Claude Haiku 4.5

MultimodalNewAvailable
by AnthropicModel ID: claude-haiku-4-5

Anthropic's fastest and cheapest 4.x model. Strong vision and tool use at ultra-low latency, ideal for high-concurrency workloads.

Price ยท 1M in / out
$1.20 / $6.00
Context
200,000 tokens
Max. output
64,000 tokens
Input โ†’ output
Text + Image โ†’ Text
Developer
Anthropic
Updated
September 23, 2026
01

Playground

Try Claude Haiku 4.5

Chat

$1.20/1M in
Try Claude Haiku 4.5

Send a message. The answer arrives in full once the model is done (no streaming).

System prompt
Max. answer length (tokens)

This run

at most $0.0062 ยท 0.62 credits reserved

Billed by the tokens actually used; the unused part of the reservation is refunded.

New here?

10 free credits ($0.10) when you sign up with Google

Usable 24 hours after sign-up, up to 5 runs per day and at most 2 credits per run. Other sign-in methods start without credits. Enough for 16 runs of this model.

02

About Claude Haiku 4.5

TL;DRAs of September 23, 2026

Claude Haiku 4.5 is a model by Anthropic in the Multimodal category. On Railwail, Claude Haiku 4.5 costs $1.20 per 1M input tokens and $6.00 per 1M output tokens. The context window holds 200,000 tokens, and one response can be up to 64,000 tokens long.

Claude Haiku 4.5 brings Sonnet-class reliability to the cost-and-latency tier. 200K context, full vision input, native tool use and extended thinking on demand. Designed for high-volume agents, real-time chat, classification, simple coding subagents, and consumer applications where p50 latency matters more than peak reasoning.

Background

About Anthropic

Founded 2021 ยท San Francisco, USA

Anthropic was founded in 2021 by Dario and Daniela Amodei. The Claude model family launched in March 2023 with Haiku as the lightweight tier optimized for low latency and cost. Successive Haiku generations have steadily closed the gap to Sonnet: Haiku 3 (March 2024), Haiku 3.5 (October 2024), Haiku 4 (May 2025) and Haiku 4.5 (late 2025/early 2026). Anthropic is structured as a Public Benefit Corporation focused on AI safety, with total funding exceeding $20 billion and a 2026 valuation above $150 billion.

Visit Anthropic

Architecture

Decoder-only Transformer (small, low-latency tier)

Claude Haiku 4.5 is the fastest and cheapest model in the Claude 4.x family. Architecturally it is a smaller decoder-only Transformer distilled from the Sonnet/Opus 4 training stack, optimized aggressively for inference latency and throughput while retaining the full Claude feature set (vision, extended thinking, tool use). It was trained on the same multi-trillion-token curated corpus as its larger siblings with a knowledge cutoff in early 2026. Post-training combined RLHF, Constitutional AI, RLAIF and distillation from larger teacher models. Despite its small size, Haiku 4.5 supports the same 200K context window and tool-use API as Sonnet 4.6 and Opus 4.7, making it a drop-in cheaper option for high-concurrency workloads.

Parameters
Undisclosed (estimated tens of billions of parameters)
Context
200,000 tokens

Capabilities

  • Lowest p50 latency in the Claude 4.x family
  • 200K token context window matching the larger Claude models
  • Vision input for images, PDFs and screenshots
  • Native tool use with parallel tool calling
  • Optional extended thinking mode for harder reasoning tasks
  • Sonnet-class reliability at one-third the cost
  • Strong instruction following and structured JSON output
  • Constitutional-AI alignment with low refusal rate
  • Available via Anthropic API, Bedrock and Vertex AI
  • Multilingual fluency across 20+ languages
  • Best for: high-volume agents, real-time chat, classification, simple coding subagents, consumer apps.

Training & license

Pretrained on the same curated multi-trillion-token mixture used by Sonnet and Opus 4.x. Post-training includes distillation from larger Anthropic models alongside RLHF, Constitutional AI and RLAIF. Knowledge cutoff in early 2026.

License: Proprietary commercial license via Anthropic API, Amazon Bedrock and Google Vertex AI.

Safety testing: Same Responsible Scaling Policy ASL-3 safeguards as Sonnet and Opus, with constitutional classifiers and third-party evaluations.

