Cross-Encoder Rerankers - Applies joint cross-attention scoring to query-candidate pairs for high-precision reranking.
RAG Grounding Verifiers - Checks long-document RAG responses for grounding against source contexts up to 32K tokens in real time.
Domain Classifiers - Routes queries to specialized models based on academic or professional domains using a fine-tuned classifier.
Spending Controls - Reserves expensive model capabilities for high-value requests and uses caching and routing to reduce waste.
AI Token Spend Controllers - Reserves premium models and long context for high-value requests using caching and context-aware routing.
Category-Based Caches - Caches query results by category with per-category similarity thresholds and TTLs.
Memory-Augmented Model Routers - Uses conversational memory and retrieval to let lightweight models match larger model performance on persistent queries.
Difficulty-Based Routers - Estimates action difficulty for agent steps and routes to the cheapest model meeting a reliability threshold.
Semantic Search - Encodes queries and candidates into dense vectors to find semantically similar matches for caching or retrieval.
Dense Vector Rankers - Encodes queries and candidates into dense vectors for similarity search and relevance scoring.
Fleet Sizing What-If Simulators - Replays traces and tests planning assumptions through simulation to validate fleet-sizing decisions.
GPU Fleet Capacity Simulators - Sizes multi-pool LLM GPU fleets against latency targets using discrete-event simulation.
GPU Fleet Simulators - Simulates homogeneous, heterogeneous, or disaggregated GPU fleets to determine the configuration that meets a given latency target.
GPU Fleet Cost Comparators - Compares yearly cost across GPU types, routing policies, and threshold settings for fleet optimization.
ML Policy Conflict Detectors - Identifies when probabilistic ML predicates in routing policies silently co-fire on the same query.
Security Decision Loggers - Logs all security decisions and applies model-specific PII policies to meet regulatory requirements.
