MiniMax M2.7 Review: Full‑Modal Token Plan Beats Opus at 1/50 the Cost

The MiniMax M2.7 model matches Claude Opus 4.6 in software‑engineering benchmarks, offers a unique self‑evolution capability that improves performance by 30% after 100+ iterations, and provides a full‑modal Token Plan subscription priced at just one‑fiftieth of competing services, though users must manage new weekly quotas and peak‑time limits.

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MiniMax M2.7 Review: Full‑Modal Token Plan Beats Opus at 1/50 the Cost

AI Insight Log

Mar 18, 2026 · Artificial Intelligence

MiniMax M2.7 Self‑Trains and Rivals GPT‑5 & Opus 4.6 on Eight Benchmarks

MiniMax M2.7, released just a month after M2.5, introduces a self‑evolution training loop and achieves competitive scores on eight benchmarks—matching or surpassing Claude Opus 4.6, GPT‑5.4, Sonnet 4.6 and Gemini 3.1 Pro—while showcasing autonomous skill building, multi‑agent collaboration, and real‑world productivity applications.

Agent TeamsBenchmarkClaude Opus

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MiniMax M2.7 Self‑Trains and Rivals GPT‑5 & Opus 4.6 on Eight Benchmarks

MiniMax M2.7 Review: Full‑Modal Token Plan Beats Opus at 1/50 the Cost

MiniMax M2.7 Self‑Trains and Rivals GPT‑5 & Opus 4.6 on Eight Benchmarks

MiniMax M2.7 Self‑Trains and Rivals GPT‑5 & Opus 4.6 on Eight Benchmarks