Agentic analytics is AI agents that answer data questions in plain English. Join the open community learning to build ones your whole company can trust.https://agentic-analytics.io/https://agentic-analytics.io/blog/is-read-only-mcp-access-safe/https://agentic-analytics.io/blog/is-read-only-mcp-access-safe/Read-only database access sounds safe for an AI agent, but a real SQL-injection flaw in a popular MCP server bypassed it. Why it is not enough, and what is.Tue, 07 Jul 2026 00:00:00 GMThttps://agentic-analytics.io/blog/what-is-agentic-analytics/https://agentic-analytics.io/blog/what-is-agentic-analytics/Agentic analytics is AI agents that answer data questions in plain English by writing their own queries. How it works, why it is hard, what makes one reliable.Mon, 06 Jul 2026 00:00:00 GMThttps://agentic-analytics.io/blog/text-to-sql-vs-semantic-layer/https://agentic-analytics.io/blog/text-to-sql-vs-semantic-layer/Text-to-SQL writes queries on the fly, a semantic layer serves predefined metrics. How they differ, what the benchmarks show, and when to use each in an agent.Sun, 05 Jul 2026 00:00:00 GMThttps://agentic-analytics.io/blog/how-to-evaluate-an-analytics-agent/https://agentic-analytics.io/blog/how-to-evaluate-an-analytics-agent/How to evaluate an analytics agent before you trust it. Build a test set, measure execution accuracy, use an LLM judge, and run evals as regression tests.Sat, 04 Jul 2026 00:00:00 GMThttps://agentic-analytics.io/blog/why-text-to-sql-fails/https://agentic-analytics.io/blog/why-text-to-sql-fails/Text-to-SQL works in demos but fails silently on real warehouses. Why it happens, from ambiguous metrics to wrong joins and missing context, and what fixes it.Fri, 03 Jul 2026 00:00:00 GMThttps://agentic-analytics.io/blog/open-source-analytics-agents/https://agentic-analytics.io/blog/open-source-analytics-agents/An open-source analytics agent is one you can read, self-host, and control. Why that matters for data teams, the tradeoffs against closed SaaS, and what to look for.Thu, 02 Jul 2026 00:00:00 GMThttps://agentic-analytics.io/blog/how-to-build-an-analytics-agent/https://agentic-analytics.io/blog/how-to-build-an-analytics-agent/A practical guide to building an analytics agent. Connect your warehouse, engineer the context, give it a correction loop, evaluate accuracy, and deploy.Wed, 01 Jul 2026 00:00:00 GMThttps://agentic-analytics.io/blog/agentic-analytics-use-cases/https://agentic-analytics.io/blog/agentic-analytics-use-cases/Where agentic analytics actually helps, from revenue and finance questions to product analytics, ops, marketing, and giving execs self-serve answers without SQL.Tue, 30 Jun 2026 00:00:00 GMThttps://agentic-analytics.io/blog/what-is-an-ai-data-analyst/https://agentic-analytics.io/blog/what-is-an-ai-data-analyst/An AI data analyst answers data questions in plain English by writing its own queries. What it can do, where it falls short, and how it compares to a human.Mon, 29 Jun 2026 00:00:00 GMThttps://agentic-analytics.io/blog/conversational-analytics-explained/https://agentic-analytics.io/blog/conversational-analytics-explained/Conversational analytics lets anyone query data by asking in plain English. How it works, how it differs from dashboards, and what makes it reliable.Sun, 28 Jun 2026 00:00:00 GMThttps://agentic-analytics.io/blog/is-it-safe-to-give-an-ai-agent-your-data/https://agentic-analytics.io/blog/is-it-safe-to-give-an-ai-agent-your-data/The real risks of giving an analytics agent your data, from exposure to wrong answers, and how to run one safely with governance and self-hosting.Sat, 27 Jun 2026 00:00:00 GMThttps://agentic-analytics.io/blog/analytics-in-slack-and-teams/https://agentic-analytics.io/blog/analytics-in-slack-and-teams/Put an analytics agent in Slack or Teams so anyone can ask data questions where they work. How it works, why chat fits, and what to watch for.Fri, 26 Jun 2026 00:00:00 GMThttps://agentic-analytics.io/blog/why-mcp-alone-is-not-enough/https://agentic-analytics.io/blog/why-mcp-alone-is-not-enough/MCP connects an AI agent to your data, but it does not make the answers correct. Why analytics agents need a semantic