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Save time on prompt design with AI-powered prompt writing | Google Cloud Blog
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class="nRhiJb-DARUcf"><div class="Wdmc0c nRhiJb-DbgRPb-wNfPc-cGMI2b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-BFbNVe-r8s4j-bMElCd dIsJJe" track-name="ai & machine learning"track-type="tag">AI & Machine Learning</div><div class="nRhiJb-ObfsIf"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-R6PoUb"></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-EehZO nRhiJb-fmcmS-oXtfBe"><h1 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-ibL1re"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-ibL1re"><span class="FewWi"></span>Use AI to build AI: Save time on prompt design with AI-powered prompt writing</div></h1></div></div><div class="nRhiJb-fmcmS-oXtfBe dEogG">November 15, 2024</div></div></section><div class="EKklye"><div class="nRhiJb-DARUcf ZWw7T"><div class="npzWPc"><div class="dzoHJ"><div class="nRhiJb-DX2B6 nRhiJb-DX2B6-OWXEXe-h30Snd"><div class="nRhiJb-j5y3u"><ul class="nRhiJb-Qijihe phRaUe" role="list"><li class="hpHPGf"><a class="nRhiJb-ARYxNe" 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href="mailto:?subject=Use%20AI%20to%20build%20AI:%20Save%20time%20on%20prompt%20design%20with%20AI-powered%20prompt%20writing&body=Check%20out%20this%20article%20on%20the%20Cloud%20Blog:%0A%0AUse%20AI%20to%20build%20AI:%20Save%20time%20on%20prompt%20design%20with%20AI-powered%20prompt%20writing%0A%0AAnnouncing%20new%20updates%20to%20the%20AI-powered%20prompt%20writing%20tools%20in%20Vertex%20AI,%20designed%20to%20make%20prompting%20easier%20and%20more%20accessible.%0A%0Ahttps://cloud.google.com/blog/products/ai-machine-learning/save-time-on-prompt-design-with-ai-powered-prompt-writing" track-name="email"track-type="social share"track-metadata-eventdetail="mailto:?subject=Use AI to build AI: Save time on prompt design with AI-powered prompt writing&body=Check%20out%20this%20article%20on%20the%20Cloud%20Blog:%0A%0AUse AI to build AI: Save time on prompt design with AI-powered prompt writing%0A%0AAnnouncing new updates to the AI-powered prompt writing tools in Vertex AI, designed to make 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Manager</p></div></section></div></section><div class="nRhiJb-DARUcf"><div class="nRhiJb-ObfsIf nRhiJb-DbgRPb-wNfPc-ma6Yeb nRhiJb-DbgRPb-qWD73c-cGMI2b"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-ibL1re dzoHJ"><div class="aLW4J" track-metadata-module="left rail"><h5 class="qZDXV Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Google Cloud Summit Series</h5><p class="nRhiJb-cHYyed Mrfygc nRhiJb-BP2Omd-ma6Yeb-KE6vqe nRhiJb-DbgRPb-R6PoUb-cGMI2b">Discover the latest in AI, Security, Workspace, App Dev, & more.</p><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-CNusmb-o6Shpd " href="https://cloudonair.withgoogle.com/summit_series_24?utm_source=cgc-blog&utm_medium=blog&utm_campaign=summit-series-2024&utm_content=summit-series-left-hand-rail-cta&utm_term=-" track-metadata-module="left rail"track-metadata-module_headline="google cloud summit series" track-name="register"track-type="button"track-metadata-position="cta"track-metadata-eventdetail="cloudonair.withgoogle.com/summit_series_24?utm_source=cgc-blog&utm_medium=blog&utm_campaign=summit-series-2024&utm_content=summit-series-left-hand-rail-cta&utm_term=-">Register </a></div></div><div class="OYL9D nRhiJb-kR0ZEf-OWXEXe-GV1x9e-OiUrBf" jsname="tx2NYc"><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p><span style="vertical-align:baseline">Crafting the perfect prompt for generative AI models can be an art in itself. The difference between a useful and a generic AI response can sometimes be a well-crafted prompt. But, getting there often requires time-consuming tweaking, iteration, and a learning curve. That's why we're thrilled to announce new updates to the </span><a href="https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing"><span style="text-decoration:underline;vertical-align:baseline">AI-powered prompt writing tools</span></a><span style="vertical-align:baseline"> in Vertex AI, designed to make prompting easier and more accessible for all developers.