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    <title>Blog: When Work Moves - 2025</title>
    <link>https://blog.quaeris.ai/blog</link>
    <description>When Work Moves is where executives, sales teams, and operators learn how to lead their own data discovery. It shows how clear questions, trusted answers, and shared context remove hesitation and help work move forward.</description>
    <language>en-us</language>
    <pubDate>Tue, 19 May 2026 19:36:49 GMT</pubDate>
    <dc:date>2026-05-19T19:36:49Z</dc:date>
    <dc:language>en-us</dc:language>
    <item>
      <title>Where Will Natural Language Query in the Data Analytics Space Be 1 Year from Now?</title>
      <link>https://blog.quaeris.ai/blog/where-will-natural-language-query-in-the-data-analytics-space-be-1-year-from-now</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/where-will-natural-language-query-in-the-data-analytics-space-be-1-year-from-now" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/AdobeStock_379844728-1.jpeg" alt="Where Will Natural Language Query in the Data Analytics Space Be 1 Year from Now?" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;&lt;span&gt;It is difficult to predict, especially the future. However, predicting where NLQ will be in a year from now is relatively easy. We may not get it exactly right, but we can certainly predict that the trajectory is pointing higher. An increasing amount of investment dollars are flowing into natural language processing and automated data analysis. The use of NLQ in visualizing data and for more complex data analysis tasks is not too far-fetched. It is also well suited for more sophisticated tasks like anomaly detection and recommendation systems. Overall, NLQ will become ubiquitous in the data analysis domain.&lt;/span&gt;&lt;span&gt;&amp;nbsp;&lt;/span&gt;&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/where-will-natural-language-query-in-the-data-analytics-space-be-1-year-from-now" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/AdobeStock_379844728-1.jpeg" alt="Where Will Natural Language Query in the Data Analytics Space Be 1 Year from Now?" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;&lt;span&gt;It is difficult to predict, especially the future. However, predicting where NLQ will be in a year from now is relatively easy. We may not get it exactly right, but we can certainly predict that the trajectory is pointing higher. An increasing amount of investment dollars are flowing into natural language processing and automated data analysis. The use of NLQ in visualizing data and for more complex data analysis tasks is not too far-fetched. It is also well suited for more sophisticated tasks like anomaly detection and recommendation systems. Overall, NLQ will become ubiquitous in the data analysis domain.&lt;/span&gt;&lt;span&gt;&amp;nbsp;&lt;/span&gt;&lt;/p&gt;  
&lt;img src="https://track.hubspot.com/__ptq.gif?a=8076933&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fblog.quaeris.ai%2Fblog%2Fwhere-will-natural-language-query-in-the-data-analytics-space-be-1-year-from-now&amp;amp;bu=https%253A%252F%252Fblog.quaeris.ai%252Fblog&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Natural Language</category>
      <pubDate>Tue, 07 Apr 2026 18:05:57 GMT</pubDate>
      <guid>https://blog.quaeris.ai/blog/where-will-natural-language-query-in-the-data-analytics-space-be-1-year-from-now</guid>
      <dc:date>2026-04-07T18:05:57Z</dc:date>
      <dc:creator>Q Team</dc:creator>
    </item>
    <item>
      <title>Why teams don't trust the data - and what to do about it</title>
      <link>https://blog.quaeris.ai/blog/why-teams-dont-trust-the-data-and-what-to-do-about-it</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/why-teams-dont-trust-the-data-and-what-to-do-about-it" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/team%20v1.png" alt="Why teams don't trust the data - and what to do about it" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;h3&gt;Why your team does not trust the data and what to do about it&lt;/h3&gt; 
&lt;p&gt;Most teams do not have a data problem.&lt;br&gt;They have a trust problem.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/why-teams-dont-trust-the-data-and-what-to-do-about-it" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/team%20v1.png" alt="Why teams don't trust the data - and what to do about it" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;h3&gt;Why your team does not trust the data and what to do about it&lt;/h3&gt; 
&lt;p&gt;Most teams do not have a data problem.&lt;br&gt;They have a trust problem.&lt;/p&gt;  
