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Readiness Notes

Tongyi DeepResearch 30B A3B

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

Try Tongyi DeepResearch 30B A3B with your team

Last reviewed: 2026-04-28

Context Window
131,072
Input / 1M
$0.14
Output / 1M
$0.68

Watch Tongyi DeepResearch 30B A3B in Remova

See how a team selects Tongyi DeepResearch 30B A3B, passes policy checks, and routes the request safely through Remova.

Use Tongyi DeepResearch 30B A3B Safely on Remova

A 36-second overview showing how teams can select Tongyi DeepResearch 30B A3B inside Remova, pass policy checks, apply it to real-world work, and use advanced AI with redaction, routing, budgets, and audit trails.

Video transcript

Tongyi DeepResearch 30B A3B for enterprise AI. Remova routes model access, long-context analysis, and assistant workflows through governance controls. In the Remova interface, a user selects Tongyi DeepResearch 30B A3B, passes sensitive data redaction, budget threshold, and role access checks, then runs the request safely. Teams can use Tongyi DeepResearch 30B A3B for summarize long documents, support finance planning, prepare legal and compliance reviews, create presentations, code and debug, analyze spreadsheets. Use Tongyi DeepResearch 30B A3B safely on Remova with redaction, routing, budgets, and audit trails built in. Sign up now.

What can you do with Tongyi DeepResearch 30B A3B?

Practical ways teams can use Tongyi DeepResearch 30B A3B inside governed AI workflows.

01

Summarize long documents with Tongyi DeepResearch 30B A3B

Condense contracts, policies, technical specs, RFPs, and research reports into decision-ready summaries with Tongyi DeepResearch 30B A3B.

02

Support finance planning with Tongyi DeepResearch 30B A3B

Draft budget narratives, explain spend drivers, create forecast assumptions, and summarize vendor costs with Tongyi DeepResearch 30B A3B.

03

Prepare legal and compliance reviews with Tongyi DeepResearch 30B A3B

Extract obligations, flag risky clauses, compare policy language, and prepare review checklists with Tongyi DeepResearch 30B A3B.

04

Create presentations with Tongyi DeepResearch 30B A3B

Turn notes, research, and meeting outcomes into structured slide outlines, speaker notes, and executive narratives with Tongyi DeepResearch 30B A3B.

05

Code and debug with Tongyi DeepResearch 30B A3B

Draft features, explain unfamiliar code, generate tests, review pull requests, and reason through implementation tradeoffs with Tongyi DeepResearch 30B A3B.

06

Analyze spreadsheets with Tongyi DeepResearch 30B A3B

Interpret CSV exports, explain variance, generate formulas, and identify operational or financial patterns with Tongyi DeepResearch 30B A3B.

07

Draft customer communications with Tongyi DeepResearch 30B A3B

Create support replies, sales follow-ups, onboarding emails, renewal messages, and account updates with Tongyi DeepResearch 30B A3B.

08

Build workflow automations with Tongyi DeepResearch 30B A3B

Plan agent steps, transform data between tools, create structured outputs, and support repeatable operations with Tongyi DeepResearch 30B A3B.

09

Research competitors and markets with Tongyi DeepResearch 30B A3B

Synthesize market signals, positioning, pricing context, customer segments, and competitive risks with Tongyi DeepResearch 30B A3B.

10

Create knowledge-base answers with Tongyi DeepResearch 30B A3B

Answer employee questions from internal policies, product docs, training material, and operating procedures with Tongyi DeepResearch 30B A3B.

11

Improve security reviews with Tongyi DeepResearch 30B A3B

Classify risk, draft incident summaries, review access patterns, and create remediation action lists with Tongyi DeepResearch 30B A3B.

12

Generate product and marketing copy with Tongyi DeepResearch 30B A3B

Create landing-page drafts, positioning variants, launch messaging, ad concepts, and campaign briefs with Tongyi DeepResearch 30B A3B.

Why this model

Tongyi DeepResearch 30B A3B is available in Remova as a standard context option with $0.14 per 1M tokens input pricing, $0.68 per 1M tokens output pricing, and text->text modality support for enterprise AI operations.

  • Tongyi DeepResearch 30B A3B offers standard context capacity for enterprise prompts and documents.
  • Current Remova pricing band is cost-efficient: $0.14 per 1M tokens input and $0.68 per 1M tokens output.
  • Best-fit workloads include: Agent workflows, Advanced reasoning.
  • Use policy checks and output review on sensitive workflows.

At a glance

Model ID
alibaba/tongyi-deepresearch-30b-a3b
Context Window
131,072 tokens
Modality
text->text
Input Modalities
text
Output Modalities
text
Input Price
$0.14 per 1M tokens
Output Price
$0.68 per 1M tokens
Provider
Alibaba
Listing Date
2025-09-18

Strengths

  • Tongyi DeepResearch 30B A3B is suited for agent workflows.
  • 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

  • Quality and latency should be benchmarked against your internal prompt set before broad rollout.
  • 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.

Best for

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

Rollout 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.
  • Watch quality and spend weekly during early deployment.
  • Re-run quality and cost benchmarks monthly as newer releases appear.

Related models

Explore adjacent model profiles for routing and benchmarking decisions.

Free Resource

Where Should Your Team Start with AI?

Tell us your industry and team size. We'll tell you which AI use cases will save the most time with the least setup.

You get

A shortlist of AI use cases ranked by impact and effort for your situation.

Tuning notes

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.

Free Assessment

What Could Go Wrong?

5 questions about how your company uses AI today. We'll show you the risks most companies miss until it's too late.

You get

A risk breakdown with the 3 things you should fix first.

Book demo
Knowledge Hub

Tongyi DeepResearch 30B A3B FAQs

Choose Tongyi DeepResearch 30B A3B when the workload aligns with agent workflows, advanced reasoning 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.

Try Tongyi DeepResearch 30B A3B with your team