EarlyTerms

GLM-4.7

Rising · Emerged · 176 days old · Last reviewed

GLM-4.7 is an open-weight large language model from Z.ai (formerly Zhipu AI) designed for agentic coding, multi-step reasoning, and production tool-use workflows. The 358B-parameter Mixture-of-Experts model activates 32B parameters per inference, runs under an MIT license, and supports a 202k-token context window.

Z.ai released GLM-4.7 on December 22, 2025, with the HN launch thread accumulating 437 points and 235 comments within hours. The model introduces three thinking modes — Interleaved, Preserved, and Turn-level Thinking — that keep reasoning intact across multi-turn conversations, a gap that hurt earlier GLM versions on long agentic tasks.

Think of it as a diesel-engine workhorse: fewer cylinders firing at once, but built to run all day under load.

Search Interest

peak ~779/mo
updated 2026-06-14
~779/mo ~389/mo 0
2026-05-16 2026-05-31 2026-06-14
Term Lifecycle
  1. Nascent
    0–7 days
  2. Emergent
    8–30 days
  3. Validating
    31–90 days
  4. Rising ← now
    91–180 days
  5. Established
    180 days +

Why is it emerging now?

TL;DR

GLM-4.7 arrived December 22, 2025 as the first open-weight model to match Claude Sonnet 4.5 on SWE-bench Verified (73.8%) while costing $0.38 per million input tokens via API. Z.ai's Tsinghua-rooted lab positioned it specifically for Claude Code and Cline workflows — open-source agentic coding at a price that undercuts every Western frontier model.

6 forces driving coverage — scroll →
PR Newswire / Z.ai
Z.ai Releases GLM-4.7 Designed for Real-World Development Environments
358B/32B-active MoE, MIT license, SWE-bench 73.8%, τ²-Bench 87.4% — highest among public open-source models
Dec 22, 2025
Y Hacker News
GLM-4.7: Advancing the Coding Capability
Dec 22, 2025 437 points · 235 comments
Cerebras
GLM-4.7: Frontier intelligence at record speed
~1,000 tokens/second on Cerebras hardware — an order of magnitude faster than GPU inference, enabling real-time agentic loops
Jan 8, 2026
Techloy
America's $200 AI Coding Tool Just Met a $3 Chinese Rival, GLM-4.7
Z.ai's coding plan undercuts Claude Max by 65x; open-weight weights enable fully local zero-cost deployment
Dec 2025
Y Hacker News
GLM-4.7-Flash
Jan 19, 2026 378 points · 135 comments
LLM Stats
GLM-4.7 vs Claude Sonnet 4.5 — coding edge at lower cost
GLM-4.7 averages 70.6 on coding vs Sonnet 4.6's 66.4; SWE-bench creates the largest gap between them
2026

Outlook

6-month signal projection and commercial timeline.

Signal medium
Revenue moderate

Strong open-weight coding position sustains 6-month mindshare; GLM-5.1 successor already launched, extending the family's relevance arc.

Risk · Rapidly iterating Chinese labs (Qwen3, Kimi K2.6) could erode the benchmark lead within two release cycles.

Analogs · Llama 3 · Mistral Large · DeepSeek-V3

Monetization timeline
  1. now
    API & comparison traffic

    Developers actively comparing GLM-4.7 vs Claude and Qwen on pricing and coding benchmarks.

  2. 3-6mo
    Tooling + setup guides

    Quantized variants (FP8, AWQ, GGUF) drive tutorial and local-deployment affiliate traffic.

  3. 6-12mo
    GLM-5 successor cycle

    Next major GLM version will refresh the comparison landscape and extend content half-life.

Competition & Opportunity for term “GLM-4.7”

Three heuristic signals derived from the tracked queries, the term's monetization cards, and its cluster neighbors. Directional, not audited.

Content Gap
10 queries tracked
Led by General (9), Comparison (1)
10 Suggest-only tails — long-tail opening
Revenue Potential
10% commercial-intent queries
2 monetization angles mapped
Mostly informational — pre-commercial
Build Difficulty
High
Stage: rising — red-ocean, crowded
10 / 13 default TLDs taken · oldest incumbent glm.com (1995-11-22)
9 related terms already published
Heuristic · signals: tracked queries, term monetization cards, cluster neighbors

Ideas for term “GLM-4.7”

Buildable pitches — turn this term into an article, site, product, post, newsletter, video, or course. Steal any card and run with it.

Article
GLM-4.7 vs Claude Sonnet: Which Open-Weight Model Wins for Agentic Coding in 2026?

Head-to-head on SWE-bench, pricing, context window, and local deployment. The natural query for anyone evaluating the two.

