Table 76 Sept 2026From “What is pipeline hygiene? A clean CRM is not a full pipeline”

What changes when AI enters pipeline hygiene?

Table 7What changes when AI enters pipeline hygiene?

Trace field	Question
Model and version	Which model or rule produced the flag?
Input snapshot	Which fields and observation time were available?
Finding	What duplicate, omission, age, or date movement was surfaced?
Recommendation	Which hold, admit, exclude, or escalation path was suggested?
Human decision	Who accepted, overrode, or deferred the recommendation, and why?
Effective state	Which disposition and rule version became the record of decision?

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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

What is pipeline hygiene? A clean CRM is not a full pipeline

Pipeline hygiene tests whether an opportunity is current, owned, evidence-backed, unique, and fit to enter an open-pipeline decision.

6 Sept 2026

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APA 7

Isoglu, S. (2026). What changes when AI enters pipeline hygiene? [Table]. isoglu.com. https://isoglu.com/insights/exhibits/isoglu-2026-what-is-pipeline-hygiene-fig08/

BibTeX

@misc{isoglu-2026-what-is-pipeline-hygiene-fig08,
  author = {Isoglu, Sinan},
  title = {{What changes when AI enters pipeline hygiene?}},
  year = {2026},
  howpublished = {Table 7, isoglu.com},
  url = {https://isoglu.com/insights/exhibits/isoglu-2026-what-is-pipeline-hygiene-fig08/},
  note = {From the essay {What is pipeline hygiene? A clean CRM is not a full pipeline}}
}

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  <figcaption>Table 7: What changes when AI enters pipeline hygiene?. Source: Table from this essay. Sources and interpretation are given in the article. <a href="https://isoglu.com/insights/exhibits/isoglu-2026-what-is-pipeline-hygiene-fig08/">View exhibit</a>.</figcaption>
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