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Deployment Brief

Meituan: LongCat 2.0

Meituan: LongCat 2.0 is a balanced model with ultra-long context support, suited to agent workflows and advanced reasoning for enterprise teams.

Try Meituan: LongCat 2.0 with your team

Last reviewed: 2026-08-01

Meituan: LongCat 2.0

Meituan

Stable
Context Window
1,048,756
Input / 1M
$0.45
Output / 1M
$1.80

What can you do with Meituan: LongCat 2.0?

Practical ways teams can use Meituan: LongCat 2.0 inside governed AI workflows.

01

Code and debug with Meituan: LongCat 2.0

Draft features, explain unfamiliar code, generate tests, review pull requests, and reason through implementation tradeoffs with Meituan: LongCat 2.0.

02

Build workflow automations with Meituan: LongCat 2.0

Plan agent steps, transform data between tools, create structured outputs, and support repeatable operations with Meituan: LongCat 2.0.

03

Improve security reviews with Meituan: LongCat 2.0

Classify risk, draft incident summaries, review access patterns, and create remediation action lists with Meituan: LongCat 2.0.

04

Summarize long documents with Meituan: LongCat 2.0

Condense contracts, policies, technical specs, RFPs, and research reports into decision-ready summaries with Meituan: LongCat 2.0.

05

Create presentations with Meituan: LongCat 2.0

Turn notes, research, and meeting outcomes into structured slide outlines, speaker notes, and executive narratives with Meituan: LongCat 2.0.

06

Analyze spreadsheets with Meituan: LongCat 2.0

Interpret CSV exports, explain variance, generate formulas, and identify operational or financial patterns with Meituan: LongCat 2.0.

07

Draft customer communications with Meituan: LongCat 2.0

Create support replies, sales follow-ups, onboarding emails, renewal messages, and account updates with Meituan: LongCat 2.0.

08

Prepare legal and compliance reviews with Meituan: LongCat 2.0

Extract obligations, flag risky clauses, compare policy language, and prepare review checklists with Meituan: LongCat 2.0.

09

Research competitors and markets with Meituan: LongCat 2.0

Synthesize market signals, positioning, pricing context, customer segments, and competitive risks with Meituan: LongCat 2.0.

10

Create knowledge-base answers with Meituan: LongCat 2.0

Answer employee questions from internal policies, product docs, training material, and operating procedures with Meituan: LongCat 2.0.

11

Support finance planning with Meituan: LongCat 2.0

Draft budget narratives, explain spend drivers, create forecast assumptions, and summarize vendor costs with Meituan: LongCat 2.0.

12

Generate product and marketing copy with Meituan: LongCat 2.0

Create landing-page drafts, positioning variants, launch messaging, ad concepts, and campaign briefs with Meituan: LongCat 2.0.

Why this model

Meituan: LongCat 2.0 is available in Remova as an ultra-long context option with $0.45 per 1M tokens input pricing, $1.80 per 1M tokens output pricing, and text->text modality support for enterprise AI operations.

  • Meituan: LongCat 2.0 offers ultra-long context capacity for enterprise prompts and documents.
  • Current Remova pricing band is balanced: $0.45 per 1M tokens input and $1.80 per 1M tokens output.
  • Best-fit workloads include: Agent workflows, Advanced reasoning, Code generation.
  • Route requests by policy tier so teams do not overuse capability.

At a glance

Model ID
meituan/longcat-2.0
Context Window
1,048,756 tokens
Modality
text->text
Input Modalities
text
Output Modalities
text
Input Price
$0.45 per 1M tokens
Output Price
$1.80 per 1M tokens
Provider
Meituan
Listing Date
2026-07-20

Strengths

  • Meituan: LongCat 2.0 is suited for agent workflows.
  • Supports ultra-long 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.
  • Very large context windows can increase token spend variance without strict limits.
  • 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.

Best for

  • Meituan: LongCat 2.0 for tool-driven automation with governance checkpoints.
  • Meituan: LongCat 2.0 for complex analysis and long-form decision support.
  • Meituan: LongCat 2.0 for software delivery workflows with policy-enforced prompts.
  • Meituan: LongCat 2.0 for productivity use cases that still need review and escalation paths.

Rollout checklist

  • Define where Meituan: LongCat 2.0 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

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

Meituan: LongCat 2.0 FAQs

Choose Meituan: LongCat 2.0 when the workload aligns with agent workflows, advanced reasoning, code generation 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 Meituan: LongCat 2.0 with your team