&lt;img src="https://track.hubspot.com/__ptq.gif?a=8076933&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fblog.quaeris.ai%2Fblog%2Fwhy-teams-dont-trust-the-data-and-what-to-do-about-it&amp;amp;bu=https%253A%252F%252Fblog.quaeris.ai%252Fblog&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Decision Drag</category>
      <pubDate>Fri, 03 Apr 2026 12:45:00 GMT</pubDate>
      <guid>https://blog.quaeris.ai/blog/why-teams-dont-trust-the-data-and-what-to-do-about-it</guid>
      <dc:date>2026-04-03T12:45:00Z</dc:date>
      <dc:creator>Q Team</dc:creator>
    </item>
    <item>
      <title>Why Insight Still Doesn’t Lead to Action</title>
      <link>https://blog.quaeris.ai/blog/why-insight-still-doesnt-lead-to-action</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/why-insight-still-doesnt-lead-to-action" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/team%20v2-1-1.jpg" alt="Why Insight Still Doesn’t Lead to Action" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Most teams do not struggle with data.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/why-insight-still-doesnt-lead-to-action" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/team%20v2-1-1.jpg" alt="Why Insight Still Doesn’t Lead to Action" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Most teams do not struggle with data.&lt;/p&gt;  
&lt;img src="https://track.hubspot.com/__ptq.gif?a=8076933&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fblog.quaeris.ai%2Fblog%2Fwhy-insight-still-doesnt-lead-to-action&amp;amp;bu=https%253A%252F%252Fblog.quaeris.ai%252Fblog&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Decision Acceleration</category>
      <category>Decision Drag</category>
      <pubDate>Thu, 02 Apr 2026 14:32:20 GMT</pubDate>
      <author>Brian.lambert@quaeris.ai (Brian Lambert, PhD)</author>
      <guid>https://blog.quaeris.ai/blog/why-insight-still-doesnt-lead-to-action</guid>
      <dc:date>2026-04-02T14:32:20Z</dc:date>
    </item>
    <item>
      <title>Why Alignment Accelerates Speed More Than Authority</title>
      <link>https://blog.quaeris.ai/blog/why-alignment-accelerates-speed-more-than-authority</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/why-alignment-accelerates-speed-more-than-authority" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/Why%20Alignment%20Accelerates%20Speed-1.png" alt="Alignment vs authority in decision making showing aligned teams moving faster through shared understanding, trusted data, and clear context for faster business decisions" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Speed is the goal in every modern organization. Faster decisions. Faster execution. Faster response to change.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/why-alignment-accelerates-speed-more-than-authority" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/Why%20Alignment%20Accelerates%20Speed-1.png" alt="Alignment vs authority in decision making showing aligned teams moving faster through shared understanding, trusted data, and clear context for faster business decisions" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Speed is the goal in every modern organization. Faster decisions. Faster execution. Faster response to change.&lt;/p&gt;  
&lt;img src="https://track.hubspot.com/__ptq.gif?a=8076933&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fblog.quaeris.ai%2Fblog%2Fwhy-alignment-accelerates-speed-more-than-authority&amp;amp;bu=https%253A%252F%252Fblog.quaeris.ai%252Fblog&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <pubDate>Mon, 30 Mar 2026 19:45:04 GMT</pubDate>
      <guid>https://blog.quaeris.ai/blog/why-alignment-accelerates-speed-more-than-authority</guid>
      <dc:date>2026-03-30T19:45:04Z</dc:date>
      <dc:creator>Q Team</dc:creator>
    </item>
    <item>
      <title>Your Analytics Team Is Not Slow. Your System Is Fragmented.</title>
      <link>https://blog.quaeris.ai/blog/your-analytics-team-is-not-slow</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/your-analytics-team-is-not-slow" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/Blog%20Images/Your_analyst_team_isnt_slow.png" alt="Your Analytics Team Is Not Slow. Your System Is Fragmented." class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Most analytics teams are not underperforming.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/your-analytics-team-is-not-slow" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/Blog%20Images/Your_analyst_team_isnt_slow.png" alt="Your Analytics Team Is Not Slow. Your System Is Fragmented." class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Most analytics teams are not underperforming.&lt;/p&gt;  
&lt;img src="https://track.hubspot.com/__ptq.gif?a=8076933&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fblog.quaeris.ai%2Fblog%2Fyour-analytics-team-is-not-slow&amp;amp;bu=https%253A%252F%252Fblog.quaeris.ai%252Fblog&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Data Analysts</category>
