What happened
Spirit AeroSystems' former chief executive sued the company over pay withheld under his retirement agreement. Months of search term talks over Spirit's electronic files yielded low responsiveness rates. In September 2019 Spirit agreed to a TAR review of the 322,000 documents that the plaintiff's terms and custodians had returned. Its vendor Legility used Predict, a tool that learns continuously from reviewers' coding and ranks documents by likely responsiveness. Spirit stopped after reaching 85% recall, meaning that the algorithm had identified 85% of the responsive documents in the set. Spirit reported that only 3.3% of the set was responsive. It produced or withheld as privileged 23,951 documents, 9,128 of them responsive. On 9 April 2020 Magistrate Judge Angel D. Mitchell found that the review was reasonable. She held that making Spirit review and produce about 800 more documents marked responsive was not proportional. She wrote that the plaintiff had likely received far more documents on the issue than any other form of review would have produced. Spirit's TAR costs came to about $600,000. The court did not test the tool.
Sources
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Court document, by authors with no tie to the system.
United States District Court for the District of Kansas (Magistrate Judge Angel D. Mitchell). Lawson v. Spirit AeroSystems, Inc., No. 18-1100-EFM-ADM, Memorandum and Order (Doc. 335), 9 April 2020. CourtListener RECAP copy of the filed order.
In this case, the court finds that Spirit's TAR was reasonable and production of the residual TAR documents is not proportional to the needs of the case.
Details
AI system
- Workflow
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Spirit ran a TAR review of the 322,000 documents that the plaintiff's search terms and custodians had returned. Predict ranked documents by likely responsiveness and learned continuously from the coding of reviewers. Legility's contract attorneys did a first-level review, and Spirit's law firm did a second-level review.
Follow-up
- Conditions for replication
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Legility validates the results of the review statistically. The court judges recall against the facts of the case, with 75% to 85% typical in recent guidance. Further review must be proportional to the needs of the case.
Entry details
- Sector
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Legal services / e-discovery.
- Purpose
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A developer that the orders do not name built Predict to rank documents by likely responsiveness, learning continuously from the coding of reviewers.
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Cite this record
Peter H. Vartanian. (2026). Court accepts Spirit's Predict review stopped at 85% recall (AIBD-0985). Artificial Intelligence Benefits Database, edition of 1 November 2026. https://petervartanian.xyz/aibd/records/AIBD-0985.html (archived at https://doi.org/10.7910/DVN/AADSII, version 7.0)