layer on top of MCP, and what Gartner says.Thu, 25 Jun 2026 00:00:00 GMThttps://agentic-analytics.io/blog/how-to-test-a-text-to-sql-agent/https://agentic-analytics.io/blog/how-to-test-a-text-to-sql-agent/A hands-on guide to testing a text-to-SQL agent. Build a question set with known answers, measure execution accuracy, and catch silent drift in production.Wed, 24 Jun 2026 00:00:00 GMThttps://agentic-analytics.io/blog/self-host-semantic-layer-for-ai-agents/https://agentic-analytics.io/blog/self-host-semantic-layer-for-ai-agents/Why self-host a semantic layer for AI agents, the dbt Cloud constraint, the open-source options like MetricFlow and Cube, and how it fits an analytics agent.Tue, 23 Jun 2026 00:00:00 GMThttps://agentic-analytics.io/blog/langchain-vs-wren-ai-vs-nao/https://agentic-analytics.io/blog/langchain-vs-wren-ai-vs-nao/Three open-source projects for agentic analytics tested on the same BigQuery question. Setup, accuracy, context approach, and which one to pick.Fri, 22 May 2026 00:00:00 GMThttps://agentic-analytics.io/blog/how-to-make-semantic-layer-work-for-analytics-agents/https://agentic-analytics.io/blog/how-to-make-semantic-layer-work-for-analytics-agents/How to go from a semantic layer answering no questions to 82% reliability across a wide business range, in 4 steps with real benchmark data.Tue, 07 Apr 2026 00:00:00 GMThttps://agentic-analytics.io/blog/how-to-do-data-modeling-for-ai-agents/https://agentic-analytics.io/blog/how-to-do-data-modeling-for-ai-agents/A practical guide to data modeling for AI agents, with clear rules to optimize for precision, reliability, and better chat-with-data performance.Wed, 01 Apr 2026 00:00:00 GMThttps://agentic-analytics.io/blog/how-to-build-context-stack-for-agentic-analytics/https://agentic-analytics.io/blog/how-to-build-context-stack-for-agentic-analytics/A practical 7-step guide for data teams to build a context stack that improves analytics agent reliability, speed, and cost control.Fri, 20 Mar 2026 00:00:00 GMThttps://agentic-analytics.io/blog/how-to-do-context-engineering-for-data-teams/https://agentic-analytics.io/blog/how-to-do-context-engineering-for-data-teams/A summary of three context engineering studies on analytics agents. What actually moves reliability, whether a semantic layer is worth it, and how to set up a testing and monitoring framework.Thu, 19 Mar 2026 00:00:00 GMThttps://agentic-analytics.io/blog/best-analytics-agent-for-data-team/https://agentic-analytics.io/blog/best-analytics-agent-for-data-team/A practical guide to choose the best analytics agent option for your data team, comparing buy, setup, build, and open-source approaches.Mon, 16 Mar 2026 00:00:00 GMThttps://agentic-analytics.io/blog/setup-ai-analytics-slack-bot-open-source/https://agentic-analytics.io/blog/setup-ai-analytics-slack-bot-open-source/A practical step-by-step guide to set up an AI analytics Slack bot with an open source framework so your team can chat with data directly in Slack.Thu, 12 Mar 2026 00:00:00 GMThttps://agentic-analytics.io/blog/setup-ai-analytics-teams-bot-open-source/https://agentic-analytics.io/blog/setup-ai-analytics-teams-bot-open-source/A step-by-step guide to set up an AI analytics Microsoft Teams bot with an open source framework so your team can chat with data directly in Teams.Thu, 12 Mar 2026 00:00:00 GMThttps://agentic-analytics.io/blog/improve-analytics-agent-reliability-steps/https://agentic-analytics.io/blog/improve-analytics-agent-reliability-steps/A practical case study on how context engineering, dbt documentation, and data-model fixes improved an analytics agent from 45% to 86% reliability.Wed, 11 Mar 2026 00:00:00 GMThttps://agentic-analytics.io/blog/build-open-source-analytics-agent-text-to-sql/https://agentic-analytics.io/blog/build-open-source-analytics-agent-text-to-sql/A practical 7-step framework to build your in-house analytics agent fully with open source tooling, from context engineering to evaluation and rollout.Thu, 05 Mar 2026 00:00:00 GMThttps://agentic-analytics.io/blog/deploy-analytics-agent-dbt-mcp-steps/https://agentic-analytics.io/blog/deploy-analytics-agent-dbt-mcp-steps/A practical 5-step