Article
How to Run GLM-4.7 Locally with Ollama, vLLM, and SGLang

Setup guide for all three inference backends. Autocomplete signals show 'glm-4.7 ollama' as a top tail query with zero competition.

Article
GLM-4.7-Flash vs GLM-4.7: When to Use the Free Tier

Practical decision guide: Flash is 30B/3B-active and free-tier; full model is 358B/32B. Helps budget-conscious developers route tasks.

Product
A benchmark dashboard tracking GLM-4.7 against closed models across SWE-bench, LiveCodeBench, and Terminal Bench

No authoritative third-party tracker exists yet. First-mover owns the comparison SEO for this model family.

Product
A one-click Cline / Roo Code config generator for GLM-4.7 and GLM-4.7-Flash endpoints

Z.ai API supports these agents natively; a config generator targeting developers switching from Claude lowers setup friction to zero.

Video
GLM-4.7 in Claude Code: Can a $3/month model replace a $200/month subscription? (live demo)

YouTube demo format. High shareability due to price differential; replicates the Techloy framing that already went viral.

Post HN / r/LocalLLaMA
I Replaced Claude Max With GLM-4.7 for 30 Days. Here's What Broke.

Z.ai's GLM-4.7 costs $3/month for the coding plan. I spent last month stress-testing it against the $200/month Claude Max on every agentic workflow I bill clients for.

Post Newsletter / LinkedIn
The Year China's Open-Weight Models Ate the Coding Agent Market

On December 22, 2025, a Chinese AI lab no one outside AI circles had heard of launched a model that outperformed Claude Sonnet on SWE-bench — and released the weights for free.

Post YouTube / Tech media
GLM-4.7 Is Built for Claude Code — And It Costs 65x Less

Z.ai explicitly designed GLM-4.7 to support 'think-then-act' patterns inside Claude Code, Cline, and Roo Code — the three agents that most developers are already paying Anthropic to power.

What People Search

Long-tail queries from Google Suggest + Trends. Volume and competition are heuristics — directional, not audited. Content Type comes from query shape.

Keyword
Competition
Content Type
glm-4.7
Low
General
glm-4.7-flash
Low
General
glm-4.7-flashx
Low
General
glm-4.7 size
Low
General
glm-4.7 ollama
Low
General
glm-4.7-flash gguf
Low
General
glm-4.7-fp8
Low
General
glm-4.7-awq
Low
General
1–8 of 10
1 / 2
Updated 2026-06-14 · sources: Google Trends, Google Suggest · Competition is heuristic

SERP of term “GLM-4.7”

What searchers see today — organic results on top, paid ads if anyone's bidding. Ad density is a real-time commercial signal.

FAQ

What is GLM-4.7?

GLM-4.7 is an open-weight large language model from Z.ai (formerly Zhipu AI) designed for agentic coding, multi-step reasoning, and production tool-use workflows.

Why is GLM-4.7 emerging now?

GLM-4.7 arrived December 22, 2025 as the first open-weight model to match Claude Sonnet 4.5 on SWE-bench Verified (73.8%) while costing $0.38 per million input tokens via API. Z.ai's Tsinghua-rooted lab positioned it specifically for Claude Code and Cline workflows — open-source agentic coding at a price that undercuts every Western frontier model.

When did GLM-4.7 emerge?

Publicly emerged around 2025-12-22 (about 176 days ago as of 2026-06-16). EarlyTerms first recorded a pipeline signal on 2026-04-30.

Related Terms

Other terms in the same space — aliases, subtypes, competitors, and neighbors to explore next.

Explore next
Also mentioned
  • Includes GLM-4.7-Flash

Sources

Primary URLs this report cites — open any to verify the claim yourself.

  1. 01 Z.ai press release — GLM-4.7 launch (Dec 22, 2025) prnewswire.com ↗
  2. 02 HuggingFace model card — zai-org/GLM-4.7 (architecture, benchmarks, usage) huggingface.co ↗
  3. 03 HN — 'GLM-4.7: Advancing the Coding Capability' (437 pts, 235 comments) news.ycombinator.com ↗
  4. 04 Cerebras — GLM-4.7 at 1,000 tokens/sec on Cerebras Inference Cloud cerebras.ai ↗
  5. 05 OpenRouter — GLM-4.7 API pricing ($0.38/M input, $1.74/M output) openrouter.ai ↗
  6. 06 Techloy — '$200 vs $3' framing of Claude Max vs GLM-4.7 coding plan techloy.com ↗
  7. 07 HN — GLM-4.7-Flash launch (378 pts, 135 comments, Jan 19, 2026) news.ycombinator.com ↗