Deployment Brief

Hy-MT2-30B-A3B

Hy-MT2-30B-A3B is a cost-efficient model with standard context support, suited to general chat and enterprise assistants for enterprise teams.

Try Hy-MT2-30B-A3B with your team

Last reviewed: 2026-09-02

Hy-MT2-30B-A3B

Tencent

Stable
Context Window
8,192
Input / 1M
$0.11
Output / 1M
$0.44

What can you do with Hy-MT2-30B-A3B?

Practical ways teams can use Hy-MT2-30B-A3B inside governed AI workflows.

01

Summarize long documents with Hy-MT2-30B-A3B

Condense contracts, policies, technical specs, RFPs, and research reports into decision-ready summaries with Hy-MT2-30B-A3B.

02

Create presentations with Hy-MT2-30B-A3B

Turn notes, research, and meeting outcomes into structured slide outlines, speaker notes, and executive narratives with Hy-MT2-30B-A3B.

03

Code and debug with Hy-MT2-30B-A3B

Draft features, explain unfamiliar code, generate tests, review pull requests, and reason through implementation tradeoffs with Hy-MT2-30B-A3B.

04

Analyze spreadsheets with Hy-MT2-30B-A3B

Interpret CSV exports, explain variance, generate formulas, and identify operational or financial patterns with Hy-MT2-30B-A3B.

05

Draft customer communications with Hy-MT2-30B-A3B

Create support replies, sales follow-ups, onboarding emails, renewal messages, and account updates with Hy-MT2-30B-A3B.

06

Prepare legal and compliance reviews with Hy-MT2-30B-A3B

Extract obligations, flag risky clauses, compare policy language, and prepare review checklists with Hy-MT2-30B-A3B.

07

Build workflow automations with Hy-MT2-30B-A3B

Plan agent steps, transform data between tools, create structured outputs, and support repeatable operations with Hy-MT2-30B-A3B.

08

Research competitors and markets with Hy-MT2-30B-A3B

Synthesize market signals, positioning, pricing context, customer segments, and competitive risks with Hy-MT2-30B-A3B.

09

Create knowledge-base answers with Hy-MT2-30B-A3B

Answer employee questions from internal policies, product docs, training material, and operating procedures with Hy-MT2-30B-A3B.

10

Support finance planning with Hy-MT2-30B-A3B

Draft budget narratives, explain spend drivers, create forecast assumptions, and summarize vendor costs with Hy-MT2-30B-A3B.

11

Improve security reviews with Hy-MT2-30B-A3B

Classify risk, draft incident summaries, review access patterns, and create remediation action lists with Hy-MT2-30B-A3B.

12

Generate product and marketing copy with Hy-MT2-30B-A3B

Create landing-page drafts, positioning variants, launch messaging, ad concepts, and campaign briefs with Hy-MT2-30B-A3B.

Why this model

Hy-MT2-30B-A3B is available in Remova as a standard context option with $0.11 per 1M tokens input pricing, $0.44 per 1M tokens output pricing, and text input to text output support.

  • Hy-MT2-30B-A3B offers standard context capacity for enterprise prompts and documents.
  • Current Remova pricing band is cost-efficient: $0.11 per 1M tokens input and $0.44 per 1M tokens output.
  • Best-fit workloads include: General chat, Enterprise assistants.
  • Route requests by policy tier so teams do not overuse capability.

At a glance

Model ID
tencent/hy-mt2-30b-a3b
Context Window
8,192 tokens
Modality
Text input to text output
Input Modalities
Text
Output Modalities
Text
Input Price
$0.11 per 1M tokens
Output Price
$0.44 per 1M tokens
Provider
Tencent
Listing Date
2026-08-20

Strengths

  • Hy-MT2-30B-A3B is suited for general chat.
  • 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.

Best for

  • Hy-MT2-30B-A3B for governed chat, team assistance, and everyday knowledge workflows.
  • Hy-MT2-30B-A3B for governed team assistants with role access, policy checks, and audit trails.
  • Hy-MT2-30B-A3B for repeatable team workflows that need budget and access governance.
  • Hy-MT2-30B-A3B for productivity use cases that still need review and escalation paths.

Rollout checklist

  • Define where Hy-MT2-30B-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.
  • Define escalation rules to premium models before launch.
  • 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

max_completion_tokens

Use this parameter only with tested defaults in production workflows.

max_tokens

Set completion limits to avoid unpredictable long-output spend.

response_format

Prefer structured output where responses feed internal systems.

stop

Use stop sequences to keep output boundaries consistent across automations.

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

Hy-MT2-30B-A3B FAQs

Choose Hy-MT2-30B-A3B when the workload aligns with general chat, enterprise assistants 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 Hy-MT2-30B-A3B with your team