| Signal | Seed-2.0-Mini | Delta | Gemma 4 26B A4B |
|---|---|---|---|
Capabilities | 83 | -- | |
Pricing | 100 | -- | |
Context window size | 86 | -- | |
Recency | 100 | -- | |
Output Capacity | 85 | -5 | |
Benchmarks | 0 | -72 | |
| Overall Result | 0 wins | of 6 | 2 wins |
0
days higher
0
days
30
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ByteDance
Seed-2.0-Mini saves you $3.00/month
That's $36.00/year compared to Gemma 4 26B A4B at your current usage level of 100K calls/month.
| Metric | Seed-2.0-Mini | Gemma 4 26B A4B | Winner |
|---|---|---|---|
| Overall Score | 40 | 73 | Gemma 4 26B A4B |
| Rank | #138 | #45 | Gemma 4 26B A4B |
| Quality Rank | #138 | #45 | Gemma 4 26B A4B |
| Adoption Rank | #138 | #45 | Gemma 4 26B A4B |
| Parameters | -- | 26B | -- |
| Context Window | 262K | 262K | -- |
| Pricing | $0.10/$0.40/M | $0.13/$0.40/M | -- |
| Signal Scores | |||
| Capabilities | 83 | 83 | Seed-2.0-Mini |
| Pricing | 100 | 100 | Seed-2.0-Mini |
| Context window size | 86 | 86 | Seed-2.0-Mini |
| Recency | 100 | 100 | Seed-2.0-Mini |
| Output Capacity | 85 | 90 | Gemma 4 26B A4B |
| Benchmarks | -- | 72 | Gemma 4 26B A4B |
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%). Here's what the scores mean for these two models:
Scores 40/100 (rank #138), placing it in the top 53% of all 290 models tracked.
Scores 73/100 (rank #45), placing it in the top 85% of all 290 models tracked.
Gemma 4 26B A4B has a 33-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
Gemma 4 26B A4B offers 6% better value per quality point. At 1M tokens/day, you'd spend $7.50/month with Seed-2.0-Mini vs $7.95/month with Gemma 4 26B A4B - a $0.45 monthly difference.
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.
Code generation & review
Higher benchmark score (0/100) indicates stronger performance on coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Faster response time (speed score 0/100) is critical for user-facing chat. Seed-2.0-Mini also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (262K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.40/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (73/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
Gemma 4 26B A4B clearly outperforms Seed-2.0-Mini with a significant 33.400000000000006-point lead. For most general use cases, Gemma 4 26B A4B is the stronger choice. However, Seed-2.0-Mini may still excel in niche scenarios.
Best for Quality
Seed-2.0-Mini
Marginally better benchmark scores; both are excellent
Best for Cost
Seed-2.0-Mini
6% lower pricing; better value at scale
Best for Reliability
Seed-2.0-Mini
Higher uptime and faster response speeds
Best for Prototyping
Seed-2.0-Mini
Stronger community support and better developer experience
Best for Production
Seed-2.0-Mini
Wider enterprise adoption and proven at scale
by ByteDance
| Capability | Seed-2.0-Mini | Gemma 4 26B A4B |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
ByteDance
Seed-2.0-Mini saves you $0.0540/month
That's 8% cheaper than Gemma 4 26B A4B 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.
| Parameter | Seed-2.0-Mini | Gemma 4 26B A4B |
|---|---|---|
| Context Window | 262K | 262K |
| Max Output Tokens | 131,072 | 262,144 |
| Open Source | No | Yes |
| Created | Feb 26, 2026 | Apr 3, 2026 |
Gemma 4 26B A4B scores 73/100 (rank #45) compared to Seed-2.0-Mini's 40/100 (rank #138), giving it a 33-point advantage. Gemma 4 26B A4B is the stronger overall choice, though Seed-2.0-Mini may excel in specific areas like certain benchmarks.
Seed-2.0-Mini is ranked #138 and Gemma 4 26B A4B is ranked #45 out of 290+ AI models. Rankings use a composite score combining benchmark performance (90%) from MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations, with capabilities and context window as tiebreakers (10%). Scores update hourly.
Seed-2.0-Mini is cheaper at $0.40/M output tokens vs Gemma 4 26B A4B 's $0.40/M output tokens - 1.0x more expensive. Input token pricing: Seed-2.0-Mini at $0.10/M vs Gemma 4 26B A4B at $0.13/M.
Seed-2.0-Mini has a larger context window of 262,144 tokens compared to Gemma 4 26B A4B 's 262,144 tokens. A larger context window means the model can process longer documents and conversations.