--- title: "AI in Analytics — Articles & Guides | OWOX Blog" canonical: "https://www.owox.com/blog/topics/ai" updated: "2026-10-26" --- # AI in Analytics 28 articles · 1 guide [Article · AI in Analytics · Vibe Coding Dashboards: Why Teams Do It and How to Do It Right · Oct 30, 2026](/blog/articles/vibe-coding-dashboards) [Article · AI in Analytics · Machine learning in marketing: the uses your data can actually support · Oct 26, 2026](/blog/articles/machine-learning-in-marketing) [Article · AI in Analytics · AI hallucinating SQL: what it looks like and how to catch it · Oct 14, 2026](/blog/articles/ai-analytics-hallucination-deterministic-sql) [Article · AI in Analytics · Trace an AI answer to its SQL: from number to source table · Oct 14, 2026](/blog/articles/ai-analytics-hallucinations-sql-traceability) [Article · AI in Analytics · AI-ready marketing analytics data: what an AI needs from your ad data · Oct 14, 2026](/blog/articles/ai-ready-marketing-analytics-data) [Article · AI in Analytics · Using ChatGPT to write SQL for your reports: six steps and a check · Oct 14, 2026](/blog/articles/how-to-build-sql-queries-with-chatgpt) [Article · AI in Analytics · MCP and your data warehouse: where cross-tool joins belong · Oct 14, 2026](/blog/articles/mcp-analytics-limitations-cross-tool-joins) [Article · AI in Analytics · How to Review AI-Generated SQL: The Checks, in Order, Tested on ChatGPT and Claude · Oct 14, 2026](/blog/articles/review-ai-generated-sql) [Article · AI in Analytics · Can You Trust AI with Your Business Numbers? · Oct 11, 2026](/blog/articles/can-you-trust-ai-business-numbers) [Article · AI in Analytics · RAG Over Your Warehouse Metadata is a Trap: Describe the Schema Instead · Oct 11, 2026](/blog/articles/rag-warehouse-metadata-trap) [Article · AI in Analytics · Text-to-SQL Accuracy: What a Benchmark Score Tells You About Your Own Warehouse · Oct 11, 2026](/blog/articles/text-to-sql-accuracy-benchmarks-production) [Article · AI in Analytics · Governed AI Analytics on Snowflake: Who Writes the SQL When Finance Asks · Oct 10, 2026](/blog/articles/ai-analytics-on-snowflake) [Article · AI in Analytics · Everyone in the meeting has a different number: how to get one source of truth · Oct 10, 2026](/blog/articles/source-of-truth-your-numbers-answer-to) [Article · AI in Analytics · Governed AI Analytics on BigQuery: Who Writes the SQL When Your Team Asks in Chat · Oct 9, 2026](/blog/articles/ai-analytics-on-bigquery) [Article · AI in Analytics · AI Data Analyst Tools You Can Trust: An Honest Comparison · Oct 9, 2026](/blog/articles/ai-data-analyst-tools-comparison) [Article · AI in Analytics · Semantic Layer for AI Agents: Do You Need One, or Do You Already Have It? · Oct 9, 2026](/blog/articles/semantic-layer-for-ai-agents) [Article · AI in Analytics · Vibe Analytics is a Hallucination Machine · Aug 14, 2026](/blog/articles/vibe-analytics-hallucination) [Article · AI in Analytics · Why AI Gives Different Answers to the Same Data Question · Aug 11, 2026](/blog/articles/ai-different-answers-same-data-question) [Article · AI in Analytics · Governed Self-Service Analytics: Fix the Real Bottleneck · Aug 11, 2026](/blog/articles/governed-self-service-analytics) [Article · AI in Analytics · AI hallucinates. Your revenue numbers don't have to · Jul 22, 2026](/blog/articles/governed-ai-analytics) [Article · AI in Analytics · Ship AI your board can trust — without betting your seat on a hallucination · Jul 20, 2026](/blog/articles/ai-roi-board-trust) [Article · AI in Analytics · Who do you ask about your data? · Jul 20, 2026](/blog/articles/ask-your-business-data-ai-chat) [Article · AI in Analytics · The data guy will resist. Here's how to bring him along · Jul 15, 2026](/blog/articles/data-governance-ai-rollout) [Article · AI in Analytics · Governed MCP Analytics: How It Works, Step by Step · Jul 15, 2026](/blog/articles/governed-mcp-analytics) [Article · AI in Analytics · I watched a CEO fire his weekly report — here's what he does instead · Jul 9, 2026](/blog/articles/ceo-self-serve-analytics) [Article · AI in Analytics · AI agents don't replace your analyst — they replace your backlog · Jul 2, 2026](/blog/articles/ai-analytics-agent-replace-backlog) [Article · AI in Analytics · The AI reporting analytics team that replaces your backlog, not your people · Jun 3, 2026](/blog/articles/ai-analytics-team) [Article · AI in Analytics · Self-service analytics doesn't exist. Here's the architecture that works. · Jun 3, 2026](/blog/articles/self-service-analytics-failing) ## Guides [![The Marketing Blind-Spot Fix Blueprint](https://cdn.owox.com/www/content-marketing-guide/the-marketing-blind-spot-fix-blueprint/thumbnail/1-svcaa8.png/public) Guide · AI in Analytics · The Marketing Blind-Spot Fix Blueprint](/guides/the-marketing-blind-spot-fix-blueprint) ## Links Pages this page links to, on this site and on docs.owox.com. Where the page has a Markdown twin, its address follows the link. - [Article · AI in Analytics · Vibe Coding Dashboards: Why Teams Do It and How to Do It Right · Oct 30,…](https://www.owox.com/blog/articles/vibe-coding-dashboards) — /blog/articles/vibe-coding-dashboards.md - [Article · AI in Analytics · Machine learning in marketing: the uses your data can actually support ·…](https://www.owox.com/blog/articles/machine-learning-in-marketing) — /blog/articles/machine-learning-in-marketing.md - [Article · AI in Analytics · AI hallucinating SQL: what it looks like and how to catch it · Oct 14,…](https://www.owox.com/blog/articles/ai-analytics-hallucination-deterministic-sql) — /blog/articles/ai-analytics-hallucination-deterministic-sql.md - [Article · AI in Analytics · Trace an AI answer to its SQL: from number to source table · Oct 14,…](https://www.owox.com/blog/articles/ai-analytics-hallucinations-sql-traceability) — /blog/articles/ai-analytics-hallucinations-sql-traceability.md - [Article · AI in Analytics · AI-ready marketing analytics data: what an AI needs from your ad data ·…](https://www.owox.com/blog/articles/ai-ready-marketing-analytics-data) — /blog/articles/ai-ready-marketing-analytics-data.md - [Article · AI in Analytics · Using ChatGPT to write SQL for your reports: six steps and a check · Oct…](https://www.owox.com/blog/articles/how-to-build-sql-queries-with-chatgpt) — /blog/articles/how-to-build-sql-queries-with-chatgpt.md - [Article · AI in Analytics · MCP and your data warehouse: where cross-tool joins belong · Oct 14,…](https://www.owox.com/blog/articles/mcp-analytics-limitations-cross-tool-joins) — /blog/articles/mcp-analytics-limitations-cross-tool-joins.md - [Article · AI in Analytics · How to Review AI-Generated SQL: The Checks, in Order, Tested on ChatGPT…](https://www.owox.com/blog/articles/review-ai-generated-sql) — /blog/articles/review-ai-generated-sql.md - [Article · AI in Analytics · Can You Trust AI with Your Business Numbers? · Oct 11, 2026](https://www.owox.com/blog/articles/can-you-trust-ai-business-numbers) — /blog/articles/can-you-trust-ai-business-numbers.md - [Article · AI in Analytics · RAG Over Your Warehouse Metadata is a Trap: Describe the Schema Instead…](https://www.owox.com/blog/articles/rag-warehouse-metadata-trap) — /blog/articles/rag-warehouse-metadata-trap.md - [Article · AI in Analytics · Text-to-SQL Accuracy: What a Benchmark Score Tells You About Your Own…](https://www.owox.com/blog/articles/text-to-sql-accuracy-benchmarks-production) — /blog/articles/text-to-sql-accuracy-benchmarks-production.md - [Article · AI in Analytics · Governed