process; a traditional chatbot focuses on anticipated questions.

A responsible assessment adds context: people involved, available data, systems, risk level, exceptions and success criteria.

Applied AI

How to begin with AI in an SMB

Start with a repetitive, valuable and understandable process. Review information, exceptions, owners and risk before choosing a tool.

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Start with a repetitive, valuable and understandable process. Review information, exceptions, owners and risk before choosing a tool.

A responsible assessment adds context: people involved, available data, systems, risk level, exceptions and success criteria.

Automation

Automation and AI: what problem does each solve?

Automation follows defined steps. AI helps with language, variation or knowledge; many responsible solutions combine both.

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Automation follows defined steps. AI helps with language, variation or knowledge; many responsible solutions combine both.

A responsible assessment adds context: people involved, available data, systems, risk level, exceptions and success criteria.

Productivity

Ten processes to evaluate before automating

Prioritize frequent processes with visible rules, available data and a responsible person who can validate the change.

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Prioritize frequent processes with visible rules, available data and a responsible person who can validate the change.

A responsible assessment adds context: people involved, available data, systems, risk level, exceptions and success criteria.

Adoption and leadership

Common mistakes in AI implementation

Starting with the tool, ignoring information quality, omitting training or failing to design escalation often reduces value.

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Starting with the tool, ignoring information quality, omitting training or failing to design escalation often reduces value.

A responsible assessment adds context: people involved, available data, systems, risk level, exceptions and success criteria.

Responsible use

How to spot opportunities without inventing ROI

Size time, frequency, friction and quality. Then run a pilot and measure with agreed criteria without turning assumptions into guarantees.

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Size time, frequency, friction and quality. Then run a pilot and measure with agreed criteria without turning assumptions into guarantees.

A responsible assessment adds context: people involved, available data, systems, risk level, exceptions and success criteria.