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Gemini 3.1 Pro Preview (batch) vs Gemini 3.6 Flash

Signal-by-Signal Comparison
SignalGemini 3.1 Pro Preview (batch)DeltaGemini 3.6 Flash
Capabilities
100
--
100
Benchmarks
92
+14
78
Pricing
94
+2
93
Context window size
96
--
96
Recency
100
--
100
Output Capacity
80
--
80
Overall Result
2 wins
of 6
0 wins
Gemini 3.1 Pro Preview (batch) wins 2 of 6 signals

Score History

Score History (2 data points)
Gemini 3.1 Pro Preview (batch)Gemini 3.6 Flash
Gemini 3.1 Pro Preview (batch)

92.2

current score

Leader

Gemini 3.1 Pro Preview (batch)

right now

Gemini 3.6 Flash

79.6

current score

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

Gemini 3.1 Pro Preview (batch)

Google

Best Value
Per request$0.004000
Daily$13.33
Monthly$400.00
Annual$4800.00

Gemini 3.6 Flash

Google

Per request$0.005250
Daily$17.50
Monthly$525.00
Annual$6300.00

Gemini 3.1 Pro Preview (batch) saves you $125.00/month

That's $1500.00/year compared to Gemini 3.6 Flash at your current usage level of 100K calls/month.

24% cheaper
Choose Gemini 3.1 Pro Preview (batch) for cost optimization

Gemini 3.1 Pro Preview (batch) pricing:
Input:$1.00/M tokens
Output:$6.00/M tokens
Gemini 3.6 Flash pricing:
Input:$1.50/M tokens
Output:$7.50/M tokens
Winner
Gemini 3.1 Pro Preview (batch)

Google

92

Composite Score

Gemini 3.6 Flash

Google

80

Composite Score

Signal-by-Signal Comparison
MetricGemini 3.1 Pro Preview (batch)Gemini 3.6 FlashWinner
Overall Score
92
80
Gemini 3.1 Pro Preview (batch)
Rank#16#73
Gemini 3.1 Pro Preview (batch)
Quality Rank#16#73
Gemini 3.1 Pro Preview (batch)
Adoption Rank#16#73
Gemini 3.1 Pro Preview (batch)
Parameters------
Context Window1049K1049K--
Pricing$1.00/$6.00/M$1.50/$7.50/M--
Signal Scores
Capabilities
100
100
Gemini 3.1 Pro Preview (batch)
Benchmarks
92
78
Gemini 3.1 Pro Preview (batch)
Pricing
94
93
Gemini 3.1 Pro Preview (batch)
Context window size
96
96
Gemini 3.1 Pro Preview (batch)
Recency
100
100
Gemini 3.1 Pro Preview (batch)
Output Capacity
80
80
Gemini 3.1 Pro Preview (batch)
Benchmark Head-to-Head(5 benchmarks)
Gemini 3.1: 1Gemini 3.6: 0
Gemini 3.1
Gemini 3.6
Normalized 0-100%
MMLU
92.6%-
MMLU-Pro
91.2%-
GPQA Diamond
94.3%-
SWE-bench Verified
80.6%-
Arena Elo
14941482
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 Preview (batch)Elite Tier

Scores 92/100 (rank #16), placing it in the top 95% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Gemini 3.6 FlashStrong Performer

Scores 80/100 (rank #73), placing it in the top 75% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Gemini 3.1 Pro Preview (batch) has a 13-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Gemini 3.1 Pro Preview (batch) when you need:

  • Step-by-step reasoning and chain-of-thought problem solving

Choose Gemini 3.6 Flash when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Gemini 3.1 Pro Preview (batch)Best Value
Input cost$1.00/M tokens
Output cost$6.00/M tokens
Cost per quality point$0.076
Est. monthly (1M tokens/day)$105.00
Gemini 3.6 Flash
Input cost$1.50/M tokens
Output cost$7.50/M tokens
Cost per quality point$0.113
Est. monthly (1M tokens/day)$135.00

Gemini 3.1 Pro Preview (batch) offers 22% better value per quality point. At 1M tokens/day, you'd spend $105.00/month with Gemini 3.1 Pro Preview (batch) vs $135.00/month with Gemini 3.6 Flash - a $30.00 monthly difference.

Latency & Speed
Gemini 3.1 Pro Preview (batch)Faster
Speed score0/100
Gemini 3.6 Flash
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 (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Gemini 3.1 Pro Preview (batch) also offers lower per-token costs for high-volume support

Gemini 3.1 Pro Preview (batch)

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)

Batch data extraction

Lower output pricing ($6.00/M) reduces costs when processing thousands of records daily

Gemini 3.1 Pro Preview (batch)

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 (batch)

Image understanding & OCR

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

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

Gemini 3.1 Pro Preview (batch) clearly outperforms Gemini 3.6 Flash with a significant 12.600000000000009-point lead. For most general use cases, Gemini 3.1 Pro Preview (batch) is the stronger choice. However, Gemini 3.6 Flash may still excel in niche scenarios.

by Google

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 22% 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

by Google

Consider for specialized use cases.

Capability Comparison
CapabilityGemini 3.1 Pro Preview (batch)Gemini 3.6 Flash
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Gemini 3.1 Pro Preview (batch)

Google

Best Value
$9.00
estimated monthly cost

Gemini 3.6 Flash

Google

$11.70
estimated monthly cost

Gemini 3.1 Pro Preview (batch) saves you $2.70/month

That's 23% cheaper than Gemini 3.6 Flash 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 Preview (batch)Gemini 3.6 Flash
Context Window1.0M1.0M
Max Output Tokens65,53665,536
Open SourceNoNo
CreatedFeb 19, 2026Jul 21, 2026
Last updated: 22m ago

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Gemini 3.1 Pro Preview (batch) vs Gemini 3.6 Flash (2026) | LM Market Cap