Ideas for operating with AI, automation, and agents

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AI agents

The first commercial agent should assist the seller, not replace them

A five-level autonomy model for capturing value in B2B sales without prematurely delegating consent, brand identity, offers, or commitments.

7 min read
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Four option cards connect blocking risks to a central human decision and two exits: green approval or discard.

Project selection

Select Automation as a Reversible Option, Not an All-In Bet

7 min read
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Automation ROI

An Honest Automation Dashboard Separates Output, Outcome, and Risk

6 min read
Executive dashboard with a trend chart, donut chart, bars, and a table between two stacks of documents.

Automation ROI

Automation ROI Needs a Counterfactual, Not a Before-and-After Anecdote

7 min read

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Articles about Automation ROI

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Automation ROI6 min read

Cash forecasts fail when they hide the age of their data

A source-freshness and decision-rights ledger that separates facts, assumptions, and actions in cash-flow automation.

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Analyst reviewing a bar-and-distribution dashboard on a laptop beside a calculator, reports, and a notebook.
Automation ROI6 min read

Hours saved are not ROI: proving realized operational value

Released time becomes a return only when it changes capacity, cost, revenue, avoided loss, or an observable service outcome.

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