Скачать или смотреть The AI Tradeoffs Pyramid - Finding the AI Nexus For Your Enterprise AI Use Case - Maher Hanafi

Building enterprise AI is a game of "Quadrilemma." You are constantly balancing:
🔹 Quality (Accuracy, Fairness, Correctness, Reasoning Capability...)
🔹 Latency (Speed of response, Time to First Token, Tokens Per Second...)
🔹 Throughput (Scale, Batch Size, Number of Requests Per GPU...)
🔹 Cost (Total Cost of Ownership, Hardware, Software, People, Buy vs Build...)

⚔️ Want higher Quality? Your Latency will suffer.
⚔️ Want higher Throughput? Your Real-time Performance might drop due to batching.
⚔️ Want it all? Your Cost will become unsustainable.

The mistake many leaders make is trying to maximize all four while the real solution is finding the AI Nexus, the optimal optimization point specific to your AI use case and your users needs. That's why I designed the "AI Tradeoffs Pyramid" to help teams visualize these tensions.

We applied this rigorous analysis at Betterworks to our inference stack and it allowed us to speed up response times in some use cases by 750% (7.5x).