Governed AI Model Profile

Qwen3 235B A22B

Name: Qwen3 235B A22B
Brand: Qwen

Qwen3 235B A22B is a balanced model with standard context support, optimized for code generation and advanced reasoning in enterprise environments.

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Data checked: 2026-03-19

Context Window

131,072

Input / 1M

$0.46

Output / 1M

$1.82

Model Positioning

Qwen lists Qwen3 235B A22B as a standard context option with $0.46 per 1M tokens input pricing, $1.82 per 1M tokens output pricing, and text->text modality support for enterprise AI operations.

Latest profile indicates standard context capacity for enterprise prompts and documents.
Current pricing band is balanced: $0.46 per 1M tokens input and $1.82 per 1M tokens output.
Best-fit workloads include: Code generation, Advanced reasoning, Agent workflows.
Keep audit logs enabled for all high-impact use cases.

Key Specs

Model ID: qwen/qwen3-235b-a22b
Context Window: 131,072 tokens
Modality: text->text
Input Modalities: text
Output Modalities: text
Input Price: $0.46 per 1M tokens
Output Price: $1.82 per 1M tokens
Provider: Qwen
Listing Date: 2025-04-28

Strengths

Qwen3 235B A22B is suited for code generation.
Supports standard context for multi-step prompts and larger working sets.
Pricing profile is balanced, enabling predictable workload routing decisions.
Can be paired with policy guardrails for safer deployment at scale.

Tradeoffs

Prompt standards are still needed to keep output quality consistent across teams.
Standard context limits may require chunking or retrieval strategies for large documents.
Balanced-price tiers still need policy-based routing to protect monthly budgets.
Text-only modality can limit workflows that rely on image, audio, or document interpretation.

High-Fit Use Cases

Qwen3 235B A22B for software delivery workflows with policy-enforced prompts.
Qwen3 235B A22B for complex analysis and long-form decision support.
Qwen3 235B A22B for tool-driven automation with governance checkpoints.
Qwen3 235B A22B for governed enterprise assistant workflows across teams.

Deployment Checklist

Define where Qwen3 235B A22B is default vs. fallback in your routing policy.
Enable role-based access and policy checks before opening access broadly.
Set spend guardrails by team and monitor weekly token consumption.
start with approved teams, then expand in controlled waves.
Re-run quality and cost benchmarks monthly as newer releases appear.

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Safe AI Use Case Selector

Choose your team and goals, then start with the AI use cases that fit best and carry the least risk.

You get

Recommended first use cases for your company.

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Parameter Guidance

include_reasoning

Enable only where reasoning traces add operational value or review quality.

max_tokens

Set completion limits to avoid unpredictable long-output spend.

presence_penalty

Use carefully when expanding idea diversity in exploration-heavy prompts.

reasoning

Increase reasoning effort only for complex tasks that justify extra cost.

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AI Risk Test

Test what can go wrong before teams start using AI loosely across the company.

You get

A short risk summary with the main gaps to close.

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Knowledge Hub

Qwen3 235B A22B FAQs

Choose Qwen3 235B A22B when the workload aligns with code generation, advanced reasoning, agent workflows and quality targets justify its pricing profile.

It depends on workload mix. Most organizations use routing policies so routine traffic stays on lower-cost tiers.

Validate quality on real internal prompts, token efficiency, latency, and policy compliance behavior.

Deploy This Model With Governance

Use policy controls, role-based access, and budget guardrails before enabling advanced model tiers at scale.

Use Qwen3 235B A22B in your company