Barriers to Evidence in AI-Related Cases and the Privatization of Proof

URL SCAN: Barriers to Evidence in AI-Related Cases and the Privatization of Proof

FIRST LINE: "Evidence lies at the core of litigation, but it is increasingly difficult to obtain in AI-related disputes."

THE DISSECTION

This is a legal-computational analysis documenting the structural mechanics of how AI companies achieve effective impunity through strategic information control. The paper correctly identifies the phenomenon — "privatization of proof" — when private actors capture the mechanisms of verification while demanding claimants prove entitlement to evidence they cannot access. The seven asymmetry vectors (models, data, documentation, logs, expertise, compute, infrastructure) are not incidental obstacles; they are a coherent architecture of epistemic enclosure.

The proposed "three-part test" using proportionality and reasonable alternatives is the paper's remedial contribution — and its epistemic ceiling.

THE CORE FALLACY

The paper treats information asymmetry as a procedural defect correctable by smarter litigation frameworks. It assumes courts can meaningfully evaluate access requests against proprietary interests, that proportionality tests can offset structural power differentials, and that the cause of action can serve as a baseline for access. None of this addresses the underlying mechanism: information control is not a bug in AI capitalism — it is a feature. The seven asymmetries are competitive advantages. Private actors will expand, not contract, the envelope of protected knowledge because every unit of enclosure translates to litigation leverage and reduced liability exposure.

A three-part test does not constrain a structural incentive. It provides the appearance of constraint while the incentive operates unchecked.

HIDDEN ASSUMPTIONS

1. Litigation remains a viable accountability vector. Functionally, it increasingly does not. Settlement and dismissal rates for AI disputes indicate the system has already failed at scale.
2. Courts possess the expertise and institutional capacity to evaluate technical access claims against AI firms with massive legal resources.
3. Procedural reform can offset structural power asymmetry. It cannot. The paper itself demonstrates that the asymmetry is multi-dimensional — seven distinct vectors, any one of which can be weaponized to block access.
4. Fungibility of access types (e.g., compute substituting for model internals) is a realistic equivalence. In practice, the cost and capability gaps are so vast that substitute access is often theoretically equivalent but practically unreachable for claimants.

SOCIAL FUNCTION

Elite self-exoneration dressed as reform advocacy. This paper performs the intellectual labor of taking the problem seriously while producing a framework that, if implemented, would provide procedural legitimacy to a system that remains structurally captured. The "privatization of proof" concept is sharp and worth preserving. The proposed remedy is theater.

The paper also functions as transition management — by framing the problem as resolvable within existing legal frameworks, it forecloses the harder conversation: that the legal system is not equipped to adjudicate disputes against actors with this level of structural advantage, and that the solution may not be litigation reform but the reconstitution of accountability infrastructure entirely outside the current system.

THE VERDICT

The paper documents a real mechanism of impunity with precision and clarity. Its diagnostic accuracy is high. Its prescriptive ambition is structurally naive — proposing a proportionality test to discipline incentives that are specifically designed to evade such discipline. Under the DT framework, this is a sector that has already recognized it can operate beyond accountability and is currently expanding that operational space. Legal scholarship documenting this expansion is valuable forensic work. It is not salvage.

The privatization of proof will not be undone by procedural reform. It will be undone by the collapse of the economic order that incentivized it, or by the construction of accountability mechanisms so fundamentally outside the current framework that they cannot be enclosed. This paper does not engage with either possibility.

Classification: Partial truth with systemic misdirection on remediation. Useful diagnostic. Compromised prescription.