High-volume structured work
Classification, extraction, routing, chat, and other latency-sensitive workloads.
Independent tool overview
Claude Haiku 5.5 is Anthropic's fastest current small model for latency-sensitive, high-volume tasks such as classification, extraction, routing, and subagents.
Visit the official Claude Haiku 5.5 site ↗
Overview
Haiku 5.5 has a 1M-token context window, up to 128K output, adaptive thinking, and effort controls from low through max. Anthropic makes the same fixed model ID available across the Claude API, Amazon Bedrock, Google Cloud, Microsoft Foundry, and Claude Platform on AWS.
The model uses a newer tokenizer that can count the same text as roughly 30% more tokens than Haiku 4.5, and thinking is on by default. Migrations need explicit testing of token budgets, sampling parameters, thinking blocks, refusals, and tool behavior.
Use cases
The strongest fit depends on the job you need the product to complete, not the size of its feature list.
Classification, extraction, routing, chat, and other latency-sensitive workloads.
Parallel or delegated work where speed and cost matter more than maximum frontier capability.
Capabilities
Thinking is enabled by default and controlled with the effort parameter.
Accepts up to a 1M-token context and supports large output limits.
Uses documented model IDs across Anthropic and major cloud platforms.
Process
Step 1
Use the exact Haiku 5.5 identifier required by Claude API or the chosen cloud.
Step 2
Start at medium effort, choose max output carefully, and remove unsupported sampling parameters.
Step 3
Recount tokens and test thinking blocks, tools, refusals, latency, and quality on representative tasks.
Cost
Anthropic lists Claude Haiku 5.5 pricing from $0.10 per million input tokens and $0.50 per million output tokens. Exact rates can depend on platform, context, processing, caching, and other options.
From $0.10 input / $0.50 output per MTok
Base published pricing for the current model.
Provider rates apply
Available through AWS, Google Cloud, Microsoft Foundry, and Claude Platform on AWS.
Pricing checked . Check current pricing at the source ↗
Assessment
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Claude Haiku 5.5 is Anthropic's fastest current small model for latency-sensitive, high-volume tasks such as classification, extraction, routing, and subagents.
Classification, extraction, routing, chat, and other latency-sensitive workloads. Parallel or delegated work where speed and cost matter more than maximum frontier capability.
Anthropic lists Claude Haiku 5.5 pricing from $0.10 per million input tokens and $0.50 per million output tokens. Exact rates can depend on platform, context, processing, caching, and other options.
Bottom line
Claude Haiku 5.5 is a strong candidate for high-volume tasks that benefit from reasoning but cannot justify a larger model on every call. Its low rates are attractive, but tokenization and migration behavior must be measured in the actual application.
Visit Claude Haiku 5.5 website ↗
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