AI Analytics on Snowflake: Who Writes the SQL When Finance Asks…](https://www.owox.com/blog/articles/ai-analytics-on-snowflake) — /blog/articles/ai-analytics-on-snowflake.md - [Article · AI in Analytics · Everyone in the meeting has a different number: how to get one source of…](https://www.owox.com/blog/articles/source-of-truth-your-numbers-answer-to) — /blog/articles/source-of-truth-your-numbers-answer-to.md - [Article · AI in Analytics · Governed AI Analytics on BigQuery: Who Writes the SQL When Your Team…](https://www.owox.com/blog/articles/ai-analytics-on-bigquery) — /blog/articles/ai-analytics-on-bigquery.md - [Article · AI in Analytics · AI Data Analyst Tools You Can Trust: An Honest Comparison · Oct 9, 2026](https://www.owox.com/blog/articles/ai-data-analyst-tools-comparison) — /blog/articles/ai-data-analyst-tools-comparison.md - [Article · AI in Analytics · Semantic Layer for AI Agents: Do You Need One, or Do You Already Have…](https://www.owox.com/blog/articles/semantic-layer-for-ai-agents) — /blog/articles/semantic-layer-for-ai-agents.md - [Article · AI in Analytics · Vibe Analytics is a Hallucination Machine · Aug 14, 2026](https://www.owox.com/blog/articles/vibe-analytics-hallucination) — /blog/articles/vibe-analytics-hallucination.md - [Article · AI in Analytics · Why AI Gives Different Answers to the Same Data Question · Aug 11, 2026](https://www.owox.com/blog/articles/ai-different-answers-same-data-question) — /blog/articles/ai-different-answers-same-data-question.md - [Article · AI in Analytics · Governed Self-Service Analytics: Fix the Real Bottleneck · Aug 11, 2026](https://www.owox.com/blog/articles/governed-self-service-analytics) — /blog/articles/governed-self-service-analytics.md - [Article · AI in Analytics · AI hallucinates. Your revenue numbers don't have to · Jul 22, 2026](https://www.owox.com/blog/articles/governed-ai-analytics) — /blog/articles/governed-ai-analytics.md - [Article · AI in Analytics · Ship AI your board can trust — without betting your seat on a…](https://www.owox.com/blog/articles/ai-roi-board-trust) — /blog/articles/ai-roi-board-trust.md - [Article · AI in Analytics · Who do you ask about your data? · Jul 20, 2026](https://www.owox.com/blog/articles/ask-your-business-data-ai-chat) — /blog/articles/ask-your-business-data-ai-chat.md - [Article · AI in Analytics · The data guy will resist. Here's how to bring him along · Jul 15, 2026](https://www.owox.com/blog/articles/data-governance-ai-rollout) — /blog/articles/data-governance-ai-rollout.md - [Article · AI in Analytics · Governed MCP Analytics: How It Works, Step by Step · Jul 15, 2026](https://www.owox.com/blog/articles/governed-mcp-analytics) — /blog/articles/governed-mcp-analytics.md - [Article · AI in Analytics · I watched a CEO fire his weekly report — here's what he does instead ·…](https://www.owox.com/blog/articles/ceo-self-serve-analytics) — /blog/articles/ceo-self-serve-analytics.md - [Article · AI in Analytics · AI agents don't replace your analyst — they replace your backlog · Jul…](https://www.owox.com/blog/articles/ai-analytics-agent-replace-backlog) — /blog/articles/ai-analytics-agent-replace-backlog.md - [Article · AI in Analytics · The AI reporting analytics team that replaces your backlog, not your…](https://www.owox.com/blog/articles/ai-analytics-team) — /blog/articles/ai-analytics-team.md - [Article · AI in Analytics · Self-service analytics doesn't exist. Here's the architecture that…](https://www.owox.com/blog/articles/self-service-analytics-failing) — /blog/articles/self-service-analytics-failing.md - [Guide · AI in Analytics · The Marketing Blind-Spot Fix Blueprint](https://www.owox.com/guides/the-marketing-blind-spot-fix-blueprint) — /guides/the-marketing-blind-spot-fix-blueprint.md