| Signal | Gemini 3 Flash Preview | Delta | Llama 4 Scout |
|---|---|---|---|
Capabilities | 83 | +17 | |
Benchmarks | 87 | +87 | |
Pricing | 3 | +3 | |
Context window size | 96 | +8 | |
Recency | 100 | +31 | |
Output Capacity | 80 | +10 | |
| Overall Result | 6 wins | of 6 | 0 wins |
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Meta
Llama 4 Scout saves you $177.00/month
That's $2124.00/year compared to Gemini 3 Flash Preview at your current usage level of 100K calls/month.
| Metric | Gemini 3 Flash Preview | Llama 4 Scout | Winner |
|---|---|---|---|
| Overall Score | 89 | 72 | Gemini 3 Flash Preview |
| Rank | #12 | #143 | Gemini 3 Flash Preview |
| Quality Rank | #12 | #143 | Gemini 3 Flash Preview |
| Adoption Rank | #12 | #143 | Gemini 3 Flash Preview |
| Parameters | -- | -- | -- |
| Context Window | 1049K | 328K | Gemini 3 Flash Preview |
| Pricing | $0.50/$3.00/M | $0.08/$0.30/M | -- |
| Signal Scores | |||
| Capabilities | 83 | 67 | Gemini 3 Flash Preview |
| Benchmarks | 87 | -- | Gemini 3 Flash Preview |
| Pricing | 3 | 0 | Gemini 3 Flash Preview |
| Context window size | 96 | 88 | Gemini 3 Flash Preview |
| Recency | 100 | 69 | Gemini 3 Flash Preview |
| Output Capacity | 80 | 70 | Gemini 3 Flash Preview |
Our composite score (0–100) combines six weighted signals: benchmark performance (25%), pricing efficiency (25%), context window size (15%), model recency (15%), output capacity (10%), and capability versatility (10%). Here's what the scores mean for these two models:
Scores 89/100 (rank #12), placing it in the top 96% of all 290 models tracked.
Scores 72/100 (rank #143), placing it in the top 51% of all 290 models tracked.
Gemini 3 Flash Preview has a 17-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
Llama 4 Scout offers 89% better value per quality point. At 1M tokens/day, you'd spend $5.70/month with Llama 4 Scout vs $52.50/month with Gemini 3 Flash Preview - a $46.80 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. Llama 4 Scout also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.30/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (89/100) 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
Gemini 3 Flash Preview clearly outperforms Llama 4 Scout with a significant 17.400000000000006-point lead. For most general use cases, Gemini 3 Flash Preview is the stronger choice. However, Llama 4 Scout may still excel in niche scenarios.
Best for Quality
Gemini 3 Flash Preview
Marginally better benchmark scores; both are excellent
Best for Cost
Llama 4 Scout
89% lower pricing; better value at scale
Best for Reliability
Gemini 3 Flash Preview
Higher uptime and faster response speeds
Best for Prototyping
Gemini 3 Flash Preview
Stronger community support and better developer experience
Best for Production
Gemini 3 Flash Preview
Wider enterprise adoption and proven at scale
by Google
| Capability | Gemini 3 Flash Preview | Llama 4 Scout |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoningdiffers | ||
| Web Search | ||
| Image Output |
Meta
Llama 4 Scout saves you $4.00/month
That's 89% cheaper than Gemini 3 Flash 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.
| Parameter | Gemini 3 Flash Preview | Llama 4 Scout |
|---|---|---|
| Context Window | 1.0M | 328K |
| Max Output Tokens | 65,536 | 16,384 |
| Open Source | No | Yes |
| Created | Dec 17, 2025 | Apr 5, 2025 |
Gemini 3 Flash Preview scores 89/100 (rank #12) compared to Llama 4 Scout's 72/100 (rank #143), giving it a 17-point advantage. Gemini 3 Flash Preview is the stronger overall choice, though Llama 4 Scout may excel in specific areas like cost efficiency.
Gemini 3 Flash Preview is ranked #12 and Llama 4 Scout is ranked #143 out of 290+ AI models. Rankings use a composite score combining benchmark performance (25%), pricing (25%), context window (15%), recency (15%), output capacity (10%), and versatility (10%). Scores update hourly.
Llama 4 Scout is cheaper at $0.30/M output tokens vs Gemini 3 Flash Preview's $3.00/M output tokens - 10.0x more expensive. Input token pricing: Gemini 3 Flash Preview at $0.50/M vs Llama 4 Scout at $0.08/M.
Gemini 3 Flash Preview has a larger context window of 1,048,576 tokens compared to Llama 4 Scout's 327,680 tokens. A larger context window means the model can process longer documents and conversations.