Gemini 3.1 Flash-Lite vs Kimi K3

Gemini 3.1 Flash-Lite and Kimi K3 are both current production-tier models. Gemini 3.1 Flash-Lite is meaningfully cheaper at $0.25 / $1.5 per 1M. Kimi K3 leads on coding, reasoning, general knowledge.

Specs side by side

Metric
Google
Gemini 3.1 Flash-Lite
Z.ai
Kimi K3
Input price (per 1M)$0.25$3
Output price (per 1M)$1.5$15
Context window1M tokens1.0M tokens
Speed tierultrabalanced
Open weightsNoNo
EU regionYesNo
Free tierGoogle AI StudioNo
Prompt cachingNoYes
Vision inputYesYes
Extended thinkingNoYes

When to choose each

Google Free tier

Choose Gemini 3.1 Flash-Lite if…

  • Cost is a priority ($0.25 / $1.5 per 1M vs $3 / $15 per 1M)
  • Low latency matters (ultra vs balanced)
  • EU data residency is required
  • You want a free tier for prototyping
Z.ai

Choose Kimi K3 if…

  • Coding is central to your workload
  • Reasoning is central to your workload

Benchmark delta

Gemini 3.1 Flash-Lite leads on

Gemini 3.1 Flash-Lite has no meaningful benchmark lead in this pair.

Kimi K3 leads on

  • Coding
  • Reasoning
  • General knowledge
  • Instruction following
  • Multilingual
  • Vision
  • Tool use

FAQ — Gemini 3.1 Flash-Lite vs Kimi K3

Gemini 3.1 Flash-Lite vs Kimi K3 — which is better?

Gemini 3.1 Flash-Lite and Kimi K3 are both current production-tier models. Gemini 3.1 Flash-Lite is meaningfully cheaper at $0.25 / $1.5 per 1M. Kimi K3 leads on coding, reasoning, general knowledge. The right pick depends on your use case — see "When to choose each" above for a data-driven decision.

How does Gemini 3.1 Flash-Lite pricing compare to Kimi K3?

Gemini 3.1 Flash-Lite costs $0.25 / $1.5 per 1M vs Kimi K3 at $3 / $15 per 1M. Gemini 3.1 Flash-Lite is cheaper on output tokens by roughly 900%. Both support prompt caching, which reduces effective cost by 80-90% on repeat system prompts.

Does Gemini 3.1 Flash-Lite or Kimi K3 have the bigger context window?

Kimi K3 has a 1.0M-token context window — 1× the 1M context of Gemini 3.1 Flash-Lite. Enough for entire codebases, books, or multi-document RAG.

Is there a free tier for Gemini 3.1 Flash-Lite or Kimi K3?

Gemini 3.1 Flash-Lite: yes — Reduced daily quota; most generous free tier of any frontier lab. Kimi K3: no — No free API tier; kimi.com web chat is free with limits.

Which is better for coding — Gemini 3.1 Flash-Lite or Kimi K3?

Kimi K3 leads on coding benchmarks (Gemini 3.1 Flash-Lite: 72/100, Kimi K3: 95/100). For production coding agents also weigh tool-use performance — Gemini 3.1 Flash-Lite scores 76, Kimi K3 scores 90.