GLM 5.1 FP8

by Z.ai

GLM-5.1-FP8 is the FP8-quantized variant of GLM-5.1, built for more efficient deployment while preserving the model's 202,752-token context window and 128K output capacity. The FP8 quantization reduces the memory footprint of the full-precision weights, letting teams self-host on systems with less accelerator memory. This variant retains the core capabilities of GLM-5.1, including agentic reasoning, function calling, thinking modes, structured output, and long-horizon task execution, while optimizing for inference speed and memory use. It is compatible with common inference frameworks including vLLM, SGLang, xLLM, Transformers, and KTransformers. Released under the MIT license alongside the full-precision weights, the FP8 build is aimed at teams running GLM-5.1 at scale who want lower memory cost without giving up the coding and agentic performance that defines the family. Context and output limits match the full-precision model (202K input, 128K output), making it a practical choice for resource-constrained, large-scale deployments.

Key info

Input
Output
Features
Context window
203K
Max output
203K
Input price
$1.40 /1M
Output price
$4.40 /1M
  • EU residency available
  • Zero data retention via Enterprise
  • No training by default
  • GDPR DPA available

Available routes

GLM 5.1 FP8 runs on 1 route through the Opper gateway. Compare residency, ZDR, and training posture at a glance β€” full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutput
InceptronEUEnterpriseNo$1.40$4.40

Training posture across routes: No training on prompts by default.

Data handling per route

Each route hosting GLM 5.1 FP8 has its own privacy posture, residency, and GDPR terms. Postures are maintained by Opper with a last-verification timestamp.

Inceptron β€” SwedenπŸ‡ΈπŸ‡ͺ

Zero data retention is available via Opper Enterprise contract. No training on customer data. EU; DPA available.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
Abuse monitoring (30-day retention)
Third-party access
None disclosed
GDPR DPA
DPA available
Transfer mechanism
Not applicable β€” data stays in EU

Get started

Call GLM 5.1 FP8 through the Opper gateway with one API key. Let your coding agent set it up, or call it directly β€” Opper is drop-in compatible with the OpenAI, Anthropic, and Google AI SDKs.

Set it up with your agent

Copy this and paste it into your coding agent β€” Claude Code, Cursor, Codex, and more β€” and it'll wire up Opper for you.

Or call it directly

import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.OPPER_API_KEY,
baseURL: "https://api.opper.ai/v3/compat",
});
const completion = await client.chat.completions.create({
model: "inceptron/glm-5.1-fp8",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

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GLM 5.1 FP8 by Z.ai β€” pricing, benchmarks, EU hosting | Opper AI