glacial-lightweight

byAkhil Adari

. Lightweight LLM operations monitor Large observability platforms are often too complex or expensive for small AI companies. Build a focused tool that records every prompt/model/version and highlights quality regressions, rising token costs, latency spikes, and failed evaluations. Initial wedge: OpenAI, Anthropic, Gemini, and Ollama integrations. Prompt-version comparison. Golden test sets. Cost and latency dashboards. Basic human feedback. Slack or email alerts. Exportable evaluation reports. This aligns with a proven micro-SaaS pattern: niche analytics dashboards that focus on one important KPI rather than trying to replace a complete enterprise platform.