Interactive Architectural Engine
The Principal ML Decision Catalogue
Input your engineering constraints (Latency SLA, data availability, compute budget) to find the right-sized model pipeline. Stop throwing LLM tokens at tasks classical algorithms solve in 2ms.
The Anti-LLM Architecture Decision Tree
Click any engineering problem domain to trace the optimal non-generative algorithm pipeline.
Step 1: Select Your Problem Domain
Step 2: Specific Data & Query Constraints
Prescribed Production Algorithm:
BM25 Inverted Index
SLA: 0.2ms P99$0.00 / 1M
Why Generative LLM is an Anti-Pattern Here:
Passing 50 docs into a 128k context window costs $0.05/query and adds 2,200ms latency with high needle-in-a-haystack drop rates.