</span></p> <p><span style="vertical-align:baseline">We're introducing two powerful features designed to streamline your prompt engineering workflow:</span><strong style="vertical-align:baseline"> </strong><a href="https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing#generate_prompts"><strong style="text-decoration:underline;vertical-align:baseline">Generate prompt</strong></a><span style="vertical-align:baseline"> and</span><strong style="vertical-align:baseline"> </strong><a href="https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing#refine_prompts"><strong style="text-decoration:underline;vertical-align:baseline">Refine</strong><span style="text-decoration:underline;vertical-align:baseline"> </span><strong style="text-decoration:underline;vertical-align:baseline">prompt</strong></a><span style="vertical-align:baseline">.</span></p></span></section><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><h3><a href="https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing#generate_prompts"><strong style="text-decoration:underline;vertical-align:baseline">Generate prompt</strong></a><strong style="vertical-align:baseline">: From objective to prompt in seconds</strong></h3> <p><span style="vertical-align:baseline">Imagine you need a prompt to summarize customer reviews about your latest product. Instead of crafting the prompt yourself, you can simply tell the </span><strong style="vertical-align:baseline">Generate prompt </strong><span style="vertical-align:baseline">feature your goal. It will then create a comprehensive prompt, including placeholders for the reviews, which you can easily populate with your own data later. </span><strong style="vertical-align:baseline">Generate prompt</strong><span style="vertical-align:baseline"> takes the guesswork out of prompt engineering by:</span></p> <ul> <li style="list-style-type:disc;vertical-align:baseline"> <p><span style="vertical-align:baseline">Turning simple objectives into tailor-made, effective prompts. This way, you don’t need to agonize over phrasing and keywords.</span></p> </li> <li style="list-style-type:disc;vertical-align:baseline"> <p><span style="vertical-align:baseline">Generating placeholders for context, like customer reviews, news articles, or code snippets. This allows you to quickly add your specific data and get immediate results.</span></p> </li> <li style="list-style-type:disc;vertical-align:baseline"> <p><span style="vertical-align:baseline">Speeding up the prompt writing process. Focus on your core tasks, not on perfecting prompt syntax.</span></p> </li> </ul></span></section><section class="QzPuud"><div><section><figure class="NEBdNd"><section class="PBkdHd DhGbH" jscontroller="SCGBie" jsaction="rcuQ6b:npT2md"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/original_images/1_PHzrxEg.gif" alt="https://storage.googleapis.com/gweb-cloudblog-publish/original_images/1_PHzrxEg.gif" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><section class="glue-modal glue-modal--dark QHdDac" role="dialog" aria-modal="true"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/original_images/1_PHzrxEg.gif" alt="https://storage.googleapis.com/gweb-cloudblog-publish/original_images/1_PHzrxEg.gif" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><button class="glue-modal__close-btn" tabindex="0" aria-label="Close this modal"></button></section></section></figure></section></div></section><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><h3><a href="https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing#refine_prompts"><strong style="text-decoration:underline;vertical-align:baseline">Refine prompt</strong></a><strong style="vertical-align:baseline">: Iterate and improve with AI-powered suggestions</strong></h3> <p><span style="vertical-align:baseline">Once you have a prompt, either crafted by </span><strong style="vertical-align:baseline">Generate prompt </strong><span style="vertical-align:baseline">or one you've written yourself, </span><strong style="vertical-align:baseline">Refine prompt </strong><span style="vertical-align:baseline">helps you modify it for optimal performance. Here’s how it works:</span></p> <ol> <li style="list-style-type:decimal;vertical-align:baseline"> <p><strong style="vertical-align:baseline">Provide feedback:</strong><span style="vertical-align:baseline"> After running your prompt, simply provide feedback on the response, the same way you would critique a writer.</span></p> </li> <li style="list-style-type:decimal;vertical-align:baseline"> <p><strong style="vertical-align:baseline">Instant suggestions: </strong><span style="vertical-align:baseline">Vertex AI generates a new, suggested prompt in one step, taking your feedback into account.</span></p> </li> <li style="list-style-type:decimal;vertical-align:baseline"> <p><strong style="vertical-align:baseline">Iterate and improve: </strong><span style="vertical-align:baseline">You can accept or reject the suggestion and continue iterating by running the refined prompt and providing further feedback.