Pairwise benchmark snapshot · Aug 16, 2026

Gemini 3 Flash vs MoonshotAI: Kimi K2 0711 benchmark

Name: Gemini 3 Flash vs MoonshotAI: Kimi K2 0711 AI benchmark comparison
Creator: CompareLLM
License: https://creativecommons.org/licenses/by/4.0/

This page compares Gemini 3 Flash (Google) and MoonshotAI: Kimi K2 0711 (Moonshot) using the latest snapshots we have as of Aug 16, 2026. On preference Elo, Gemini 3 Flash is ahead by 30 points (1,495 vs 1,465; seed-bootstrap (Aug 1, 2026)). On SWE-bench coding, Gemini 3 Flash resolves 75.8% versus 65.8% (seed-bootstrap (Aug 1, 2026)). Gemini 3 Flash streams faster (190 tok/s) while MoonshotAI: Kimi K2 0711 is the cheaper output token ($2.3/1M). Gemini 3 Flash has the larger context window (1M tokens). Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.

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Google

Gemini 3 Flash

Fast Google frontier-adjacent model. Near-top official SWE-bench at a fraction of Opus price.

Elo 1,495$3/1M out

Moonshot

MoonshotAI: Kimi K2 0711

Auto-discovered from OpenRouter (moonshotai/kimi-k2). Preview until a second source matches.

Elo 1,465$2.3/1M out

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Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

Gemini 3 Flash (9)vsMoonshotAI: Kimi K2 0711 (1)

Gemini 3 Flash: 9W (90%)Overall: Gemini 3 FlashMoonshotAI: Kimi K2 0711: 1W (10%)

← Gemini 3 FlashMoonshotAI: Kimi K2 0711 →

Gemini 3 Flash (5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Preference Elo

1,495vs1,465

Coding Elo

1,510vs1,470

SWE-bench

75.8%vs65.8%

LiveBench

66.8%vs62.8%

GPQA Diamond

78.4%vs76.5%

Gemini 3 Flash: 5WMoonshotAI: Kimi K2 0711: 0W

Gemini 3 Flash (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed

190 tok/svs85 tok/s

Time to first token

95 msvs240 ms

Gemini 3 Flash: 2WMoonshotAI: Kimi K2 0711: 0W

Gemini 3 Flash (2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price

$3/1Mvs$2.3/1M

Input price

$0.5/1Mvs$0.57/1M

Context window

1Mvs131k

Gemini 3 Flash: 2WMoonshotAI: Kimi K2 0711: 1W

Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect

Percentile 0–100

Dimensional AdvantageGemini 3 Flash 5/6

Preference Elo

Gemini 3 Flash

30 pts advantage

Throughput Speed

Gemini 3 Flash

105 tok/s faster

Price Efficiency

MoonshotAI: Kimi K2 0711

$0.70/1M cheaper

Full Benchmark Score Matrix

—

Elo

High is better

+2%1,495

EloHigh is better

1,465

Code Elo

High is better

+3%1,510

Code EloHigh is better

1,470

LiveBench

High is better

+6%66.8%

LiveBenchHigh is better

62.8%

SWE-bench

High is better

+15%75.8%

SWE-benchHigh is better

65.8%

GPQA

High is better

+2%78.4%

GPQAHigh is better

76.5%

TTFT

Low is better

+153%95 ms

TTFTLow is better

240 ms

Speed

High is better

+124%190 tok/s

SpeedHigh is better

85 tok/s

In $

Low is better

+14%$0.5/1M

In $Low is better

$0.57/1M

Out $

Low is better

$3/1M

Out $Low is better

$2.3/1M+30%

Context

High is better

+700%1M

ContextHigh is better

131k

Interactive Simulator

Workload Cost & Savings Calculator

Simulate monthly production API costs based on published $/1M tokens.