Known limitations

  • Below Sonnet 4.6 on hard reasoning and agentic coding benchmarks
  • No native audio or video input
  • Knowledge cutoff in early 2026
  • Less depth on niche or long-tail topics than larger models
  • No fine-tuning available to external customers
03

Pricing

Prices in US dollars. Usage is charged from prepaid credits.
Input$1.20 / 1M tokens
Output$6.00 / 1M tokens
  • Billed by the tokens each request actually uses.
  • 1 credit = $0.01

Cost calculator

Price calculator

/ req.
/ req.

Total

$0.42

42 credits

Per request

$0.0042 ยท 0.42 credits

Each request is rounded up to 0.01 credits.

04

API

Call Claude Haiku 4.5 with your Railwail API key. Use this model ID in the request:
curl https://railwail.com/api/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "claude-haiku-4-5",
    "messages": [
      {
        "role": "user",
        "content": "Explain what a vector database is in two sentences."
      }
    ],
    "max_tokens": 1024
  }'
Set your key as RAILWAIL_API_KEYCreate API key
05

Specifications

Model ID
claude-haiku-4-5
Developer
Anthropic
Category
Multimodal
Input
Text, Image
Output
Text
Context window
200,000 tokens
Max. output
64,000 tokens
Billing
By usage (tokens or GPU time)
Released
October 15, 2025
Lifecycle
Current version
Model size
Undisclosed (estimated tens of billions of parameters)
License
Proprietary commercial license via Anthropic API, Amazon Bedrock and Google Vertex AI.
Catalog entry updated
September 23, 2026

Input parameters

Inputs and settings from the model's input schema. The example in the API section shows which of them the API accepts.

  • promptrequired

    User message

    Type: Text
    Default: โ€“
    Allowed values: up to 32,000 characters
  • top_p
    Type: Number
    Default: 1
    Allowed values: 0 to 1
  • stream
    Type: Yes/no
    Default: false
    Allowed values: โ€“
  • image_url

    Optional image URL to analyze

    Type: Text
    Default: โ€“
    Allowed values: โ€“
  • max_tokens
    Type: Integer
    Default: 2048
    Allowed values: 1 to 32,000
  • temperature
    Type: Number
    Default: 1
    Allowed values: 0 to 1
  • system_prompt

    Optional system instruction

    Type: Text
    Default: โ€“
    Allowed values: up to 8,000 characters

Tags

  • anthropic
  • cost-efficient
  • low-latency
  • vision
  • high-concurrency
06

Use cases

What it is used for

  • High-concurrency chat and support bots
  • Real-time classification and routing
  • Coding subagents under an Opus or Sonnet orchestrator
  • Document tagging and metadata extraction
  • Voice/IVR backends needing low latency
  • Consumer mobile and edge applications
07

Frequently asked questions

What is Claude Haiku 4.5?

Claude Haiku 4.5 is a model by Anthropic in the Multimodal category. On Railwail you can call it with an API key through the Railwail API.

How much does Claude Haiku 4.5 cost on Railwail?

On Railwail, Claude Haiku 4.5 costs $1.20 per 1M input tokens and $6.00 per 1M output tokens. You are charged for what each request actually uses. Usage is paid from prepaid credits; 1 credit equals $0.01.

What is the context window of Claude Haiku 4.5?

The context window of Claude Haiku 4.5 holds 200,000 tokens. One response can be up to 64,000 tokens long.

How fast is Claude Haiku 4.5?

There are not enough measured runs of Claude Haiku 4.5 on Railwail yet to state a run time. It depends on the input, the settings and the load at the provider.

Is Claude Haiku 4.5 better than BLIP?

That depends on the task. Claude Haiku 4.5 (Anthropic) and BLIP (Salesforce) are both models in the Multimodal category. The comparison page shows their prices and specifications side by side.

Compare Claude Haiku 4.5 and BLIP

Can Claude Haiku 4.5 process images?

Yes. Claude Haiku 4.5 accepts images as input in addition to text.

How do I use Claude Haiku 4.5 through the API?

Create a Railwail API key and send your request with the model ID claude-haiku-4-5. Code examples for curl, Python and JavaScript are in the API section of this page.

08

Comparable models

All in this category

Use Claude Haiku 4.5 via the API

One API key for every model on Railwail. Usage is charged from prepaid credits, 1 credit = $0.01.