Blackman AI – Real-time optimization and routing for LLM usage

Summary: Blackman AI provides real-time insights and optimization for large language model (LLM) usage by compressing prompts, routing requests across hundreds of models, blocking malicious inputs, and improving response quality while reducing costs. It integrates by redirecting LLM calls through a single API endpoint.

What it does

Blackman AI offers prompt compression, intelligent routing for cost and quality balance, semantic caching to avoid redundant calls, and built-in evaluations to enhance responses. It also protects against malicious prompts and delivers real-time visibility into LLM usage.

Who it's for

Teams and developers building with AI who need better cost control, performance monitoring, and consistent evaluation across multiple LLM models.

Why it matters

It addresses unpredictable costs, bloated prompts, inconsistent model use, and lack of actionable observability by providing an optimization layer that improves efficiency and response quality.