# MiniMax M3.1 Flash ranks #1 on search capabilities efficiency leaderboard

MiniMax · 2026-10-20 · Benchmark result

> MiniMax says M3.1 Flash is now #1 on a search capabilities leaderboard for efficiency, citing Parallel Web System data.

This update bears on 2 kinds of work in 1 market. Highest level accepted: L2 Partial automation.

## The work it bears on

- [Process validate and deliver customer data](https://surviagi.com/work/telecom-computing-information-processing-managed-processing) (Data processing and information retrieval services): Claimed L3 · Accepted L2 · From the publisher only
- [Maintain search indexes and information service directories](https://surviagi.com/work/telecom-computing-information-processing-search-services) (Data processing and information retrieval services): L2 Partial automation · From the publisher only

## Published at

- [Source 1](https://x.com/MiniMax_AI/status/2112638721040482341)

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Page: https://surviagi.com/updates/ev-20a7e631df874f55f20e2cc3cdff14d62ff43fea

Data generated 2026-10-21T04:03:52.433156+00:00; method activity-level-1; ontology 2.4.0.
Machine-proposed: no person has reviewed these readings, and the method is not calibrated.
Cite the page address together with the generation time.