setup guide to deploy an analytics agent on dbt MCP with nao, from choosing the right MCP to rolling out chat with data across your company.Tue, 03 Mar 2026 00:00:00 GMThttps://agentic-analytics.io/blog/ai-first-data-team-steps/https://agentic-analytics.io/blog/ai-first-data-team-steps/A practical 5-step guide to turning your team into an AI-first data team with context engineering, open source analytics, and chat with data workflows.Mon, 02 Mar 2026 00:00:00 GMThttps://agentic-analytics.io/blog/claude-skills-for-agentic-analytics/https://agentic-analytics.io/blog/claude-skills-for-agentic-analytics/A practical 7-step guide for data teams to design, organize, and test skills that improve analytics agent reliability and chat-with-data outcomes.Fri, 27 Feb 2026 00:00:00 GMThttps://agentic-analytics.io/blog/analytics-agent-benchmark-context-stack/https://agentic-analytics.io/blog/analytics-agent-benchmark-context-stack/A step-by-step guide to evaluating your analytics agent's reliability using nao's built-in unit test framework, from writing your first test to running the visual dashboard.Thu, 26 Feb 2026 00:00:00 GMThttps://agentic-analytics.io/blog/semantic-layer-impact-analytics-agent/https://agentic-analytics.io/blog/semantic-layer-impact-analytics-agent/We tested MetricFlow semantic layers against a plain rules.md file to measure the real impact on analytics agent reliability, cost, and speed. Here is what the data says.Tue, 24 Feb 2026 00:00:00 GMThttps://agentic-analytics.io/blog/context-impact-analytics-agent/https://agentic-analytics.io/blog/context-impact-analytics-agent/We tested schema, data sampling, profiling, dbt repos, and rules.md to find which context pieces actually improve analytics agent reliability. Here is what the data says.Sat, 21 Feb 2026 00:00:00 GMThttps://agentic-analytics.io/blog/open-source-analytics-agent-builder-playbook/https://agentic-analytics.io/blog/open-source-analytics-agent-builder-playbook/Compared 5 open source analytics agents on SQL accuracy, context depth, and production readiness. Find the right stack for your data team.Wed, 18 Feb 2026 00:00:00 GMThttps://agentic-analytics.io/blog/open-framework-context-engineering/https://agentic-analytics.io/blog/open-framework-context-engineering/Analytics agents won't scale without a proper context stack. Here is why context engineering needs its own open framework, and what that framework looks like.Sat, 14 Feb 2026 00:00:00 GMThttps://agentic-analytics.io/blog/natural-language-replacing-bi-dashboards/https://agentic-analytics.io/blog/natural-language-replacing-bi-dashboards/Why natural language interfaces are displacing traditional BI dashboards, and how to prepare your data warehouse for this shift.Thu, 05 Feb 2026 00:00:00 GMThttps://agentic-analytics.io/blog/build-production-ready-ai-agents/https://agentic-analytics.io/blog/build-production-ready-ai-agents/A complete guide to building reliable AI agents for data analytics, from context engineering to production deployment.Wed, 04 Feb 2026 00:00:00 GMThttps://agentic-analytics.io/blog/ai-data-agents-compared/https://agentic-analytics.io/blog/ai-data-agents-compared/A full benchmark of 20 AI analytics agents on accuracy, cost, context depth, and data team UX. Warehouse-native tools, AI-native BI, and open-source agents compared.Tue, 03 Feb 2026 00:00:00 GMThttps://agentic-analytics.io/blog/git-basics-for-data-professionals/https://agentic-analytics.io/blog/git-basics-for-data-professionals/Learn Git essentials for data professionals, including practical workflows and how AI can help automate version control for SQL, Python, and data projects.Thu, 09 Oct 2025 00:00:00 GMThttps://agentic-analytics.io/blog/data-stack-guide/https://agentic-analytics.io/blog/data-stack-guide/A comprehensive guide to choosing the right data stack for your company's stage and data maturity.Sun, 05 Oct 2025 00:00:00 GMThttps://agentic-analytics.io/blog/dbt-setup-guide/https://agentic-analytics.io/blog/dbt-setup-guide/Learn to set up dbt Core in 2026. Install the CLI, write staging and fact models on BigQuery, add tests, and use AI to build 10x faster.Mon, 01 Sep 2025 00:00:00 GMT