LLM Reference

Claude Sonnet 4.5 vs MAI-Code-1

Claude Sonnet 4.5 (2025) and MAI-Code-1 (2026) compare a standalone API model against a coding-specialized model. Claude Sonnet 4.5 ships a 200k-token context window, while MAI-Code-1 ships a not-yet-sourced context window. This page treats the result as workflow and deployment fit, not a universal model winner.

Treat this as a product-type comparison: Claude Sonnet 4.5 is standalone API model, while MAI-Code-1 is coding-specialized model. Choose based on workflow fit before reading any benchmark or price row as decisive.

Decision scorecard

Local evidence first
SignalClaude Sonnet 4.5MAI-Code-1
Product typeStandalone API modelCoding-specialized model
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentscustom coding agents and code generation
Decision fitCoding, RAG, and AgentsCoding
Context window200k
Cheapest output$15/1M tokens-
Provider routes8 tracked1 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose Claude Sonnet 4.5 when...
  • Claude Sonnet 4.5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Claude Sonnet 4.5 has broader tracked provider coverage for fallback and procurement flexibility.
  • Claude Sonnet 4.5 uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Claude Sonnet 4.5 for Coding, RAG, and Agents.
Choose MAI-Code-1 when...
  • Local decision data tags MAI-Code-1 for Coding.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Claude Sonnet 4.5

$6,150

Cheapest tracked route/tier: Microsoft Foundry

MAI-Code-1

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

Claude Sonnet 4.5 -> MAI-Code-1
  • Provider overlap exists on Microsoft Foundry; start route-level A/B tests there.
  • Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.
MAI-Code-1 -> Claude Sonnet 4.5
  • Provider overlap exists on Microsoft Foundry; start route-level A/B tests there.
  • Claude Sonnet 4.5 adds Vision, Multimodal, and Reasoning in local capability data.

Specs

Specification
Released2025-09-292026-06-02
Context window200k
Parameters
Architecturedecoder only-
LicenseProprietaryProprietary
Knowledge cutoff2025-12-

Pricing and availability

Pricing attributeClaude Sonnet 4.5MAI-Code-1
Input price
0-200,001t
$3/1M tokens
200,001t+
$6/1M tokens
-
Output price
0-200,001t
$15/1M tokens
200,001t+
$22.50/1M tokens
-
Providers

Capabilities

CapabilityClaude Sonnet 4.5MAI-Code-1
VisionYesNo
MultimodalYesNo
ReasoningYesNo
Function callingYesNo
Tool useYesNo
Structured outputsYesNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on vision: Claude Sonnet 4.5, multimodal input: Claude Sonnet 4.5, reasoning mode: Claude Sonnet 4.5, function calling: Claude Sonnet 4.5, tool use: Claude Sonnet 4.5, and structured outputs: Claude Sonnet 4.5. Both models share the core language-model surface, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

Pricing coverage is uneven: Claude Sonnet 4.5 has $3/1M input tokens and MAI-Code-1 has no token price sourced yet. Provider availability is 8 tracked routes versus 1. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.

Choose Claude Sonnet 4.5 when reasoning depth and broader provider choice are central to the workload. Choose MAI-Code-1 when coding workflow support are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency.

FAQ

Is Claude Sonnet 4.5 or MAI-Code-1 open source?

Claude Sonnet 4.5 is listed under Proprietary. MAI-Code-1 is listed under Proprietary. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, Claude Sonnet 4.5 or MAI-Code-1?

Claude Sonnet 4.5 has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for multimodal input, Claude Sonnet 4.5 or MAI-Code-1?

Claude Sonnet 4.5 has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for reasoning mode, Claude Sonnet 4.5 or MAI-Code-1?

Claude Sonnet 4.5 has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for function calling, Claude Sonnet 4.5 or MAI-Code-1?

Claude Sonnet 4.5 has the clearer documented function calling signal in this comparison. If function calling is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run Claude Sonnet 4.5 and MAI-Code-1?

Claude Sonnet 4.5 is available on Microsoft Foundry, Anthropic, Snowflake Cortex, GCP Vertex AI, and AWS Bedrock. MAI-Code-1 is available on Microsoft Foundry. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-02. Data sourced from public model cards and provider documentation.