Save up to 13% with MoonshotAI: Kimi K2 0711

Monthly Volume50M tokens/mo

Quick Presets:

Token Ratio (In vs Out)70% In / 30% Out

RAG / Search (10% out)Coding / Chat (50% out)

Gemini 3 Flash$62.50 / mo

In: $17.50Out: $45.00

MoonshotAI: Kimi K2 0711$54.45 / mo

In: $19.95Out: $34.50

Estimated Cost Delta

MoonshotAI: Kimi K2 0711 is estimated to save $8.05/month ($97/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

1
Gemini 3 Flash:Pick Gemini 3 Flash when repo-level coding accuracy is the constraint.
2
MoonshotAI: Kimi K2 0711:Pick MoonshotAI: Kimi K2 0711 when you are optimizing output cost.
3
Gemini 3 Flash:Pick Gemini 3 Flash when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGemini 3 Flash

Higher SWE-bench (75.8%).

High-volume chatMoonshotAI: Kimi K2 0711

Lower output list price ($2.3/1M).

Voice / low-latency UIGemini 3 Flash

Lower TTFT (95 ms).

Long-document RAGGemini 3 Flash

Larger window (1M).

Screenshots / visionGemini 3 Flash

Both accept images. Defaulting to the higher-Elo side (Gemini 3 Flash).

Target Workload	Recommended Pick	Evaluation Rationale
Repo / coding agents	Gemini 3 Flash	Higher SWE-bench (75.8%).
High-volume chat	MoonshotAI: Kimi K2 0711	Lower output list price ($2.3/1M).
Voice / low-latency UI	Gemini 3 Flash	Lower TTFT (95 ms).
Long-document RAG	Gemini 3 Flash	Larger window (1M).
Screenshots / vision	Gemini 3 Flash	Both accept images. Defaulting to the higher-Elo side (Gemini 3 Flash).

Related Editorial Dispatches & Benchmark Notes

View all news

launchMar 16, 2026

Gemini 3 Flash: near-top official SWE-bench at a fraction of Opus

March 2026 speed SKU. Still a useful cheap-coding compare even after 3.6/3.7 Flash.

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LIVE

Google

Gemini 3 Flash

Elo 1,495

LiveBench66.8%

SWE-bench75.8%

Speed190 tok/s

Output cost$3/1M

Moonshot

MoonshotAI: Kimi K2 0711

Elo 1,465

LiveBench62.8%

SWE-bench65.8%

Speed85 tok/s

Output cost$2.3/1M

Frequently Asked Questions

Which is better overall, Gemini 3 Flash or MoonshotAI: Kimi K2 0711?: Gemini 3 Flash has the higher preference Elo in our latest snapshot (1,495). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Gemini 3 Flash or MoonshotAI: Kimi K2 0711?: Gemini 3 Flash leads SWE-bench at 75.8% vs 65.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?: MoonshotAI: Kimi K2 0711 output tokens are $2.3/1M versus $3/1M. Input prices and retry rates still move the real bill.
Which is faster, Gemini 3 Flash or MoonshotAI: Kimi K2 0711?: Gemini 3 Flash has the lower time-to-first-token (95 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?: Gemini 3 Flash accepts 1M tokens versus 131k.
Can I self-host either model?: Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?: No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?: Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Gemini 3 Flash and MoonshotAI: Kimi K2 0711 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Gemini 3 Flash matchups →|All MoonshotAI: Kimi K2 0711 matchups →

Gemini 3 Flash vs Gemini 2.5 Flash (previous gemini-flash)Gemini 3 Flash vs Gemini 3.6 Flash (next gemini-flash)MoonshotAI: Kimi K2 0711 vs Kimi Chat 1.5 (previous kimi)MoonshotAI: Kimi K2 0711 vs MoonshotAI: Kimi K2.5 (next kimi)Gemini 2.0 Flash Thinking vs Gemini 3 Flash Kimi K3 vs Gemini 3 Flash

Gemini 3 Flash vs MoonshotAI: Kimi K2 0711 benchmark

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

Gemini 3 Flash (9)vsMoonshotAI: Kimi K2 0711 (1)

Gemini 3 Flash: 9W (90%)Overall: Gemini 3 FlashMoonshotAI: Kimi K2 0711: 1W (10%)

← Gemini 3 FlashMoonshotAI: Kimi K2 0711 →

Gemini 3 Flash (5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Preference Elo

1,495vs1,465

Coding Elo

1,510vs1,470

SWE-bench

75.8%vs65.8%

LiveBench

66.8%vs62.8%

GPQA Diamond

78.4%vs76.5%

Gemini 3 Flash: 5WMoonshotAI: Kimi K2 0711: 0W

Gemini 3 Flash (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed

190 tok/svs85 tok/s

Time to first token

95 msvs240 ms

Gemini 3 Flash: 2WMoonshotAI: Kimi K2 0711: 0W

Gemini 3 Flash (2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price

$3/1Mvs$2.3/1M

Input price

$0.5/1Mvs$0.57/1M

Context window

1Mvs131k

Gemini 3 Flash: 2WMoonshotAI: Kimi K2 0711: 1W

Recommended Workload Routing

Repo / coding agentsGemini 3 Flash

Higher SWE-bench (75.8%).

