Signals

Repetition, information intensity, physical activity, interaction, exceptions, decision complexity, data maturity, API maturity, process standardisation and safety consequence become explicit signals.

Patterns

Results can include Human-led, Human with automation, Human + Agent, Agent with human oversight, Human + Robot, Agent + Robot and Human + Agent + Robot. These are possible patterns, not maturity levels or rankings.

Limitations

Results depend on the answers supplied. Directory coverage is incomplete, technology changes quickly and organisational context matters. The output is not a business case, ROI guarantee, compliance opinion or redundancy calculator.

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