Architecture comparison
Observability
Runs primarily on AWS with significant GCP presence; ingests trillions of points/day through Kafka into Cassandra and custom time-series stores. Bits AI / Watchdog use in-house anomaly ML plus LLMs.
Observability
Observability platform; its Query Assistant is built on Anthropic Claude over telemetry.