Capability Assessment

Tongyi DeepResearch 30B A3B

Name: Tongyi DeepResearch 30B A3B
Brand: Alibaba

Tongyi DeepResearch 30B A3B is a cost-efficient model with standard context support, optimized for advanced reasoning and agent workflows in enterprise environments.

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Data checked: 2026-03-19

Context Window

131,072

Input / 1M

$0.09

Output / 1M

$0.45

Model Positioning

Alibaba lists Tongyi DeepResearch 30B A3B as a standard context option with $0.09 per 1M tokens input pricing, $0.45 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 cost-efficient: $0.09 per 1M tokens input and $0.45 per 1M tokens output.
Best-fit workloads include: Advanced reasoning, Agent workflows.
Use role-based access before broad team rollout.

Key Specs

Model ID: alibaba/tongyi-deepresearch-30b-a3b
Context Window: 131,072 tokens
Modality: text->text
Input Modalities: text
Output Modalities: text
Input Price: $0.09 per 1M tokens
Output Price: $0.45 per 1M tokens
Provider: Alibaba
Listing Date: 2025-09-18

Strengths

Tongyi DeepResearch 30B A3B is suited for advanced reasoning.
Supports standard context for multi-step prompts and larger working sets.
Pricing profile is cost-efficient, 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.
Low-cost tiers can still underperform on high-consequence decisions without escalation paths.
Text-only modality can limit workflows that rely on image, audio, or document interpretation.

High-Fit Use Cases

Tongyi DeepResearch 30B A3B for complex analysis and long-form decision support.
Tongyi DeepResearch 30B A3B for tool-driven automation with governance checkpoints.
Tongyi DeepResearch 30B A3B for governed enterprise assistant workflows across teams.
Tongyi DeepResearch 30B A3B for governed enterprise assistant workflows across teams.

Deployment Checklist

Define where Tongyi DeepResearch 30B A3B 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.
pilot this model on one workflow before wider enablement.
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.

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Recommended first use cases for your company.

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Parameter Guidance

frequency_penalty

Tune repetition control for long responses in multi-step workflows.

include_reasoning

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

logit_bias

Use this parameter only with tested defaults in production workflows.

max_tokens

Set completion limits to avoid unpredictable long-output spend.

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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

Tongyi DeepResearch 30B A3B FAQs

Choose Tongyi DeepResearch 30B A3B when the workload aligns with 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 Tongyi DeepResearch 30B A3B in your company