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Gemma 4 26B A4B vs o1-pro (batch)

Gemma 4 26B A4B

Google

73#142
vs
o1-pro (batch)

OpenAI

74#140
Signal-by-Signal Comparison
SignalGemma 4 26B A4B Deltao1-pro (batch)
Capabilities
83
--
83
Benchmarks
72
-5
77
Pricing
100
+95
5
Context window size
86
+2
84
Recency
100
+59
41
Output Capacity
70
-13
83
Overall Result
3 wins
of 6
2 wins
Gemma 4 26B A4B wins 3 of 6 signals

Score History

Score History (19 data points)
Gemma 4 26B A4B o1-pro (batch)
Gemma 4 26B A4B

73

current score

Leader

o1-pro (batch)

right now

o1-pro (batch)

73.6

current score

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

Gemma 4 26B A4B

Google

Best Value
Per request$0.000240
Daily$0.80
Monthly$24.00
Annual$288.00

o1-pro (batch)

OpenAI

Per request$0.225000
Daily$750.00
Monthly$22500.00
Annual$270000.00

Gemma 4 26B A4B saves you $22476.00/month

That's $269712.00/year compared to o1-pro (batch) at your current usage level of 100K calls/month.

100% cheaper
Choose Gemma 4 26B A4B for cost optimization

Gemma 4 26B A4B pricing:
Input:$0.07/M tokens
Output:$0.34/M tokens
o1-pro (batch) pricing:
Input:$75.00/M tokens
Output:$300.00/M tokens
Gemma 4 26B A4B

Google

73

Composite Score

Winner
o1-pro (batch)

OpenAI

74

Composite Score

Signal-by-Signal Comparison
MetricGemma 4 26B A4B o1-pro (batch)Winner
Overall Score
73
74
o1-pro (batch)
Rank#142#140
o1-pro (batch)
Quality Rank#142#140
o1-pro (batch)
Adoption Rank#142#140
o1-pro (batch)
Parameters26B----
Context Window262K200K
Gemma 4 26B A4B
Pricing$0.07/$0.34/M$75.00/$300.00/M--
Signal Scores
Capabilities
83
83
Gemma 4 26B A4B
Benchmarks
72
77
o1-pro (batch)
Pricing
100
5
Gemma 4 26B A4B
Context window size
86
84
Gemma 4 26B A4B
Recency
100
41
Gemma 4 26B A4B
Output Capacity
70
83
o1-pro (batch)
Benchmark Head-to-Head(12 benchmarks)
Gemma 4: 1o1-pro (batch): 0
Gemma 4
o1-pro (batch)
Normalized 0-100%
MMLU
-91.8%
MMLU-Pro
-80.3%
GPQA Diamond
-78%
MATH-500
-96.4%
HumanEval
-92.4%
SWE-bench Verified
-48.9%
AIME 2024
-83.3%
IFEval
-86.5%
BBH
-89%
Arena Elo
14381350
HLE
-8.12%
BigCodeBench
-32.4%
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.

Gemma 4 26B A4B Strong Performer

Scores 73/100 (rank #142), placing it in the top 51% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
o1-pro (batch)Strong Performer

Scores 74/100 (rank #140), placing it in the top 52% 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 Gemma 4 26B A4B when you need:

  • High-volume production workloads where API costs must be minimized
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model

Choose o1-pro (batch) when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Gemma 4 26B A4B Best Value
Input cost$0.07/M tokens
Output cost$0.34/M tokens
Cost per quality point$0.006
Est. monthly (1M tokens/day)$6.15
o1-pro (batch)
Input cost$75.00/M tokens
Output cost$300.00/M tokens
Cost per quality point$5.095
Est. monthly (1M tokens/day)$5625.00

Gemma 4 26B A4B offers 100% better value per quality point. At 1M tokens/day, you'd spend $6.15/month with Gemma 4 26B A4B vs $5625.00/month with o1-pro (batch) - a $5618.85 monthly difference.

Latency & Speed
Gemma 4 26B A4B Faster
Speed score0/100
o1-pro (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

Gemma 4 26B A4B

Customer support chatbot

Suitable for user-facing chat with competitive response times. Gemma 4 26B A4B also offers lower per-token costs for high-volume support

Gemma 4 26B A4B

Long document analysis

Larger context window (262K tokens) can process longer documents, contracts, and research papers in a single pass

Gemma 4 26B A4B

Batch data extraction

Lower output pricing ($0.34/M) reduces costs when processing thousands of records daily

Gemma 4 26B A4B

Creative writing & content

Higher overall composite score (74/100) correlates with better nuance, coherence, and style in long-form content

o1-pro (batch)

Image understanding & OCR

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

Gemma 4 26B A4B
Which Should You Choose?
Our recommendation:
o1-pro (batch)

Gemma 4 26B A4B and o1-pro (batch) are extremely close in overall performance (only 0.5999999999999943 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by Google

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 100% 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
o1-pro (batch)
Recommended

by OpenAI

Consider for specialized use cases.

Capability Comparison
CapabilityGemma 4 26B A4B o1-pro (batch)
Vision (Image Input)
Function Callingdiffers
Streaming
JSON Mode
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Gemma 4 26B A4B

Google

Best Value
$0.5340
estimated monthly cost

o1-pro (batch)

OpenAI

$495.00
estimated monthly cost

Gemma 4 26B A4B saves you $494.47/month

That's 100% cheaper than o1-pro (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
ParameterGemma 4 26B A4B o1-pro (batch)
Context Window262K200K
Max Output Tokens16,384100,000
Open SourceYesNo
CreatedApr 3, 2026Mar 19, 2025
Last updated: 29m ago

相关对比

Gemma 4 26B A4B vs o1-pro (batch) (2026) | LM Market Cap