Skip to content

Claude Haiku 5.5 (batch) vs Step 5 Preview

vs
Step 5 Preview

StepFun

40#239
Signal-by-Signal Comparison
SignalClaude Haiku 5.5 (batch)DeltaStep 5 Preview
Capabilities
100
+17
83
Pricing
100
+3
97
Context window size
95
--
95
Recency
100
--
100
Output Capacity
82
+5
77
Overall Result
3 wins
of 5
0 wins
Claude Haiku 5.5 (batch) wins 3 of 5 signals

Score History Unavailable

Not enough historical data to show a comparison chart. Score history is recorded weekly and will be available after at least two data points are collected.

40

Claude Haiku 5.5 (batch)

vs

40

Step 5 Preview

Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Claude Haiku 5.5 (batch)

Anthropic

Best Value
Per request$0.000175
Daily$0.58
Monthly$17.50
Annual$210.00

Step 5 Preview

StepFun

Per request$0.002350
Daily$7.83
Monthly$235.00
Annual$2820.00

Claude Haiku 5.5 (batch) saves you $217.50/month

That's $2610.00/year compared to Step 5 Preview at your current usage level of 100K calls/month.

93% cheaper
Choose Claude Haiku 5.5 (batch) for cost optimization

Claude Haiku 5.5 (batch) pricing:
Input:$0.05/M tokens
Output:$0.25/M tokens
Step 5 Preview pricing:
Input:$1.00/M tokens
Output:$2.70/M tokens
Tie
Claude Haiku 5.5 (batch)

Anthropic

40

Composite Score

Tie
Step 5 Preview

StepFun

40

Composite Score

Signal-by-Signal Comparison
MetricClaude Haiku 5.5 (batch)Step 5 PreviewWinner
Overall Score
40
40
--
Rank#240#239
Step 5 Preview
Quality Rank#240#239
Step 5 Preview
Adoption Rank#240#239
Step 5 Preview
Parameters------
Context Window1000K1000K--
Pricing$0.05/$0.25/M$1.00/$2.70/M--
Signal Scores
Capabilities
100
83
Claude Haiku 5.5 (batch)
Pricing
100
97
Claude Haiku 5.5 (batch)
Context window size
95
95
Claude Haiku 5.5 (batch)
Recency
100
100
Claude Haiku 5.5 (batch)
Output Capacity
82
77
Claude Haiku 5.5 (batch)
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Claude Haiku 5.5 (batch)Entry Level

Scores 40/100 (rank #240), placing it in the top 18% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Step 5 PreviewEntry Level

Scores 40/100 (rank #239), placing it in the top 18% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose Claude Haiku 5.5 (batch) when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Step 5 Preview when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Claude Haiku 5.5 (batch)Best Value
Input cost$0.05/M tokens
Output cost$0.25/M tokens
Cost per quality point$0.007
Est. monthly (1M tokens/day)$4.50
Step 5 Preview
Input cost$1.00/M tokens
Output cost$2.70/M tokens
Cost per quality point$0.092
Est. monthly (1M tokens/day)$55.50

Claude Haiku 5.5 (batch) offers 92% better value per quality point. At 1M tokens/day, you'd spend $4.50/month with Claude Haiku 5.5 (batch) vs $55.50/month with Step 5 Preview - a $51.00 monthly difference.

Latency & Speed
Claude Haiku 5.5 (batch)Faster
Speed score0/100
Step 5 Preview
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Claude Haiku 5.5 (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Claude Haiku 5.5 (batch) also offers lower per-token costs for high-volume support

Claude Haiku 5.5 (batch)

Long document analysis

Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass

Claude Haiku 5.5 (batch)

Batch data extraction

Lower output pricing ($0.25/M) reduces costs when processing thousands of records daily

Claude Haiku 5.5 (batch)

Creative writing & content

Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content

Claude Haiku 5.5 (batch)

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Claude Haiku 5.5 (batch)
Which Should You Choose?
Our recommendation:
Claude Haiku 5.5 (batch)

Claude Haiku 5.5 (batch) and Step 5 Preview are extremely close in overall performance (only 0 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 92% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by StepFun

Consider for specialized use cases.

Capability Comparison
CapabilityClaude Haiku 5.5 (batch)Step 5 Preview
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude Haiku 5.5 (batch)

Anthropic

Best Value
$0.3900
estimated monthly cost

Step 5 Preview

StepFun

$5.04
estimated monthly cost

Claude Haiku 5.5 (batch) saves you $4.65/month

That's 92% cheaper than Step 5 Preview at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterClaude Haiku 5.5 (batch)Step 5 Preview
Context Window1M1M
Max Output Tokens128,00064,000
Open SourceNoNo
CreatedOct 7, 2026Oct 8, 2026
Last updated: 17m ago

Related comparisons

Claude Haiku 5.5 (batch) vs Step 5 Preview (2026) | LM Market Cap