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Kimi K2.6 vs Ling 3.0 Flash Fin

Kimi K2.6 and Ling 3.0 Flash Fin are closely matched at 43.8 and 43.3 on the LLM Stats Score. Ling 3.0 Flash Fin is 16.0x cheaper per token.

Moonshot AI · InclusionAI · Updated for 2026

Which is better?

Kimi K2.6 and Ling 3.0 Flash Fin are closely matched on the overall LLM Stats Score at 43.8 and 43.3.

In the 2 individual benchmarks reported for both models, Ling 3.0 Flash Fin wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, Ling 3.0 Flash Fin is roughly 16.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Kimi K2.6

  • you need open weights you can self-host or fine-tune

Choose Ling 3.0 Flash Fin

  • you value its reported benchmark strengths — it wins 2 of 2 exact shared results
  • cost matters — it's about 16.0x cheaper per token
  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Core performance indexes
43.8
#36
43.3
#39
44.0
#36
44.7
#32
27.0
#45
29.5
#35
Cost, coverage & limits
Benchmark wins
0 of 2
2 of 2
Input price
$0.75 / M
$0.06 / M
Output price
$3.50 / M
$0.18 / M
Context window
262,144
262,144

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Kimi K2.6
Ling 3.0 Flash Fin
22.0#47
20.5#56
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

28 reported for Kimi K2.6 · 6 for Ling 3.0 Flash Fin

2 shared

Kimi K2.6 outperforms in 0 benchmarks, while Ling 3.0 Flash Fin is better at 2 benchmarks (APEX-Agents, Finance Agent v2).

Ling 3.0 Flash Fin significantly outperforms across most benchmarks.

Tue Sep 08 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Ling 3.0 Flash Fin costs less

For input processing, Kimi K2.6 ($0.75/1M tokens) is 12.5x more expensive than Ling 3.0 Flash Fin ($0.06/1M tokens).

For output processing, Kimi K2.6 ($3.50/1M tokens) is 19.4x more expensive than Ling 3.0 Flash Fin ($0.18/1M tokens).

In conclusion, Kimi K2.6 is more expensive than Ling 3.0 Flash Fin.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Tue Sep 08 2026 • llm-stats.com
Moonshot AI
Kimi K2.6
Input tokens$0.75
Output tokens$3.50
Best providerDeepinfra
InclusionAI
Ling 3.0 Flash Fin
Input tokens$0.06
Output tokens$0.18
Best providerDeepinfra
Notice missing or incorrect data?Start an Issue

Model Size

Parameter count comparison

876.0B diff

Kimi K2.6 has 876.0B more parameters than Ling 3.0 Flash Fin, making it 706.5% larger.

Moonshot AI
Kimi K2.6
1.0Tparameters
InclusionAI
Ling 3.0 Flash Fin
124.0Bparameters
1000.0B
Kimi K2.6
124.0B
Ling 3.0 Flash Fin

Context Window

Maximum input and output token capacity

Both models have the same input context window of 262,144 tokens. Ling 3.0 Flash Fin can generate longer responses up to 262,144 tokens, while Kimi K2.6 is limited to 131,072 tokens.

Moonshot AI
Kimi K2.6
Input262,144 tokens
Output131,072 tokens
InclusionAI
Ling 3.0 Flash Fin
Input262,144 tokens
Output262,144 tokens
Tue Sep 08 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Kimi K2.6 supports multimodal inputs, whereas Ling 3.0 Flash Fin does not.

Kimi K2.6 can handle both text and other forms of data like images, making it suitable for multimodal applications.

Kimi K2.6

Text
Images
Audio
Video

Ling 3.0 Flash Fin

Text
Images
Audio
Video

Release Timeline

When each model was launched

Kimi K2.6 was released on 2026-04-20, while Ling 3.0 Flash Fin was released on 2026-09-03.

Ling 3.0 Flash Fin is 5 months newer than Kimi K2.6.

Kimi K2.6

Apr 20, 2026

4 months ago

Ling 3.0 Flash Fin

Sep 3, 2026

5 days ago

4mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

Kimi K2.6 is available from DeepInfra, Fireworks, Moonshot AI, Novita, Together. Ling 3.0 Flash Fin is available from DeepInfra.

Kimi K2.6

deepinfra logo
Deepinfra
Input Price:Input: $0.75/1MOutput Price:Output: $3.50/1M
fireworks logo
Fireworks
Input Price:Input: $0.95/1MOutput Price:Output: $4.00/1M
moonshot logo
Unknown Organization
Input Price:Input: $0.95/1MOutput Price:Output: $4.00/1M
novita logo
Novita
Input Price:Input: $0.95/1MOutput Price:Output: $4.00/1M
together logo
Together
Input Price:Input: $1.20/1MOutput Price:Output: $4.50/1M

Ling 3.0 Flash Fin

deepinfra logo
Deepinfra
Input Price:Input: $0.06/1MOutput Price:Output: $0.18/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Kimi K2.6 and Ling 3.0 Flash Fin side-by-side, then vote on the output you prefer.

Kimi K2.6
✓ Preferred
Ling 3.0 Flash Fin
Open in Playground

FAQ

Common questions about Kimi K2.6 vs Ling 3.0 Flash Fin.

Which is better, Kimi K2.6 or Ling 3.0 Flash Fin?

Kimi K2.6 and Ling 3.0 Flash Fin are closely matched on the LLM Stats Score at 43.8 and 43.3. Kimi K2.6 is made by Moonshot AI and Ling 3.0 Flash Fin is made by InclusionAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Kimi K2.6 compare to Ling 3.0 Flash Fin in benchmarks?

Kimi K2.6 scores V*: 96.9%, AIME 2026: 96.4%, MathVision: 93.2%, HMMT Feb 26: 92.7%, GPQA: 90.5%. Ling 3.0 Flash Fin scores SpreadSheetBench-v1: 86.5%, Finance Agent v1.1: 69.2%, Finance Agent v2: 59.8%, Tau3 Banking: 41.0%, APEX-Agents: 29.2%.

Is Kimi K2.6 cheaper than Ling 3.0 Flash Fin?

Ling 3.0 Flash Fin is 12.5x cheaper for input tokens. Kimi K2.6 costs $0.75/M input and $3.50/M output via deepinfra. Ling 3.0 Flash Fin costs $0.06/M input and $0.18/M output via deepinfra.

What are the context window sizes for Kimi K2.6 and Ling 3.0 Flash Fin?

Kimi K2.6 supports 262K tokens and Ling 3.0 Flash Fin supports 262K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Kimi K2.6 and Ling 3.0 Flash Fin?

Key differences include LLM Stats Score (43.8 vs 43.3), input pricing ($0.75 vs $0.06/M), multimodal support (yes vs no), licensing (Modified MIT License vs Unknown). See the full comparison above for benchmark-by-benchmark results.

Who makes Kimi K2.6 and Ling 3.0 Flash Fin?

Kimi K2.6 is developed by Moonshot AI and Ling 3.0 Flash Fin is developed by InclusionAI.