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Courts on AI / Discovery and AI-assisted review

Schulte v. LinkedIn Corp.

U.S. District Court for the Northern District of California · Federal district courts · CA · · No. 4:22-cv-00237-HSG-LB · order

On 2026-07-01, the Northern District of California resolves discovery disputes over LinkedIn’s use of Relativity aiR. The court permits search-string pre-culling before GenAI review and denies additional audit metrics, finding LinkedIn’s disclosures satisfied the interim ESI order absent a specific deficiency.

Disposition
The court denied plaintiffs’ requests to restrict LinkedIn’s Relativity aiR workflow and compel additional metrics.

What the court wrote

Verbatim from the court's document (public domain). Ellipses mark omitted text; nothing is paraphrased.

On May 15, 2026, LinkedIn provided the plaintiffs with twenty-five search strings to be applied against LinkedIn’s custodial documents. At the same time, LinkedIn informed the plaintiffs that it would be using Relativity aiR, a GenAI review tool, “to assist in filtering out non-responsive documents.” On May 23, 2026, the plaintiffs requested more information about LinkedIn’s use of Relativity aiR. LinkedIn disclosed that “(1) there was no seed or training set used; (2) Relativity aiR is being used to make final responsiveness calls; and (3) quality control review is being conducted by human review of samples taken from each responsiveness type.” ... Courts have held that using search terms to pre-cull documents before providing them to technology-review platforms satisfies the reasonableness and proportionality standards of Rules 26(b) and 34(b)(2). E.g., Livingston v. City of Chicago, No. 16-cv-10156, 2020 WL 5253848, at *3 (N.D. Ill. Sep. 3, 2020); In re Biomet M2a Magnum Hip Implant Prods. Liab. Litig., No. 3:12-MD-2391, 2013 WL 1729682, at *2 (N.D. Ind. Apr. 18, 2013). The court finds the same here.

Authorities cited in the passage: Fed. R. Civ. P. 26(b) · Fed. R. Civ. P. 34(b)(2) · Livingston v. City of Chicago, No. 16-cv-10156, 2020 WL 5253848 (N.D. Ill. Sep. 3, 2020) · In re Biomet M2a Magnum Hip Implant Products Liability Litigation, No. 3:12-MD-2391, 2013 WL 1729682 (N.D. Ind. Apr. 18, 2013)

compiled by the Cognesio LLP editorial teammethodas of 2026-09-07v0.1.1coding CC BY 4.0JSON Hugging Face GitHub