LeemerGLM-106B-A22B
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LeemerGLM-106B-A22B · Now Live

Smarter Than Large Models.Faster Than Small Ones.

Introducing LeemerGLM-106B-A22B — a next-generation intelligence engine designed for creators, engineers, analysts, and teams who demand instant reasoning, deep clarity, and native multimodality.

96,000-token context
Vision-aware
Real-time responses
106B
Total Parameters
22B
Active per Query
24
Expert Specialists
~250
Tokens/sec
The Experience

Intelligence That Keeps Up With You

Most AI feels like waiting.

LeemerGLM-106B-A22B feels like thinking alongside you.

It processes complex questions, long documents, codebases, screenshots, and research tasks with exceptional speed and clarity — without slowing down as context grows.

No lag.

No noise.

Just insight.

The Standard

Modern tasks demand more than brute-force scale.

Today's real world requires:

High-accuracy reasoning
Fluid multimodal understanding
Instant feedback loops
Long-context retention
Trustworthy explanations
Stable behavior under pressure

LeemerGLM-106B-A22B is built for this new standard — a system capable of handling messy, multi-stage, multi-format work without breaking flow.

Architecture

A Team of 24 Specialists, Activated on Demand

LeemerGLM isn't a single model—it's a Mixture-of-Experts system where specialized AI agents collaborate to solve your problem.

1

Step One

Intelligent Router

When you send a query, our router analyzes your request—keywords, intent, file types, and context—to identify the best 3 experts for the job.

  • Detects domain (coding, math, UX, research, etc.)
  • Considers synergy between experts
  • Selects complementary specialists

User Query

"Design a secure API authentication system"

Router Selects

CODE_ARCHSECURITY_ENGINEERCODE_IMPL

CODE_ARCH

Designs system architecture, component boundaries, scalability patterns

SECURITY_ENGINEER

Identifies threats, designs security controls, threat modeling

CODE_IMPL

Writes production-ready code, handles edge cases, implements patterns

2

Step Two

Parallel Expert Execution

The 3 selected experts work simultaneously, each bringing their domain expertise. Each expert provides structured reasoning, confidence scores, and domain-specific insights.

  • 24 specialized experts (LOGIC_MATH, CODE_ARCH, PRODUCT_UX, etc.)
  • Each expert runs on optimized Gemma-3-4B models
  • Outputs structured JSON with reasoning, answers, and confidence
3

Step Three

GLM-4.1V Synthesis

The GLM-4.1V-9B core cognitive engine receives all expert outputs, resolves disagreements, synthesizes insights, and produces a final, polished answer.

  • Integrates expert perspectives seamlessly
  • Handles vision inputs (screenshots, diagrams, PDFs)
  • Applies deep reasoning and thinking mode
  • Streams response in real-time

Expert Outputs

Architecture: Microservices with API gateway

Security: OAuth2 + JWT, rate limiting

Implementation: Express.js + TypeScript

Final Answer

Comprehensive solution integrating architecture, security, and implementation with production-ready code...

Capabilities

What Makes It Different

Outstanding Reasoning

Solves multi-step questions, analyzes structure, identifies hidden assumptions, and produces clear, stable answers even under heavy cognitive load.

96K Context Window

Perfect for reports, textbooks, legal documents, research papers, full conversations, and large codebases.

  • Holds the entire problem in mind
  • No forgetting earlier details
  • Seamless long-form reasoning

Real-Time Performance

Engineered for responsiveness with rapid generation speed (~250 tokens/sec), low-latency first token, and smooth long-form output.

  • Performs consistently on large inputs
  • No degradation with context size

Vision-Aware

Understands screenshots, diagrams, UI states, documents, charts/tables, and photos. It can explain, summarize, fix, critique, or reason based on visual information — naturally.

Built for Reliability

The system prioritizes factual accuracy, clarity, structured thinking, safe behavior, robust error handling, and transparency of uncertainty.

This is intelligence you can trust under pressure.

User Experience

What It Feels Like

"It feels like using a top-tier model — but without the lag."

"Handles spreadsheets, PDFs, screenshots, diagrams — effortlessly."

"It's the first model that actually helps you think."

"Fast enough to use all day. Smart enough to trust."

Use Cases

Who It's For

Developers

  • System design
  • Code explanations
  • Architecture critiques
  • Bug analysis
  • Documentation
  • Refactoring

Founders & Product

  • Feature ideation
  • UX flows
  • Competitive analysis
  • Research
  • Brainstorming
  • Planning docs

Students & Researchers

  • Summaries
  • Proof explanations
  • Literature analysis
  • Concept breakdowns
  • Study guides

Analysts & Creators

  • Multi-source reasoning
  • Data explanation
  • Document digestion
  • Scripts & outlines
  • Design reviews

Ecosystem

Built for Leemer

LeemerGLM-106B-A22B powers:

LeemerChatFastest client for everyday use
Warren.wikiDeep knowledge exploration
AskWarrenIntelligent Q&A
Vision agentsVisual understanding
Document analyzersPDF & document processing
Research assistantsDeep research workflows

It is the beating heart of Leemer's intelligence stack.

Coming Soon · Join Waitlist

API Access & Pricing

Powerful intelligence at a fraction of frontier model costs. Use it anywhere with a single API call.

Input Tokens

$0.10/ 1M

Incredibly affordable

Output Tokens

$0.30/ 1M

Even cheaper!

Generation Speed

150-250tok/s

Blazing fast

Up to 10x cheaper than GPT-4 class models with comparable quality and faster speeds.

Pricing Comparison

Token pricing vs. peer models

ModelInput ($/1M)Output ($/1M)Savings vs. LeemerGLM
LeemerGLM-106B-A22B$0.10$0.30
Nemotron Nano 12B 2 VL$0.20$0.6050% cheaper
Qwen3 VL 8B Thinking$0.18$2.1065% cheaper
Qwen3 VL 235B A22B Thinking$0.30$1.2071% cheaper
GPT-5 Mini$0.25$2.0073% cheaper
GLM-4.5V$0.48$1.4479% cheaper
Gemma-3-27B$0.07$0.5040% cheaper output
JavaScript / TypeScript
OpenAI-compatible
fetch("https://api.leemer.chat/v1/leemer-glm/chat/completions", {
  method: "POST",
  headers: { 
    "Content-Type": "application/json",
    "Authorization": "Bearer YOUR_API_KEY"
  },
  body: JSON.stringify({
    model: "leemerchat/leemer-glm",
    messages: [
      { role: "user", content: "How do I redesign this onboarding flow?" }
    ],
    stream: true  // Streaming supported!
  })
});

Drop-in compatible with your favorite tools:

OpenAI SDKAnthropic SDKVercel AI SDKLangChainLlamaIndex
Join the API Waitlist

Early access for LeemerChat Pro members

Ready to Experience It?

Experience intelligence designed for real work — not just benchmarks.

Join thousands of creators, engineers, and teams already using LeemerGLM-106B-A22B to think faster and build smarter.

Start using LeemerGLM for free