Mathematically grounded product evaluations of frontier AI models and agentic systems across Evidence Integrity (25%), Demonstrated Capability (30%), Human Experience (20%), Trajectory & Value (15%), and Machine Web Readiness (Observatory).
Gemini 4 Argon High by Google DeepMind leads the composite 5-Dimension rankings with an overall score of 91.2 (95% CI ±0.4), driven by a 94.0 in Demonstrated Capability (SWE-bench Verified 78.4%) and C2PA cryptographic attestations.
Scores reflect weighted formulas: Evidence Integrity (25%), Demonstrated Capability (30%), Human Experience (20%), and Trajectory & Value (15%). Dimension E measures machine web readiness and is strictly isolated to the Observatory.
DeepSeek-V4.1 Flash ($0.14/$0.28 per M tokens) and Llama Spark 1.3 Max ($0.20/$0.60 per M tokens) offer enterprise-grade reasoning and SWE capability at a fraction of frontier API pricing.
Continuous mathematical evaluations across 5 standardized dimensions. Audited under Zero-Incentive Protocol (ZIP-1.0).
| Rank | Product & Provider | 5D Composite | Dim A (25%) | Dim B (30%) | Dim C (20%) | Dim D (15%) | Pricing (In/Out 1M) | Context | Audit Status |
|---|---|---|---|---|---|---|---|---|---|
| #1 |
Gemini 4 Argon High
Google · Reasoning
|
91.2 ±0.4 | 0.92 | 0.95 | 0.89 | 0.86 | $1.25 / $5 | 2,000,000 tokens | VERIFIED |
| #2 |
GPT-6 Astra Max
OpenAI · Reasoning
|
90.3 ±0.3 | 0.94 | 0.96 | 0.88 | 0.74 | $2.5 / $10 | 256,000 tokens | VERIFIED |
| #3 |
Claude Opus 5.5 Max
Anthropic · Agentic
|
89.8 ±0.5 | 0.95 | 0.94 | 0.91 | 0.72 | $3 / $15 | 500,000 tokens | VERIFIED |
| #4 |
Llama Spark 1.3 Max
Meta · Coding
|
88.4 ±0.4 | 0.91 | 0.92 | 0.86 | 0.94 | $0.2 / $0.6 | 128,000 tokens | VERIFIED |
| #5 |
DeepSeek-V4.1 Flash
DeepSeek · Coding
|
87.9 ±0.5 | 0.9 | 0.91 | 0.85 | 0.96 | $0.14 / $0.28 | 128,000 tokens | VERIFIED |
| #6 |
MiMo-V2.6-Pro
Xiaomi · Multimodal
|
85.6 ±0.6 | 0.88 | 0.89 | 0.84 | 0.91 | $0.35 / $0.9 | 256,000 tokens | VERIFIED |
Dimension E measures machine web readiness, real-time discoverability, and programmatic autonomy. Per AKI platform architecture, Dimension E is strictly isolated to the Observatory and does not distort human composite scoring.
Composite evaluation score: S_composite = (0.25 * Dim_A + 0.30 * Dim_B + 0.20 * Dim_C + 0.15 * Dim_D) * M_freshness - P_hype.
Zero-Incentive Protocol (ZIP-1.0) ensures commercial neutrality, zero sponsored rankings, and reproducible cryptographic proof chains.