Evidence-gated rankings for LLMs, multimodal models, embeddings, rerankers, speech, and moderation models by task.
Multimodal chatbot behavior with safety controls, brand fit, and escalation constraints.
Reranking retrieved documents, chunks, passages, or candidates.
Document and knowledge-base embeddings selected by retrieval quality, dimensions, language coverage, and vector-store compatibility.
Query rewriting, normalization, and cheap classification.
User-facing summaries, reason codes, and explanations for decisions produced by other systems.
Advisory reasoning for operational systems with human authority and governance constraints.
Extraction, legal/finance documents, citations, structured output, and audit trails.
Image classification and moderation with safety, latency, and policy constraints.
Polished generation, content, and narrative production.
Speech transcription with accuracy, language, latency, privacy, and deployment constraints.
Speech generation with quality, latency, brand voice, language, and provider constraints.