High-volume chatMoonshotAI: Kimi K2 0711

Lower output list price ($2.3/1M).

Voice / low-latency UIGemini 3 Flash

Lower TTFT (95 ms).

Long-document RAGGemini 3 Flash

Larger window (1M).

Screenshots / visionGemini 3 Flash

Both accept images. Defaulting to the higher-Elo side (Gemini 3 Flash).

Target Workload	Recommended Pick	Evaluation Rationale
Repo / coding agents	Gemini 3 Flash	Higher SWE-bench (75.8%).
High-volume chat	MoonshotAI: Kimi K2 0711	Lower output list price ($2.3/1M).
Voice / low-latency UI	Gemini 3 Flash	Lower TTFT (95 ms).
Long-document RAG	Gemini 3 Flash	Larger window (1M).
Screenshots / vision	Gemini 3 Flash	Both accept images. Defaulting to the higher-Elo side (Gemini 3 Flash).

Frequently Asked Questions

Which is better overall, Gemini 3 Flash or MoonshotAI: Kimi K2 0711?

Gemini 3 Flash has the higher preference Elo in our latest snapshot (1,495). “Better” still depends on coding, price, and latency — see the table.

Which is better at coding, Gemini 3 Flash or MoonshotAI: Kimi K2 0711?

Gemini 3 Flash leads SWE-bench at 75.8% vs 65.8%. SWE-bench is one harness, not your repo.

Which is cheaper to run in production?

MoonshotAI: Kimi K2 0711 output tokens are $2.3/1M versus $3/1M. Input prices and retry rates still move the real bill.

Which is faster, Gemini 3 Flash or MoonshotAI: Kimi K2 0711?

Gemini 3 Flash has the lower time-to-first-token (95 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.

Which has the larger context window?

Gemini 3 Flash accepts 1M tokens versus 131k.

Can I self-host either model?

Neither model is marked open-weights here. You are comparing hosted APIs.

Are these scores from CompareLLM’s own evals?

No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.

What does preference Elo mean on this page?

Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Gemini 3 Flash and MoonshotAI: Kimi K2 0711 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

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Interactive Comparison Diagram

Tug-of-War Matchup Matrix

Intelligence & Reasoning

Speed & Latency

Pricing & Capacity

Multi-Dimensional Capability Radar

Gemini 3 Flash

Gemini 3 Flash

MoonshotAI: Kimi K2 0711

Full Benchmark Score Matrix

Workload Cost & Savings Calculator

Key Selection Recommendations

Recommended Workload Routing

Related Editorial Dispatches & Benchmark Notes

Gemini 3 Flash: near-top official SWE-bench at a fraction of Opus

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Gemini 3 Flash

MoonshotAI: Kimi K2 0711

Frequently Asked Questions

Related news

Similar Head-to-Head Comparisons

Swap or Add Any Model to this Matchup

Interactive Comparison Diagram

Tug-of-War Matchup Matrix

Intelligence & Reasoning

Speed & Latency

Pricing & Capacity

Multi-Dimensional Capability Radar

Gemini 3 Flash

Gemini 3 Flash

MoonshotAI: Kimi K2 0711

Full Benchmark Score Matrix

Workload Cost & Savings Calculator

Key Selection Recommendations

Recommended Workload Routing

Related Editorial Dispatches & Benchmark Notes

Gemini 3 Flash: near-top official SWE-bench at a fraction of Opus

Cast Your Matchup Vote

Community Discussions (0)

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CompareLLM Matrix

Gemini 3 Flash

MoonshotAI: Kimi K2 0711

Frequently Asked Questions

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Similar Head-to-Head Comparisons