CADLE CAP
94
Cadle #18/385 · 81% confidence
Moonshot AI · ProprietaryMoonshotAI: Kimi K3
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Model portfolio
MoonshotAI: Kimi K3
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Moonshot AI · Released 2026-07-16 · v2026-07-16 · Closed · Context 1.0M tokens
MoonshotAI: Kimi K3 is a closed model from Moonshot AI (released 2026-07-16). Context window ~1.0M tokens with capabilities: Vision, Video, Text. List pricing ≈ $0.24 / $10.80 per 1M input/output tokens. Top tracked signals: AGENTIC · benchlm 100.0, MATH · benchlm 97.8, MATH 97.5. Cadle merges provider listings, unified leaderboard medians, and public pricing where available.
Language Cap
94
Cadle Language #18/385 · 81%
Benchmark average
83.0
#48 on the benchmark matrix
Pricing
$0.24
$10.80 / 1M out · 8.4 pts/$
CROSS-BOARD RANKS
Cadle Language LLM #18/385Matrix #48/443BenchLM #16/224AA #47/698vs BenchLM: +1
CADLE CAP vs MODEL MATRIX
Cadle Cap ranks models on every published score we have for them — harder benchmarks weigh more. Missing tests are skipped, not zeroed. It answers who is stronger than whom in today's pool.
Model Matrix is the datasheet: Overall, Intelligence, Coding, Agentic, MMLU, GPQA, Math, LiveCodeBench, HumanEval, Reason, ARC-AGI. A dash means unmeasured. AVG is an importance-weighted mean of that model's filled cells only.
MODEL MATRIX · TRUTH CENTER CELLS
Overall
69.9
AA IQ
43.6
Coding
76.2
Agentic
92.5
MMLU
88.0
GPQA
93.5
Math
97.5
LiveCodeBench
73.3
HumanEval
—
Reason
94.5
ARC-AGI
60.4
Coverage AVG
83.0
Cadle Cap ranks models with within-benchmark percentiles so ARC-AGI ~40 and MMLU ~90 never compete raw. Coverage AVG is an importance-weighted mean of filled expert cells only — blanks are skipped, not zeroed.
ANALYSIS · TRUTH CENTER
Hard benches (GPQA · ARC-AGI · LCB · Agentic) sit left — a mid-40 on ARC-AGI can still be frontier. Broader benches on the right are easier and often higher.
CADLE INSIGHTS
Only measured signals
INTELLIGENCE
53.0
Media Cap quality axis
CODING
76.2
Media Cap quality axis
AGENTIC
92.5
Media Cap quality axis
MATH
97.5
Media Cap quality axis
MATRIX OVERALL
69.9
AVG 83.0 across matrix cells
BENCHMARK AVG
79.6
27 tracked scores
STRONGEST SIGNAL
AGENTIC · benchlm
Score 100.0
SPEED · COST · QUALITY
Measured matrix / AA / gateway rows only.
- Overall (Matrix)
- 69.9
- Cap Intelligence
- 92.7
- AA / Intel index
- 43.6
- Cap Coding
- 80.6
- Matrix Coding
- 76.2
- Speed tok/s
- 39
- Latency
- 3.0 s
- Input $/1M
- $0.24
- Output $/1M
- $10.80
- Value pts/$
- 8.40
DESCRIPTION + DETAILS
MoonshotAI: Kimi K3 is a closed model from Moonshot AI (released 2026-07-16). Context window ~1.0M tokens with capabilities: Vision, Video, Text. List pricing ≈ $0.24 / $10.80 per 1M input/output tokens. Top tracked signals: AGENTIC · benchlm 100.0, MATH · benchlm 97.8, MATH 97.5. Cadle merges provider listings, unified leaderboard medians, and public pricing where available.
PROVIDER
Moonshot AI
RELEASE
2026-07-16
CONTEXT
1.0M tokens
STATUS
ACTIVE
COMMUNITY REVIEWS
OPERATOR NOTES
Quality, latency, cost, and failure modes — not marketing copy.
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MODEL COMPARISON
| Metric | |
|---|---|
| Provider | Moonshot AI |
| Release | 2026-07-16 |
| Input / 1M | $0.24 |
| Output / 1M | $10.80 |
| Context | 1.0M tokens |
| Cadle Cap | 94 |
| Cap board | Cadle Language #18/385 |
| AGENTIC · benchlm | 100.0 |
| MATH · benchlm | 97.8 |
| MATH | 97.5 |
| MATH · epoch | 97.2 |
| GPQA · epoch | 94.6 |
| REASON · benchlm | 94.5 |
| REASON | 94.5 |
| GPQA · benchlm | 93.5 |
| GPQA | 93.5 |
| GPQA · artificial-analysis | 93.5 |
| CODING · benchlm | 93.4 |
| AGENTIC | 92.5 |
DATA PROVENANCE
Scores may use different scales — check the Benchmarks tab for source links.
- OpenRouter / provider APIs (pricing & context)
- Hugging Face Hub (downloads & cards)
- Papers With Code (task benchmarks)
- BenchLM.ai (category rollups + atomic benches)
- Epoch AI Benchmarking Hub (ECI + ZIP CSVs)
- LiveCodeBench (generation / execution / repair / test-output)
- Artificial Analysis (intelligence / indexes)
- LLM Stats (leaderboard + rankings)
- Cadle unified median (equal-weight multi-source)
- Artificial Analysis — throughput, latency, and $/M token snapshots
- Epoch AI Benchmarking Hub — capability CSV exports (when synced)
SOURCE TRACKING
Evidence linked to this model — listing, hub, benchmarks, or live gateway prices.
API
Moonshot AI listing
API
artificial-analysis
API
OpenRouter
COMMUNITY
Papers with Code
COMMUNITY
BenchLM
COMMUNITY
unified-median
COMMUNITY
epoch
MEASURED CELLS
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.
Overall69.9
AA IQ43.6
Coding76.2
Agentic92.5
MMLU88
GPQA93.5
Math97.5
LiveCodeBench73.3
ARC-AGI60.4
AA Index43.6