      <category>Business Intelligence</category>
      <pubDate>Wed, 25 Mar 2026 13:35:16 GMT</pubDate>
      <author>Brian.lambert@quaeris.ai (Brian Lambert, PhD)</author>
      <guid>https://blog.quaeris.ai/blog/your-analytics-team-is-not-slow</guid>
      <dc:date>2026-03-25T13:35:16Z</dc:date>
    </item>
    <item>
      <title>Why Data Value Is Realized at the Moment of Decision</title>
      <link>https://blog.quaeris.ai/blog/why-data-value-is-realized-at-the-moment-of-decision</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/why-data-value-is-realized-at-the-moment-of-decision" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/Why%20Data%20Value%20is%20Realized%20at%20the%20Moment%20of%20Decision.png" alt="Data value realized at the moment of decision showing trusted analytics driving faster business actions, reduced opportunity cost, and confident executive decisions" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Most leaders agree data matters.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/why-data-value-is-realized-at-the-moment-of-decision" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/Why%20Data%20Value%20is%20Realized%20at%20the%20Moment%20of%20Decision.png" alt="Data value realized at the moment of decision showing trusted analytics driving faster business actions, reduced opportunity cost, and confident executive decisions" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Most leaders agree data matters.&lt;/p&gt;  
&lt;img src="https://track.hubspot.com/__ptq.gif?a=8076933&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fblog.quaeris.ai%2Fblog%2Fwhy-data-value-is-realized-at-the-moment-of-decision&amp;amp;bu=https%253A%252F%252Fblog.quaeris.ai%252Fblog&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>BI</category>
      <category>Business Intelligence</category>
      <category>business analytics</category>
      <pubDate>Sun, 22 Mar 2026 15:30:00 GMT</pubDate>
      <guid>https://blog.quaeris.ai/blog/why-data-value-is-realized-at-the-moment-of-decision</guid>
      <dc:date>2026-03-22T15:30:00Z</dc:date>
      <dc:creator>Q Team</dc:creator>
    </item>
    <item>
      <title>How Decision Velocity Becomes a Competitive Advantage</title>
      <link>https://blog.quaeris.ai/blog/how-decision-velocity-becomes-a-competitive-advantage</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/how-decision-velocity-becomes-a-competitive-advantage" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/How%20Decision%20Velocity%20Becomes%20Competitive%20Advantage.png" alt="Blog header image showing decision velocity as a competitive advantage, with a rising flow arrow, connected data signals, and the Quaeris brand theme." class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Most strategies fail slowly.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/how-decision-velocity-becomes-a-competitive-advantage" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/How%20Decision%20Velocity%20Becomes%20Competitive%20Advantage.png" alt="Blog header image showing decision velocity as a competitive advantage, with a rising flow arrow, connected data signals, and the Quaeris brand theme." class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Most strategies fail slowly.&lt;/p&gt;  
&lt;img src="https://track.hubspot.com/__ptq.gif?a=8076933&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fblog.quaeris.ai%2Fblog%2Fhow-decision-velocity-becomes-a-competitive-advantage&amp;amp;bu=https%253A%252F%252Fblog.quaeris.ai%252Fblog&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Natural Language</category>
      <category>GPT</category>
      <category>Augmented BI</category>
      <category>business analytics</category>
      <pubDate>Fri, 20 Mar 2026 00:45:00 GMT</pubDate>
      <author>seek@quaeris.com (Rishi Bhatnagar)</author>
      <guid>https://blog.quaeris.ai/blog/how-decision-velocity-becomes-a-competitive-advantage</guid>
      <dc:date>2026-03-20T00:45:00Z</dc:date>
    </item>
    <item>
      <title>The Hidden Cost of Translating Business Questions into Queries</title>
      <link>https://blog.quaeris.ai/blog/the-hidden-cost-of-translating-business-questions-into-queries</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/the-hidden-cost-of-translating-business-questions-into-queries" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/Hidden%20Cost%20of%20Translation%20Quaeris.png" alt="See how Quaeris accelerates decisions with trusted answers." class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Every business runs on questions.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/the-hidden-cost-of-translating-business-questions-into-queries" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/Hidden%20Cost%20of%20Translation%20Quaeris.png" alt="See how Quaeris accelerates decisions with trusted answers." class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Every business runs on questions.&lt;/p&gt;  
