GLM 4.7 Flash

by Z.ai

Released 28 days after GLM 4.7 Β· All Z.ai releases

GLM 4.7 Flash is the efficiency-focused variant of the GLM-4.7 series, using a lean 30-billion-parameter architecture with only 3 billion active parameters so it can run on modest consumer hardware. Released January 2026, it carries the reasoning-density improvements of the GLM-4.7 family with MoE sparsity tuned for local inference, low-latency use, and cost-constrained production. Despite its smaller footprint, Flash keeps the interleaved thinking design, supporting visible or implicit chain-of-thought reasoning in structured responses. Its 200K context window supports extended coding sessions and multi-file reasoning, making it effective for code generation, terminal automation, and agentic development on edge devices or resource-limited clusters. Tuned for rapid inference, GLM 4.7 Flash scores competitively on coding benchmarks while avoiding the compute overhead of the full GLM-4.7. Released under an MIT license, it targets developers building local AI coding assistants, edge-based agents, and production systems where latency, throughput, and hardware efficiency shape user experience and cost.

Key info

Input
Output
Features
Context window
203K
Max output
203K
Input price
$0.06 /1M
Output price
$0.40 /1M
Released
  • US residency available
  • Zero data retention on pay-as-you-go
  • No training by default
  • no-KYC deposit available

Available routes

GLM 4.7 Flash runs on 2 different routes through the qynio gateway. Compare residency, zero retention, and training posture at a glance β€” full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutput
USZero data retentionNo$0.06$0.40
USZero data retentionNo$0.07$0.40

Uptime and availability

GLM 4.7 Flash runs on 2 independently monitored routes through the qynio gateway. A direct integration leaves you on one of them, the gateway serves whichever is healthy.

100%effective uptime, last 30 days
Averaged across these routes on their own, a single provider reached 100% over the same window.
Daily status through the gateway, which serves each request from whichever route is healthy.
2 monitored providers serve GLM 4.7 Flash.

Measured over the last 30 days from each provider's official status feed via StatusGator. Refreshed hourly. See uptime for every provider qynio monitors.

Data handling per route

Each route hosting GLM 4.7 Flash has its own privacy posture, residency, and no-KYC terms. Postures are maintained by qynio with a last-verification timestamp.

DeepInfra β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is on by default on Pay-as-you-go β€” no action required. No training on customer data. US; unknown; deposit available.

Zero data retention
On by default on Pay-as-you-go. Derived from the logging and moderation facts.
Training
No training on customer data.
Logging
None
Moderation
Not established
Caching
Not established
Subprocessor access
Not established
no-KYC deposit
deposit available
Transfer mechanism
unknown

Novita β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is on by default on Pay-as-you-go β€” no action required. No training on customer data. US; wallets; deposit available.

Zero data retention
On by default on Pay-as-you-go. Derived from the logging and moderation facts.
Training
No training on customer data.
Logging
None
Moderation
Not established
Caching
Not established
Subprocessor access
Not established
no-KYC deposit
deposit available
Transfer mechanism
wallets

Benchmarks

Independent benchmark scores β€” composite indices for reasoning, coding, and math, plus individual eval scores where available.

Intelligence Index23.3
Reasoning & knowledge
GPQA Diamond
58%
Humanity's Last Exam
8%
Long-context reasoning
41%
Coding
SciCode
34%
Agentic & tool use
Terminal-Bench Hard
22%
τ²-Bench Telecom
99%
Math & instruction following
IFBench
61%

Get started

Call GLM 4.7 Flash through the qynio gateway with one API key. Let your coding agent set it up, or call it directly β€” qynio is drop-in compatible with the OpenAI, Anthropic, and Google AI SDKs.

Set it up with your agent

Copy this and paste it into a coding agent like Claude Code, Cursor or Codex and it'll wire up qynio for you.

Or call it directly

import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.QYN_API_KEY,
baseURL: "https://api.qyn.io/v3/compat",
});
const completion = await client.chat.completions.create({
model: "deepinfra/zai-org/GLM-4.7-Flash",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

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Side-by-side on privacy, crypto rails, pricing, and benchmarks.

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