Quick Profile

KAT-Coder-Pro V2

Name: KAT-Coder-Pro V2
Brand: Kwaipilot

KAT-Coder-Pro V2 is a cost-efficient model with long context support, suited to enterprise coding and saas integration for enterprise teams.

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Last reviewed: 2026-04-07

Context Window

256,000

Input / 1M

$0.30

Output / 1M

$1.20

Why this model

Kwaipilot lists KAT-Coder-Pro V2 as a long context option with $0.30 per 1M tokens input pricing, $1.20 per 1M tokens output pricing, and text->text modality support for enterprise AI operations.

KAT-Coder-Pro V2 offers long context capacity for enterprise prompts and documents.
Current pricing band is cost-efficient: $0.30 per 1M tokens input and $1.20 per 1M tokens output.
Best-fit workloads include: Enterprise coding, SaaS integration, Developer agents.
Keep role-based access in place before broad rollout.

At a glance

Model ID: kwaipilot/kat-coder-pro-v2
Context Window: 256,000 tokens
Modality: text->text
Input Modalities: text
Output Modalities: text
Input Price: $0.30 per 1M tokens
Output Price: $1.20 per 1M tokens
Provider: Kwaipilot
Listing Date: 2026-03-27

Strengths

KAT-Coder-Pro V2 is suited for enterprise coding.
Supports long 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.
Long-context prompts can increase spend and latency if prompts are not scoped carefully.
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

KAT-Coder-Pro V2 for internal productivity assistants and knowledge workflows.
KAT-Coder-Pro V2 for internal productivity assistants and knowledge workflows.
KAT-Coder-Pro V2 for tool-driven automation with governance checkpoints.
KAT-Coder-Pro V2 for governed enterprise assistant workflows across teams.

Rollout checklist

Define where KAT-Coder-Pro V2 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 one workflow, then expand after you verify quality and spend.
Re-run quality and cost benchmarks monthly as newer releases appear.

Related models

Explore adjacent model profiles for routing and benchmarking decisions.

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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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Tuning notes

max_tokens

Set completion limits to avoid unpredictable long-output spend.

temperature

Lower temperature for deterministic policy and compliance tasks.

top_p

Use tighter sampling for stable outputs in repeatable operations.

response_format

Prefer structured output where responses feed internal systems.

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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

KAT-Coder-Pro V2 FAQs

Choose KAT-Coder-Pro V2 when the workload aligns with enterprise coding, saas integration, developer agents 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 KAT-Coder-Pro V2 with your team