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Gemini 3.1 Pro Preview vs Codestral 2508

vs
Codestral 2508

Mistral AI

40#267
Signal-by-Signal Comparison
SignalGemini 3.1 Pro PreviewDeltaCodestral 2508
Capabilities
100
+50
50
Benchmarks
92
+92
0
Pricing
88
-11
99
Context window size
96
+10
86
Recency
100
+33
67
Output Capacity
80
+60
20
Overall Result
5 wins
of 6
1 wins
Gemini 3.1 Pro Preview wins 5 of 6 signals

Score History

Score History (24 data points)
Gemini 3.1 Pro PreviewCodestral 2508
Gemini 3.1 Pro Preview

92.2

current score

Leader

Gemini 3.1 Pro Preview

right now

Codestral 2508

40

current score

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

Gemini 3.1 Pro Preview

Google

Per request$0.008000
Daily$26.67
Monthly$800.00
Annual$9600.00

Codestral 2508

Mistral AI

Best Value
Per request$0.000750
Daily$2.50
Monthly$75.00
Annual$900.00

Codestral 2508 saves you $725.00/month

That's $8700.00/year compared to Gemini 3.1 Pro Preview at your current usage level of 100K calls/month.

91% cheaper
Choose Codestral 2508 for cost optimization

Gemini 3.1 Pro Preview pricing:
Input:$2.00/M tokens
Output:$12.00/M tokens
Codestral 2508 pricing:
Input:$0.30/M tokens
Output:$0.90/M tokens
Winner
Gemini 3.1 Pro Preview

Google

92

Composite Score

Codestral 2508

Mistral AI

40

Composite Score

Signal-by-Signal Comparison
MetricGemini 3.1 Pro PreviewCodestral 2508Winner
Overall Score
92
40
Gemini 3.1 Pro Preview
Rank#11#267
Gemini 3.1 Pro Preview
Quality Rank#11#267
Gemini 3.1 Pro Preview
Adoption Rank#11#267
Gemini 3.1 Pro Preview
Parameters------
Context Window1049K256K
Gemini 3.1 Pro Preview
Pricing$2.00/$12.00/M$0.30/$0.90/M--
Signal Scores
Capabilities
100
50
Gemini 3.1 Pro Preview
Benchmarks
92
--
Gemini 3.1 Pro Preview
Pricing
88
99
Codestral 2508
Context window size
96
86
Gemini 3.1 Pro Preview
Recency
100
67
Gemini 3.1 Pro Preview
Output Capacity
80
20
Gemini 3.1 Pro Preview
Benchmark Head-to-Head(5 benchmarks)
Gemini 3.1: 0Codestral 2508: 0
Gemini 3.1
Codestral 2508
Normalized 0-100%
MMLU
92.6%-
MMLU-Pro
91.2%-
GPQA Diamond
94.3%-
SWE-bench Verified
80.6%-
Arena Elo
1494-
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.

Gemini 3.1 Pro PreviewElite Tier

Scores 92/100 (rank #11), placing it in the top 97% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Codestral 2508Entry Level

Scores 40/100 (rank #267), placing it in the top 8% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Gemini 3.1 Pro Preview has a 52-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Gemini 3.1 Pro Preview when you need:

  • Processing long documents or large codebases (1049K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Codestral 2508 when you need:

  • High-volume production workloads where API costs must be minimized
Cost-Performance Analysis
Gemini 3.1 Pro Preview
Input cost$2.00/M tokens
Output cost$12.00/M tokens
Cost per quality point$0.152
Est. monthly (1M tokens/day)$210.00
Codestral 2508Best Value
Input cost$0.30/M tokens
Output cost$0.90/M tokens
Cost per quality point$0.030
Est. monthly (1M tokens/day)$18.00

Codestral 2508 offers 91% better value per quality point. At 1M tokens/day, you'd spend $18.00/month with Codestral 2508 vs $210.00/month with Gemini 3.1 Pro Preview - a $192.00 monthly difference.

Latency & Speed
Gemini 3.1 Pro PreviewFaster
Speed score0/100
Codestral 2508
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

Gemini 3.1 Pro Preview

Customer support chatbot

Suitable for user-facing chat with competitive response times. Codestral 2508 also offers lower per-token costs for high-volume support

Gemini 3.1 Pro Preview

Long document analysis

Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass

Gemini 3.1 Pro Preview

Batch data extraction

Lower output pricing ($0.90/M) reduces costs when processing thousands of records daily

Codestral 2508

Creative writing & content

Higher overall composite score (92/100) correlates with better nuance, coherence, and style in long-form content

Gemini 3.1 Pro Preview

Image understanding & OCR

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

Gemini 3.1 Pro Preview
Which Should You Choose?
Our recommendation:
Gemini 3.1 Pro Preview

Gemini 3.1 Pro Preview clearly outperforms Codestral 2508 with a significant 52.2-point lead. For most general use cases, Gemini 3.1 Pro Preview is the stronger choice. However, Codestral 2508 may still excel in niche scenarios.

by Google

  • 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 Mistral AI

  • Choose for Cost - 91% lower pricing; better value at scale
Capability Comparison
CapabilityGemini 3.1 Pro PreviewCodestral 2508
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Gemini 3.1 Pro Preview

Google

$18.00
estimated monthly cost

Codestral 2508

Mistral AI

Best Value
$1.62
estimated monthly cost

Codestral 2508 saves you $16.38/month

That's 91% cheaper than Gemini 3.1 Pro 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
ParameterGemini 3.1 Pro PreviewCodestral 2508
Context Window1.0M256K
Max Output Tokens65,536--
Open SourceNoNo
CreatedFeb 19, 2026Aug 1, 2025
Last updated: 55m ago

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