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HomeGLM-5.2 Review: Features, Benchmarks & Pricing (2026 Guide)
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GLM-5.2 Review: Features, Benchmarks & Pricing (2026 Guide)

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What Is GLM-5.2?

GLM-5.2 is the latest flagship model from Z.ai (formerly Zhipu AI), released June 17, 2026 — five days after the US export-control directive suspended Anthropic’s Claude Fable 5 worldwide. The timing wasn’t incidental: Z.ai positioned GLM-5.2 explicitly as an option for developers who lost Fable 5 access, and it’s a genuinely capable model on its own terms, not just an opportunistic release.

Key Features

  • Open-weight — released under a permissive license (MIT), available to download and self-host via Hugging Face.
  • 1 million token context window — a five-fold increase over the prior GLM-5.1 generation, via the glm-5.2[1m] variant.
  • Long-horizon coding focus — built for multi-step, agentic development work rather than single-turn chat.
  • Two thinking-effort levels — “High” and “Max” modes for scaling reasoning depth on harder coding tasks.
  • 131,072 token output limit — supports long, complete generations without truncation.
  • Broad harness compatibility — works with Claude Code, OpenCode, Cline, Roo Code, and Z.ai’s own ZCode out of the box.

Benchmarks

GLM-5.2 has posted genuinely strong third-party results. It scored 62.1% on SWE-bench Pro — ahead of GPT-5.5’s 58.6% — and 74.4 on FrontierSWE, just behind Claude Opus 4.8’s 75.1 and ahead of GPT-5.5. On Design Arena’s coding benchmark it took the top overall spot, and it ranked second on LMArena’s coding leaderboard, behind only Claude Fable 5. In a head-to-head planning-task comparison, it scored 9.0 against Fable 5’s 9.1 — a near-tie at a fraction of the cost.

Where It Falls Short of Fable 5

GLM-5.2 isn’t a complete substitute. Fable 5 still holds a clear lead on broader agentic benchmarks and on the nuance and reliability of its English writing and tool use. If your workload leans heavily on long, careful multi-step reasoning rather than pure coding throughput, the gap is more noticeable.

Pricing

This is where GLM-5.2 wins decisively. It runs at roughly one-tenth the per-token cost of Claude Fable 5 — around $1.40 per 1M input tokens and $4.40 per 1M output tokens, compared to Fable 5’s $10 / $50. Because it’s open-weight, you can also self-host it entirely and pay only compute costs, with no API markup at all.

Is GLM-5.2 Worth It?

If you lost access to Claude Fable 5 in the export-control suspension and need a working replacement now, GLM-5.2 is the strongest open-weight option available — close enough on coding benchmarks to be genuinely usable, dramatically cheaper, and flexible enough to self-host if you need to keep workloads off a closed API. If your priority is the absolute best agentic reasoning and you can wait, Claude Opus 4.8 remains the closer match to what Fable 5 offered. See our full Claude Fable 5 alternatives comparison for the complete picture across all three options.

Last updated: June 20, 2026.

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