Table 429 Aug 2026From “Value-based pricing is a capability before it is a number”

What remains human when AI enters value-based pricing?

Table 4What remains human when AI enters value-based pricing?

Candidate AI contribution	Human responsibility	Minimum record
Cluster value observations	Check whether the observations describe the same value event and population.	Input set, grouping rule, reviewer, and correction.
Draft alternative value statements	Test fidelity to the buyer, user, delivery boundary, and authorizing role.	Version, source observations, accepted edits, and owner.
Map baselines and comparisons	Decide whether the alternative, prior state, cost, or counterfactual is defensible.	Comparison definition, assumptions, and disposition.
Flag missing delivery evidence	Set the acceptance criterion and decide whether the gap blocks a price decision.	Missing field, threshold, reviewer, and reason.
Suggest the next test	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

Pricing & revenue architecture

Value-based pricing is a capability before it is a number

A value price needs evidence, translation, negotiation, and delivery checks. The number is an output of that chain, not a substitute for it.

29 Aug 2026

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Isoglu, S. (2026). What remains human when AI enters value-based pricing? [Table]. isoglu.com. https://isoglu.com/insights/exhibits/isoglu-2026-value-based-pricing-is-a-capability-fig04/

BibTeX

@misc{isoglu-2026-value-based-pricing-is-a-capability-fig04,
  author = {Isoglu, Sinan},
  title = {{What remains human when AI enters value-based pricing?}},
  year = {2026},
  howpublished = {Table 4, isoglu.com},
  url = {https://isoglu.com/insights/exhibits/isoglu-2026-value-based-pricing-is-a-capability-fig04/},
  note = {From the essay {Value-based pricing is a capability before it is a number}}
}

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    <img src="https://isoglu.com/social/isoglu-2026-value-based-pricing-is-a-capability-fig04.png" alt="Table 4: What remains human when AI enters value-based pricing?" width="3200" height="2400">
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  <figcaption>Table 4: What remains human when AI enters value-based pricing?. Source: Table from this essay. Sources and interpretation are given in the article. <a href="https://isoglu.com/insights/exhibits/isoglu-2026-value-based-pricing-is-a-capability-fig04/">View exhibit</a>.</figcaption>
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