{"id":3568,"date":"2025-12-16T05:59:40","date_gmt":"2025-12-16T11:59:40","guid":{"rendered":"https:\/\/www.teamdesk.net\/blog\/?p=3568"},"modified":"2025-12-16T05:59:41","modified_gmt":"2025-12-16T11:59:41","slug":"making-ai-data-analysis-smarter-with-your-feedback-and-instructions","status":"publish","type":"post","link":"https:\/\/www.teamdesk.net\/blog\/whats-new\/making-ai-data-analysis-smarter-with-your-feedback-and-instructions\/","title":{"rendered":"Making AI Data Analysis Smarter with Your Feedback and Instructions"},"content":{"rendered":"\n<p>When we introduced <strong><a href=\"https:\/\/www.teamdesk.net\/blog\/whats-new\/introducing-ai-powered-data-analysis-for-teamdesk\/\">AI-powered data analysis for TeamDesk<\/a><\/strong>, our goal was simple:<br>let you ask questions about your data in plain language and get meaningful, visual answers \u2014 without building views, formulas, or charts manually.<\/p>\n\n\n\n<p>Since then, many of you have started using AI to explore real business data: financials, inventory, operations, analytics, and more. And with real-world usage came two clear requests:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>\u201cHow can I tell the AI Data Analysis<\/em> <em>whether its answer was actually helpful?\u201d<\/em><\/li>\n\n\n\n<li><em>\u201cHow can I teach the AI Data Analysis<\/em> <em>how <strong>our<\/strong> data works?\u201d<\/em><\/li>\n<\/ul>\n\n\n\n<p>Today, we\u2019re happy to introduce two major enhancements that address exactly that.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Feedback That Helps AI Data Analysis Learn<\/h2>\n\n\n\n<p>AI data analysis works best when it continuously improves based on real usage.<br>That\u2019s why we\u2019ve added <strong>response feedback<\/strong> directly to AI-generated answers.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"475\" src=\"https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-1024x475.png\" alt=\"Data Analysis Feedback location\" class=\"wp-image-3581\" srcset=\"https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-1024x475.png 1024w, https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-300x139.png 300w, https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-768x356.png 768w, https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image.png 1035w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p>After each AI data analysis response, you can now mark it as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83d\udc4d <strong>Good response<\/strong><\/li>\n\n\n\n<li>\ud83d\udc4e <strong>Bad response<\/strong><\/li>\n<\/ul>\n\n\n\n<p>This feedback is not just cosmetic.<\/p>\n\n\n\n<p>We will use it to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Identify successful response patterns<\/li>\n\n\n\n<li>Detect unclear, incorrect, or misleading answers<\/li>\n\n\n\n<li>Fine-tune our AI models to better match how TeamDesk users expect data to be analyzed and presented<\/li>\n<\/ul>\n\n\n\n<p>In short: <strong>the more you use it, the smarter it gets.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Teaching AI Data Analysis How Your Tables Really Work<\/h2>\n\n\n\n<p>Every database is different.<br>Column names, business rules, preferred calculations, reporting formats \u2014 these are things only <em>you<\/em> fully understand.<\/p>\n\n\n\n<p>To solve this, we\u2019ve added the ability to provide <strong>table-specific AI instructions<\/strong> for data analysis.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How It Works<\/h3>\n\n\n\n<p>For each table in your database, you can now add <strong>additional instructions<\/strong> that guide the AI when analyzing that table.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-2.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"489\" src=\"https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-2-1024x489.png\" alt=\"Edit Instructions button location\" class=\"wp-image-3584\" srcset=\"https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-2-1024x489.png 1024w, https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-2-300x143.png 300w, https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-2-768x367.png 768w, https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-2.png 1120w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p>These instructions are stored as a <strong>Markdown file<\/strong> in the <strong><a href=\"https:\/\/www.teamdesk.net\/help\/database\/resources\/\">Database Resources<\/a><\/strong> section and automatically applied whenever AI analyzes data from that table.