&lt;img src="https://track.hubspot.com/__ptq.gif?a=8076933&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fblog.quaeris.ai%2Fblog%2Fthe-hidden-cost-of-translating-business-questions-into-queries&amp;amp;bu=https%253A%252F%252Fblog.quaeris.ai%252Fblog&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Decision Acceleration</category>
      <pubDate>Thu, 19 Mar 2026 17:33:23 GMT</pubDate>
      <author>Brian.lambert@quaeris.ai (Brian Lambert, PhD)</author>
      <guid>https://blog.quaeris.ai/blog/the-hidden-cost-of-translating-business-questions-into-queries</guid>
      <dc:date>2026-03-19T17:33:23Z</dc:date>
    </item>
    <item>
      <title>Stop moving data start moving decisions</title>
      <link>https://blog.quaeris.ai/blog/stop-moving-data-start-moving-decisions</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/stop-moving-data-start-moving-decisions" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/B4EA900D-9469-4113-BE27-72BEC1F843CD.png" alt="Quaeris infographic showing how bringing AI to live data speeds decisions, reduces pipelines, and improves governance without moving data." class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Most AI projects do not fail because the models are weak.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/stop-moving-data-start-moving-decisions" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/B4EA900D-9469-4113-BE27-72BEC1F843CD.png" alt="Quaeris infographic showing how bringing AI to live data speeds decisions, reduces pipelines, and improves governance without moving data." class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Most AI projects do not fail because the models are weak.&lt;/p&gt;  
&lt;img src="https://track.hubspot.com/__ptq.gif?a=8076933&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fblog.quaeris.ai%2Fblog%2Fstop-moving-data-start-moving-decisions&amp;amp;bu=https%253A%252F%252Fblog.quaeris.ai%252Fblog&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <pubDate>Thu, 19 Mar 2026 10:00:01 GMT</pubDate>
      <guid>https://blog.quaeris.ai/blog/stop-moving-data-start-moving-decisions</guid>
      <dc:date>2026-03-19T10:00:01Z</dc:date>
      <dc:creator>Q Team</dc:creator>
    </item>
    <item>
      <title>Identifying Hidden Profit Leakage in Retail Deductions</title>
      <link>https://blog.quaeris.ai/blog/identifying-hidden-profit-leakage-in-retail-deductions</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/identifying-hidden-profit-leakage-in-retail-deductions" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/Deductions.png" alt="Identifying Hidden Profit Leakage in Retail Deductions" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Retail deductions and chargebacks represent one of the most persistent sources of profit leakage for CPG manufacturers. When retailers issue deductions—whether due to compliance issues, shortages, or shipping discrepancies—they simply reduce the payment on the invoice, leaving the supplier to determine why revenue disappeared.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://blog.quaeris.ai/blog/identifying-hidden-profit-leakage-in-retail-deductions" title="" class="hs-featured-image-link"&gt; &lt;img src="https://blog.quaeris.ai/hubfs/Deductions.png" alt="Identifying Hidden Profit Leakage in Retail Deductions" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Retail deductions and chargebacks represent one of the most persistent sources of profit leakage for CPG manufacturers. When retailers issue deductions—whether due to compliance issues, shortages, or shipping discrepancies—they simply reduce the payment on the invoice, leaving the supplier to determine why revenue disappeared.&lt;/p&gt;  
&lt;img src="https://track.hubspot.com/__ptq.gif?a=8076933&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fblog.quaeris.ai%2Fblog%2Fidentifying-hidden-profit-leakage-in-retail-deductions&amp;amp;bu=https%253A%252F%252Fblog.quaeris.ai%252Fblog&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <pubDate>Wed, 18 Mar 2026 15:30:00 GMT</pubDate>
      <author>Cynthia.Bonner@quaeris.ai (Cynthia Bonner)</author>
      <guid>https://blog.quaeris.ai/blog/identifying-hidden-profit-leakage-in-retail-deductions</guid>
      <dc:date>2026-03-18T15:30:00Z</dc:date>
    </item>
  </channel>
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