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Claude Haiku 5.5 (batch) vs gpt-oss-20b (batch)

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Signal-by-Signal Comparison
SignalClaude Haiku 5.5 (batch)Deltagpt-oss-20b (batch)
Capabilities
100
+33
67
Pricing
100
0
100
Context window size
95
+14
81
Recency
100
+45
55
Output Capacity
82
+1
81
Benchmarks
0
-56
56
Overall Result
4 wins
of 6
2 wins
Claude Haiku 5.5 (batch) wins 4 of 6 signals

Score History

Score History (6 data points)
Claude Haiku 5.5 (batch)gpt-oss-20b (batch)
Claude Haiku 5.5 (batch)

58

current score

Leader

Claude Haiku 5.5 (batch)

right now

gpt-oss-20b (batch)

57.4

current score

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

Claude Haiku 5.5 (batch)

Anthropic

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

gpt-oss-20b (batch)

OpenAI

Best Value
Per request$0.000080
Daily$0.27
Monthly$8.00
Annual$96.00

gpt-oss-20b (batch) saves you $9.50/month

That's $114.00/year compared to Claude Haiku 5.5 (batch) at your current usage level of 100K calls/month.

54% cheaper
Choose gpt-oss-20b (batch) for cost optimization

Claude Haiku 5.5 (batch) pricing:
Input:$0.05/M tokens
Output:$0.25/M tokens
gpt-oss-20b (batch) pricing:
Input:$0.02/M tokens
Output:$0.11/M tokens
Winner
Claude Haiku 5.5 (batch)

Anthropic

58

Composite Score

gpt-oss-20b (batch)

OpenAI

57

Composite Score

Signal-by-Signal Comparison
MetricClaude Haiku 5.5 (batch)gpt-oss-20b (batch)Winner
Overall Score
58
57
Claude Haiku 5.5 (batch)
Rank#226#228
Claude Haiku 5.5 (batch)
Quality Rank#226#228
Claude Haiku 5.5 (batch)
Adoption Rank#226#228
Claude Haiku 5.5 (batch)
Parameters--20B--
Context Window1000K131K
Claude Haiku 5.5 (batch)
Pricing$0.05/$0.25/M$0.02/$0.11/M--
Signal Scores
Capabilities
100
67
Claude Haiku 5.5 (batch)
Pricing
100
100
gpt-oss-20b (batch)
Context window size
95
81
Claude Haiku 5.5 (batch)
Recency
100
55
Claude Haiku 5.5 (batch)
Output Capacity
82
81
Claude Haiku 5.5 (batch)
Benchmarks--
56
gpt-oss-20b (batch)
Benchmark Head-to-Head(2 benchmarks)
Claude Haiku: 0gpt-oss-20b (batch): 0
Claude Haiku
gpt-oss-20b (batch)
Normalized 0-100%
Arena Elo
-1317
HLE
30.12%-
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)Competitive

Scores 58/100 (rank #226), placing it in the top 22% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
gpt-oss-20b (batch)Competitive

Scores 57/100 (rank #228), placing it in the top 22% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 1-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:

  • Processing long documents or large codebases (1000K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose gpt-oss-20b (batch) when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Claude Haiku 5.5 (batch)
Input cost$0.05/M tokens
Output cost$0.25/M tokens
Cost per quality point$0.005
Est. monthly (1M tokens/day)$4.50
gpt-oss-20b (batch)Best Value
Input cost$0.02/M tokens
Output cost$0.11/M tokens
Cost per quality point$0.002
Est. monthly (1M tokens/day)$2.04

gpt-oss-20b (batch) offers 55% better value per quality point. At 1M tokens/day, you'd spend $2.04/month with gpt-oss-20b (batch) vs $4.50/month with Claude Haiku 5.5 (batch) - a $2.46 monthly difference.

Latency & Speed
Claude Haiku 5.5 (batch)Faster
Speed score0/100
gpt-oss-20b (batch)
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. gpt-oss-20b (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 ($0.11/M) reduces costs when processing thousands of records daily

gpt-oss-20b (batch)

Creative writing & content

Higher overall composite score (58/100) 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 gpt-oss-20b (batch) are extremely close in overall performance (only 0.6000000000000014 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 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 OpenAI

  • Choose for Cost - 55% lower pricing; better value at scale
Capability Comparison
CapabilityClaude Haiku 5.5 (batch)gpt-oss-20b (batch)
Vision (Image Input)differs
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

$0.3900
estimated monthly cost

gpt-oss-20b (batch)

OpenAI

Best Value
$0.1776
estimated monthly cost

gpt-oss-20b (batch) saves you $0.2124/month

That's 54% cheaper than Claude Haiku 5.5 (batch) 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)gpt-oss-20b (batch)
Context Window1M131K
Max Output Tokens128,000117,964
Open SourceNoYes
CreatedOct 7, 2026Aug 5, 2025
Last updated: 3m ago

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Claude Haiku 5.5 (batch) vs gpt-oss-20b (batch) (2026) | LM Market Cap