Side-by-side comparison of AI visibility scores, market position, and capabilities
Mountain View ML-powered data observability for raw data lakes monitoring 100% of records without sampling; $11.39M Glasswing/.406 Ventures-backed competing with Monte Carlo for data quality monitoring in open lakehouse architectures.
Telmai is a Mountain View, California-based AI data observability platform — backed by $11.39 million in total funding including a $5.5 million seed round co-led by Glasswing Ventures and .406 Ventures with Zetta Venture Partners — providing data engineers and data scientists with ML-powered real-time monitoring of data quality across data lakes and warehouses in raw format at scale without data sampling, offering record-level anomaly detection, data drift monitoring, and data quality scoring for open architecture environments (Apache Iceberg, Delta Lake, Hudi) that traditional data observability tools built for structured SQL warehouses cannot adequately monitor. Founded in 2020 and generating $2.6 million in revenue in 2024 (up from $1.5M in 2023) with a 14-person team.
In-memory database powering caches, sessions, and real-time AI workloads; Vector Search enables RAG applications using Redis as combined cache and vector store.
Redis is an open-source, in-memory data structure store used as a database, cache, message broker, and streaming engine, and the company Redis Ltd. provides enterprise-grade Redis products and cloud hosting services. Created in 2009 by Salvatore Sanfilippo (antirez), Redis became one of the most popular open-source projects in computing, used by virtually every major technology company for caching, session management, real-time analytics, and pub/sub messaging. Redis Ltd. (the commercial company) was founded to provide enterprise support, Redis Enterprise features, and the Redis Cloud managed service.
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