GPT-5 Nano
gpt-5-nano
Llama 3 70B
llama-3-70b
Surgically Auditing: Deep Logic
3-YEAR STRATEGIC LOSS PROJECTION
-$359.01
Without optimization protocols, current model choices will result in -$119.67 capital loss per year.
EFFICIENCY SCORE
72%
This model achieves a 72 benchmark score in this category.
CATEGORY GAP
26 puan
Distance from Leader
Competitive Landscape Analysis
Source: MMLU-Pro + GPQA Diamond (Apr 2026)
Category Champion: Claude Opus 4.6
According to MMLU-Pro + GPQA Diamond (Apr 2026) data, Claude Opus 4.6 provides the optimum balance for Deep Logic tasks.
Market Score
%98
Savings Rate
%-3989
Operational Prescription
- Implement model cascading to optimize token spend.
- Analyze complex_reasoning data to leverage local semantic caching.
COST_AUDIT_PROTOCOL
Kategorik Uyum
"GPT-5 Nano bu kategoride 72 puan alarak uygun bir seçim."
Kategorik Alternatif Fırsatı
"Claude Opus 4.6, MMLU-Pro + GPQA Diamond (Apr 2026) verilerine göre complex_reasoning kategorisinde 98 puanla lider konumda."
Atalet Vergisi (Inertia Tax)
"Trafiğin %85'i daha ucuz modellere yönlendirilebilir. Fast tier (DeepSeek V3) ve Smart tier (GPT-5.2 Chat) ile aylık -$9.97 tasarruf edilebilir."
3-Tier Intelligent Routing Architecture
-3989% SAVINGS VIA ROUTINGDeepSeek V3
IQ Score: 91/100
$30.24/yr
GPT-5.2 Chat
IQ Score: 96/100
$793.80/yr
Claude Opus 4.6
IQ Score: 98/100
$648.00/yr
Without tiered routing, you pay the 'Inertia Tax' — routing all traffic to the most expensive model regardless of task complexity. Tiered cascade eliminates $0.00/year in avoidable overhead.
Deep Logic — Model Cost / Quality Matrix
Source: MMLU-Pro + GPQA Diamond (Apr 2026)| Model | Benchmark | Input (per M) | Output (per M) | Annual Cost* | Value Index |
|---|---|---|---|---|---|
Claude Opus 4.6LEADER | 98/100 | $5.00 | $25.00 | $360.00 | 1/100 |
GPT-5.2 Chat | 96/100 | $1.75 | $14.00 | $189.00 | 2/100 |
Claude 3.5 Sonnet | 93/100 | $3.00 | $15.00 | $216.00 | 2/100 |
DeepSeek V3 | 91/100 | $0.14 | $0.28 | $5.04 | 75/100 |
Claude 3 Opus | 90/100 | $15.00 | $75.00 | $1,080.00 | 0/100 |
GPT-4o | 90/100 | $2.50 | $10.00 | $150.00 | 3/100 |
Gemini 3.1 Pro | 89/100 | $2.00 | $12.00 | $168.00 | 2/100 |
Gemini 1.5 Pro | 87/100 | $1.25 | $5.00 | $75.00 | 5/100 |
Gemini 1.5 Pro | 87/100 | $1.25 | $5.00 | $75.00 | 5/100 |
DeepSeek V3.2 | 83/100 | $0.26 | $0.38 | $7.68 | 45/100 |
Llama 3 70B | 79/100 | $0.65 | $2.75 | $40.80 | 8/100 |
GPT-4o Mini | 78/100 | $0.15 | $0.60 | $9.00 | 36/100 |
Gemini 1.5 Flash | 76/100 | $0.07 | $0.30 | $4.50 | 70/100 |
Gemini 1.5 Flash | 76/100 | $0.07 | $0.30 | $4.50 | 70/100 |
GPT-5 NanoSELECTEDBEST VALUE | 72/100 | $0.10 | $0.15 | $3.00 | 100/100 |
Claude 3 Haiku | 70/100 | $0.25 | $1.25 | $18.00 | 16/100 |
* Annual cost for given volumes. Value Index = Score / Cost (Higher = Best Value).
// iOPTERA Surgical Routing Wrapper
const auditModel = async (prompt: string) => {
const complexity = measureComplexity(prompt);
// Tactical Cascade Logic
if (complexity < 0.45) {
// Redirect simple tasks to efficient model
return await llm.call("iOPTERA Optimization", prompt);
}
// High-latency routing for complex reasoning
return await llm.call("Claude Opus 4.6", prompt);
};