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Claude Haiku 5.5 vs Step 5 Preview

Detailed technical comparison between Claude Haiku 5.5 (Anthropic) and Step 5 Preview (StepFun). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

Claude Haiku 5.5: 4 WinsvsStep 5 Preview: 2 Wins
Context Leader

Tie

Equal Capacity
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Claude Haiku 5.5

$0.10 / MTok
Anthropicactive

Claude Haiku 5.5

Claude Haiku 5.5 is an advanced artificial intelligence model engineered by Anthropic. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Claude Haiku 5.5 represents a key architectural iteration in the Anthropic model family. First released in 2026-10-07, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,000,000 tokens (approximately 1,333 words), Claude Haiku 5.5 processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Claude Haiku 5.5 Full Specs →
StepFunactive

Step 5 Preview

Step 5 Preview is an advanced artificial intelligence model engineered by StepFun. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Step 5 Preview represents a key architectural iteration in the StepFun model family. First released in 2026-10-08, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,000,000 tokens (approximately 1,333 words), Step 5 Preview processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Step 5 Preview Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationClaude Haiku 5.5Step 5 Preview
ProviderAnthropicStepFun
Context Window1,000,000 tokens1,000,000 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityBeta Access (est.)Beta Access (est.)
API AvailableYesYes
Released Date2026-10-072026-10-08

API Pricing Comparison

Input Price per Million Tokens

Claude Haiku 5.5

$0.10

Step 5 Preview

$1.00

Output Price per Million Tokens

Claude Haiku 5.5

$0.50

Step 5 Preview

$2.70

💡 Cost Ratio: Claude Haiku 5.5 is 10.0x cheaper per input token than Step 5 Preview.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
78.4%vs81.4%+3.0% Step 5 Preview
Claude Haiku 5.5
Step 5 Preview 🏆
HumanEvalPython coding & logic synthesis
76.6%vs79.6%+3.0% Step 5 Preview
Claude Haiku 5.5
Step 5 Preview 🏆
MATHComplex mathematical problem solving
53.8%vs53.4%+0.4% Claude Haiku 5.5
Claude Haiku 5.5 🏆
Step 5 Preview
GPQAGraduate-level expert reasoning
39.2%vs38.8%+0.4% Claude Haiku 5.5
Claude Haiku 5.5 🏆
Step 5 Preview
HellaSwagCommonsense reasoning and inference
81.4%vs81.0%+0.4% Claude Haiku 5.5
Claude Haiku 5.5 🏆
Step 5 Preview
MT-BenchMulti-turn conversation flow quality
8.4%vs8.4%+0.0% Claude Haiku 5.5
Claude Haiku 5.5 🏆
Step 5 Preview

Claude Haiku 5.5 Quirks & Gotchas

No developer gotchas reported.

Step 5 Preview Quirks & Gotchas

No developer gotchas reported.

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