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1017\" height=\"732\" src=\"https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-1.png\" alt=\"Markdown file with particular table Data Analysis instructions\" class=\"wp-image-3582\" srcset=\"https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-1.png 1017w, https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-1-300x216.png 300w, https:\/\/www.teamdesk.net\/blog\/wp-content\/uploads\/2025\/12\/image-1-768x553.png 768w\" sizes=\"auto, (max-width: 1017px) 100vw, 1017px\" \/><\/a><\/figure>\n\n\n\n<p>Think of it as documentation written <strong>for the AI<\/strong>, by you.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What You Can Instruct the AI To Do<\/h2>\n\n\n\n<p>With table-level instructions, you can tell AI things like:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Which columns are:\n<ul class=\"wp-block-list\">\n<li>primary identifiers<\/li>\n\n\n\n<li>monetary values<\/li>\n\n\n\n<li>dates used for reporting<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Which filters are:\n<ul class=\"wp-block-list\">\n<li>required<\/li>\n\n\n\n<li>optional<\/li>\n\n\n\n<li>commonly used (e.g. \u201cexclude canceled records\u201d)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>How data should be represented:\n<ul class=\"wp-block-list\">\n<li>totals vs averages<\/li>\n\n\n\n<li>grouped by month, category, customer, etc.<\/li>\n\n\n\n<li>preferred chart types<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Special business rules:\n<ul class=\"wp-block-list\">\n<li>sign conventions (debit\/credit, positive\/negative amounts)<\/li>\n\n\n\n<li>calculated balances<\/li>\n\n\n\n<li>domain-specific terminology<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>Example instructions might include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>\u201cUse <code>EntryDate<\/code> for all time-based filtering.\u201d<\/em><\/li>\n\n\n\n<li><em>\u201cAmounts in this table are stored as signed values.\u201d<\/em><\/li>\n\n\n\n<li><em>\u201cWhen summarizing revenue, group by <code>Customer<\/code> and <code>Month<\/code>.\u201d<\/em><\/li>\n<\/ul>\n\n\n\n<p>The AI will follow these rules consistently \u2014 without you having to repeat them in every question.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why This Matters<\/h2>\n\n\n\n<p>These two features \u2014 <strong>feedback<\/strong> and <strong>custom instructions<\/strong> \u2014 work together.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Feedback tells us <em>what worked<\/em> and <em>what didn\u2019t<\/em><\/li>\n\n\n\n<li>Instructions tell the AI <em>how your data should be handled<\/em><\/li>\n\n\n\n<li>The result is AI that feels:\n<ul class=\"wp-block-list\">\n<li>more predictable<\/li>\n\n\n\n<li>more accurate<\/li>\n\n\n\n<li>more aligned with your business logic<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>Instead of reinventing logic every time, the AI builds on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>your feedback<\/li>\n\n\n\n<li>your rules<\/li>\n\n\n\n<li>your preferred reporting style<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">What\u2019s Next<\/h2>\n\n\n\n<p>We\u2019ll continue improving AI data analysis based on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>your feedback<\/li>\n\n\n\n<li>real usage patterns<\/li>\n\n\n\n<li>evolving reporting needs<\/li>\n<\/ul>\n\n\n\n<p>If you haven\u2019t tried it yet, now is the perfect time:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ask questions<\/li>\n\n\n\n<li>review responses<\/li>\n\n\n\n<li>provide feedback<\/li>\n\n\n\n<li>teach AI how your data works<\/li>\n<\/ul>\n\n\n\n<p>Your data.<br>Your rules.<br>Smarter answers \u2014 every time.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>TeamDesk AI data analysis is getting smarter and more customizable. You can now provide feedback on AI responses and add table-specific instructions, helping the AI learn your business rules and deliver more accurate, consistent insights over time.<\/p>\n","protected":false},"author":5,"featured_media":3571,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-3568","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-whats-new"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Making AI Data Analysis Smarter with Your Feedback and Instructions - TeamDesk Blog<\/title>\n<meta name=\"description\" content=\"TeamDesk AI data analysis now supports response feedback and table-level instructions, helping AI learn your data and business rules.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.teamdesk.net\/blog\/whats-new\/making-ai-data-analysis-smarter-with-your-feedback-and-instructions\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Making AI Data Analysis Smarter with Your Feedback and Instructions - 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