# kaal:claim:5095633-005

**Claim.** The current data production market cannot scale or sustain a high-quality text supply because content creators face limited incentives and no direct compensation structures.

**Type.** failure  **Support.** argued

**Holds when.**

- market as currently structured around platforms and content aggregators

**Source quote.**

> the limited incentives and lack of direct compensation structures for content creators present significant obstacles to scaling and sustaining high- quality data supply.

**From.** Wulf A. Kaal, *Artificial Intelligence The Final Frontier* (2025), I. Introduction, page 2

**Cite as.** Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633

**Verify.** sha256 of source PDF `cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20Artificial%20Intelligence%20The%20Final%20Frontier.pdf

**Failure mode.** uncompensated creator supply failure  (family: definitional-ambiguity)

**Topics.** economics, risk-and-incentives

**Keywords.** data-markets, incentives, compensation, content-creators

**Canonical form.** This markdown file is the canonical hashed representation of the claim. Its sha256 is the content hash used for attestation.