Anthropic · Efficient
Claude Haiku 4.5
Claude Haiku 4.5 matches Sonnet 4's coding quality while running about twice as fast at roughly one-third the price, making it ideal for low-latency chat assistants, support bots, and pair programming. Pair it with Sonnet 4.5 to plan complex work and fan out execution across parallel Haiku workers.
- Tools
- Vision
- Structured output
- PDF input
- Input
- Text, Images
- Output
- Text
- Discovery tier
- Efficient
Pricing
USD per 1M tokens- Input
- $1.00
- Output
- $5.00
- Cache read
- $0.10
Reference prices as published by the model provider. API example
Specifications
- Context window
- 200K
- Max output
- 64K
Side by side
Claude Haiku 4.5 compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| Claude Haiku 4.5AnthropicThis model | Claude Sonnet 5.5 ThinkingAnthropicRemove | |
|---|---|---|
| Provider | Anthropic | Anthropic |
| Discovery tier | Efficient | Frontier |
| Added | Oct 15, 2025 | Sep 28, 2026 |
| Limits | ||
| Context window | 200K | 1MBest |
| Max output | 64K | 128KBest |
| Average output | — | 3K tokens |
| Pricing, USD per 1M tokens | ||
| Input | $1.00Best | $2.00 |
| Output | $5.00Best | $10.00 |
| Cache read | $0.10 | $0.10 |
| Cache write | — | $2.50 |
| Performance | ||
| Throughput | — | 274.1 tok/s |
| Time to first token | — | 6.3 s |
| Request success (24h) | 100.0%Best | 98.7% |
| Benchmark indexes | ||
| Intelligence Index | — | 46.8 |
| Capabilities | ||
| Reasoning | No | Yes |
| Tools | Yes | Yes |
| Vision | Yes | Yes |
| Structured output | Yes | Yes |
| PDF input | Yes | Yes |
| Reasoning effort | — | low, medium, high, xhigh, max |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- Claude Haiku 4.5
- Claude Sonnet 5.5 Thinking
Intelligence Index
- Claude Haiku 4.5—
- Claude Sonnet 5.5 Thinking46.8
Agentic work
AutomationBench-AA
Workflow automation, penalized for guardrail violations
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 59.4%
AutomationBench-AA tasks completed
Workflows finished end to end without a guardrail violation
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 29.4%
AA-Briefcasev1.1
Agentic knowledge work, rated head to head
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 1,635 Elo
GDPval-AAv2.1
Economically valuable occupational tasks, rated head to head
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 1,548 Elo
Document reasoning
GDP.pdf
Professional reasoning over PDF documents, all-pass rate
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 25.2%
AA-LCRv1.1
Reasoning across long documents
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 78.0%
MLCR-AA
Long-context reasoning over medical records
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 18.9%
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 45.8%
Coding
Terminal-Benchv4.0
Practical software engineering in a terminal
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 43.9%
SciCode
Scientific computing in Python
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 53.7%
Legacy evaluations
AA-LCR (unversioned)
Long-context reasoning, earlier grading
- Claude Haiku 4.5: —
- Claude Sonnet 5.5 Thinking: 78.0%
Scores from Artificial Analysis, updated Oct 26, 2026. Artificial Analysis
- Claude Haiku 4.5
- Claude Sonnet 5.5 Thinking
| Leaderboard | Claude Haiku 4.5 | Claude Sonnet 5.5 Thinking |
|---|---|---|
| Math | Not in top 20 | #14 · 7.2% |
Ranks among Noumen catalog models on Use cases leaderboards. Only top-20 placements are listed.
- Claude Haiku 4.5
- Claude Sonnet 5.5 Thinking
| Leaderboard | Claude Haiku 4.5 | Claude Sonnet 5.5 Thinking |
|---|---|---|
| Math | Not in top 20 | #14 · 1501.1 |
| Longer Query | Not in top 20 | #13 · 1499.5 |
| Creative Writing | Not in top 20 | #16 · 1466.3 |
| Instruction Following | Not in top 20 | #14 · 1485.1 |
| Hard Prompts | Not in top 20 | #19 · 1504.5 |
| Chinese | Not in top 20 | #9 · 1541.9 |
| English | Not in top 20 | #14 · 1491.9 |
| Expert | Not in top 20 | #6 · 1534.7 |
| Hard Prompts English | Not in top 20 | #14 · 1513.2 |
| Industry Entertainment And Sports And Media | Not in top 20 | #12 · 1464.2 |
| Industry Life And Physical And Social Science | Not in top 20 | #19 · 1498.2 |
| Industry Mathematical | Not in top 20 | #11 · 1513.3 |
| Industry Software And It Services | Not in top 20 | #19 · 1515.7 |
| Industry Writing And Literature And Language | Not in top 20 | #18 · 1473.6 |
| Vision Style Control · Diagram | Not in top 20 | #10 · 1321.3 |
| Vision Style Control · Homework | Not in top 20 | #11 · 1325.5 |
| WebDev Overall | Not in top 20 | #3 · 1768.9 |
| WebDev · Image To Webdev | Not in top 20 | #2 · 1737.1 |
| WebDev · Webdev | Not in top 20 | #3 · 1768.9 |
| WebDev · Webdev-html | Not in top 20 | #4 · 1739.4 |
| WebDev · Webdev-react | Not in top 20 | #2 · 1816.1 |
Ranks among Noumen catalog models on LMArena leaderboards. Only top-20 placements are listed.LMArena
- Claude Haiku 4.5
- Claude Sonnet 5.5 Thinking
| Leaderboard | Claude Haiku 4.5 | Claude Sonnet 5.5 Thinking |
|---|---|---|
| ARC-AGI-2 | Not in top 20 | #14 · 83.9% |
| ARC-AGI-3 (Default harness) | Not in top 20 | #5 · 24.3% |
Ranks among Noumen catalog models on ARC Prize leaderboards. Only top-20 placements are listed.ARC Prize
Live routing data
Performance and reliability
Recent averages across requests routed for this model. Your own speed depends on prompt length, reasoning effort and load.
- Prompt cache hits
- 83.2%
- About $0.25 per 1M input tokens with caching
- Request success (24h)
- 100.0%
- Reliable
Cache hits are the share of input tokens recently served from a prompt cache across all requests. They are not a forecast of your own hit rate.
- Healthy (98% or more)
- Degraded (90–98%)
- Down (under 90%)
- No requests
Developers
Use it through the API
Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.
curl https://www.noumen.xyz/api/v1/chat/completions \
-H "Authorization: Bearer $NOUMEN_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "anthropic/claude-haiku-4.5",
"messages": [{ "role": "user", "content": "Explain this stack trace." }]
}'import os
from openai import OpenAI
client = OpenAI(base_url="https://www.noumen.xyz/api/v1", api_key=os.environ["NOUMEN_API_KEY"])
reply = client.chat.completions.create(
model="anthropic/claude-haiku-4.5",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)Anthropic
Related models
Other Anthropic models, starting with the same family.