← Every exhibit

Table 9From “What is product-led growth? Product usage is not a growth loop”

What remains human when AI enters product-led growth?

Cite Embed

Table 9What remains human when AI enters product-led growth?

Candidate AI contributionHuman responsibilityMinimum record
Cluster product eventsConfirm event meaning and account grain.Feature, version, cohort, and review.
Flag a threshold crossingCheck eligibility, exclusions, and timing.Rule version, evidence, and disposition.
Propose a handoffDecide whether the owner and workflow fit.Recommendation, override, and rationale.
Surface a constraintValidate security, procurement, or capacity context.Exception, reviewer, and next state.
Summarize an outcome pathCheck denominator, comparison, and uncertainty.Source records, summary version, and sign-off.

Swipe or scroll horizontally if the table is wider than your screen.

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

PNG4:3, 1600 × 1200, with the title, the source line and the attribution set in the image isoglu-2026-what-is-product-led-growth-fig10.png

Cite or embed

APA 7

Isoglu, S. (2026). What remains human when AI enters product-led growth? [Table]. isoglu.com. https://isoglu.com/insights/exhibits/isoglu-2026-what-is-product-led-growth-fig10/

BibTeX
@misc{isoglu-2026-what-is-product-led-growth-fig10,
  author = {Isoglu, Sinan},
  title = {{What remains human when AI enters product-led growth?}},
  year = {2026},
  howpublished = {Table 9, isoglu.com},
  url = {https://isoglu.com/insights/exhibits/isoglu-2026-what-is-product-led-growth-fig10/},
  note = {From the essay {What is product-led growth? Product usage is not a growth loop}}
}
Embed this exhibit

Copy this HTML to use the PNG exhibit on your site with its source line and a link back to the exhibit page.

<figure>
  <a href="https://isoglu.com/insights/exhibits/isoglu-2026-what-is-product-led-growth-fig10/">
    <img src="https://isoglu.com/social/isoglu-2026-what-is-product-led-growth-fig10.png" alt="Table 9: What remains human when AI enters product-led growth?" width="3200" height="2400">
  </a>
  <figcaption>Table 9: What remains human when AI enters product-led growth?. Source: Table from this essay. Sources and interpretation are given in the article. <a href="https://isoglu.com/insights/exhibits/isoglu-2026-what-is-product-led-growth-fig10/">View exhibit</a>.</figcaption>
</figure>