AI readiness is local to the workflow
Enterprise readiness scores hide the conditions that make one workflow viable and another reckless. Assess readiness where data, authority, people and operations meet.
Softlander blog perspectives published in June 2026.
Enterprise readiness scores hide the conditions that make one workflow viable and another reckless. Assess readiness where data, authority, people and operations meet.
Context is the information available for one inference. Memory is a governed process for retaining, changing and recalling information across time. Confusing them creates silent risk.
Connect spending to accepted workflow outcomes by counting retries, review, correction and failures alongside model and platform charges.
A technical review can trace data and test controls, but it cannot alone determine lawful basis, resolve policy choices or certify compliance.
A dramatic exploit is a discovery, not a decision rule. Translate it into a threat condition, required control, repeatable regression and release consequence.
Responsible autonomy becomes concrete when a cross-functional team maps one workflow’s actions, consequences, evidence and intervention choices.
Tool-using agents join untrusted input, probabilistic decisions and privileged action. CISOs should govern that path as a security system, not a chatbot feature.
Qualify a technology partner through evidence of fit, controls, delivery behaviour and commercial alignment before combining brands or promising a joint service.
Choose a sourcing path by separating the workflow advantage you must own from the capabilities you can responsibly obtain elsewhere.
A support agent should be judged on whether it resolves the right problem safely, not on whether its first answer sounds convincing.
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