Table 611 Sept 2026From “Revenue lifecycle stages are state boundaries, not a funnel list”

What remains human when AI enters revenue lifecycle stages?

Table 6What remains human when AI enters revenue lifecycle stages?

Candidate AI contribution	Human responsibility	Minimum record
Classify a process instance	Check the state definition, entry evidence, and population.	Input fields, model version, reviewer, and correction.
Suggest the next state	Confirm the exit event, acceptance, and next-state rule.	Recommendation, evidence, owner, and disposition.
Detect a missing transition	Decide whether the gap is data quality, a hold, a return, or a real exception.	Missing field, reason, reviewer, and status.
Summarize lifecycle movement	Check unit, denominator, period, censoring, and alternative explanations.	Source records, summary version, exclusions, and sign-off.
Recommend a process change	Approve the risk, reversibility, review date, and commercial action.	Recommendation, override, rationale, and outcome.

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Source: Table from this essay. Sources and interpretation are given in the article.

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From the essay

Revenue operations & AI

Revenue lifecycle stages are state boundaries, not a funnel list

Revenue lifecycle stages become measurable when entry evidence, owners, exit rules, exceptions, and outcome horizons stay visible.

11 Sept 2026

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Isoglu, S. (2026). What remains human when AI enters revenue lifecycle stages? [Table]. isoglu.com. https://isoglu.com/insights/exhibits/isoglu-2026-revenue-lifecycle-stages-are-state-boundaries-fig06/

BibTeX

@misc{isoglu-2026-revenue-lifecycle-stages-are-state-boundaries-fig06,
  author = {Isoglu, Sinan},
  title = {{What remains human when AI enters revenue lifecycle stages?}},
  year = {2026},
  howpublished = {Table 6, isoglu.com},
  url = {https://isoglu.com/insights/exhibits/isoglu-2026-revenue-lifecycle-stages-are-state-boundaries-fig06/},
  note = {From the essay {Revenue lifecycle stages are state boundaries, not a funnel list}}
}

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  <a href="https://isoglu.com/insights/exhibits/isoglu-2026-revenue-lifecycle-stages-are-state-boundaries-fig06/">
    <img src="https://isoglu.com/social/isoglu-2026-revenue-lifecycle-stages-are-state-boundaries-fig06.png" alt="Table 6: What remains human when AI enters revenue lifecycle stages?" width="3200" height="2400">
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  <figcaption>Table 6: What remains human when AI enters revenue lifecycle stages?. Source: Table from this essay. Sources and interpretation are given in the article. <a href="https://isoglu.com/insights/exhibits/isoglu-2026-revenue-lifecycle-stages-are-state-boundaries-fig06/">View exhibit</a>.</figcaption>
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