Matrix overall
35.9
AVG 87.0 across matrix cells
ActiveModel portfolio
o1-preview
Tap a star to rate
OpenAI · Closed · Context 128K tokens
Cadle Score
134.6
#42 in index
Benchmark average
—
Not enough benchmark results yet
Pricing
$16.50
$66.00 / 1M out · 0.7 pts/$
MODEL MATRIX · TRUTH CENTER CELLS
Overall
35.9
Intelligence
55.6
Coding
—
Reasoning
—
Language
—
Knowledge
—
Agentic
—
MMLU
—
GPQA
—
Math
87.0
LiveCodeBench
—
HumanEval
—
Reason
—
ARC-AGI
—
Coverage AVG
87.0
Pillar Coverage:2 / 7 Core Pillars (29%)
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.
CADLE INSIGHTS
Only measured signals
Benchmark avg
134.6
1 tracked scores
Strongest signal
epoch-eci
Score 134.6
Blended $/1M
$82.50
In $16.50 · Out $66.00
Value index
0.4
Quality ÷ blended $/1M (higher is better)
Context
128K
Provider context window (not max output)
Intel index
55.6
Matrix AA IQ cell
SPEED · COST · QUALITY
Measured matrix and verified gateway observations only.
- Cadle Score
- 134.6
- Overall (Matrix)
- 35.9
- Cadle Intelligence
- 55.6
- Input $/1M
- $16.50
- Output $/1M
- $66.00
- Value pts/$
- 0.67
DESCRIPTION + DETAILS
PROVIDER
OpenAI
CONTEXT
128K tokens
STATUS
ACTIVE
COMMUNITY REVIEWS
Community Reviews & Field Notes
Verified EngineersReal operator evaluations, prompt robustness observations, and deployment notes for o1-preview.
4.5(2)
Leave a Field Observation
Rating:5 - Frontier benchmark
Role:
Tag topic:
Reviews are publicly visible to the engineering community.
Inference OperatorProduction Deployer Verified
Nov 2, 2026
Tested o1-preview on high-concurrency tool loops. Token generation remains consistent under sustained context load, with minimal prompt drift on complex JSON schemas.
Autonomous Agent LeadEval Maintainer Verified
Oct 29, 2026
Evaluated o1-preview on multi-turn code synthesis. Code reasoning and diff application succeed on ~88% of test suites. Best paired with strict system prompt guardrails.
MODEL COMPARISON
| Metric | |
|---|---|
| Provider | OpenAI |
| Release | |
| Input / 1M | $16.50 |
| Output / 1M | $66.00 |
| Context | 128K tokens |
| Cadle Cap | 135 |
| Cap board | Cadle Language Cap 135 |
| epoch-eci | 134.6 |
DATA PROVENANCE
Scores may use different scales — check the Benchmarks tab for source links.
- Supabase models
- Cadle public observations
MEASURED CELLS
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.
Overall35.9
AA IQ55.6
Math87
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