</span></p> </li> </ol></span></section><section class="QzPuud"><div><section><figure class="NEBdNd"><section class="PBkdHd DhGbH" jscontroller="SCGBie" jsaction="rcuQ6b:npT2md"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/original_images/2_7yRN5Zm.gif" alt="https://storage.googleapis.com/gweb-cloudblog-publish/original_images/2_7yRN5Zm.gif" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><section class="glue-modal glue-modal--dark QHdDac" role="dialog" aria-modal="true"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/original_images/2_7yRN5Zm.gif" alt="https://storage.googleapis.com/gweb-cloudblog-publish/original_images/2_7yRN5Zm.gif" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><button class="glue-modal__close-btn" tabindex="0" aria-label="Close this modal"></button></section></section></figure></section></div></section><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p><span style="vertical-align:baseline">Prompt refinement boosts the quality of the prompt, while also saving significant times during prompt design. The quality is typically improved by augmenting the prompt instructions in a way that Gemini will better understand. </span></p> <p><span style="vertical-align:baseline">Below are some sample prompts that were revised with </span><strong style="vertical-align:baseline">Refine prompt</strong><span style="vertical-align:baseline">:<br><br></span></p> <div align="left"> <div style="color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%"> <div style="color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%"> <div style="color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%"> <div style="color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%"> <div style="color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%"><table><colgroup><col><col></colgroup> <tbody> <tr> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">Original prompts</span></p> </td> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">After using Prompt Refinement</span></p> </td> </tr> <tr> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">Suggest engaging lesson plan ideas for art class</span></p> </td> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">Suggest 3 engaging lesson plan ideas for a high school art class, each focusing on a different art form. Be concise and only include the most relevant information, such as the art form, target age group, and key activity.</span></p> </td> </tr> <tr> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">Plan a schedule for a week with focus time and meeting time. Take in account that there are 2 teams with 6 hour delay</span></p> </td> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">Create a detailed weekly schedule for a team with a 6-hour time difference. The schedule should include:</span></p> <ul> <li style="list-style-type:disc;vertical-align:baseline"> <p><span style="vertical-align:baseline">Specific time blocks for focus time and meetings.</span></p> </li> <li style="list-style-type:disc;vertical-align:baseline"> <p><span style="vertical-align:baseline">Consideration of overlapping work hours to ensure effective communication and collaboration.</span></p> </li> <li style="list-style-type:disc;vertical-align:baseline"> <p><span style="vertical-align:baseline">A balance of individual work and team interactions.</span></p> </li> <li style="list-style-type:disc;vertical-align:baseline"> <p><span style="vertical-align:baseline">Suggestions for time zone conversion tools or strategies to facilitate scheduling.</span></p> </li> </ul> </td> </tr> </tbody> </table></div> </div> </div> </div> </div> </div> <h3><strong style="vertical-align:baseline">A powerful duo: Generate prompt meets Refine prompt</strong></h3> <p><span style="vertical-align:baseline">These two features work in tandem to help you craft the most effective prompt for your objective – irrespective of your skill level. </span><strong style="vertical-align:baseline">Generate prompt</strong><span style="vertical-align:baseline"> gets you started quickly, while </span><strong style="vertical-align:baseline">Refine prompt</strong><span style="vertical-align:baseline"> allows for iterative improvement in five steps:</span></p> <ol> <li style="list-style-type:decimal;vertical-align:baseline"> <p><strong style="vertical-align:baseline">Define</strong><span style="vertical-align:baseline"> your objective: Tell </span><strong style="vertical-align:baseline">Generate prompt</strong><span style="vertical-align:baseline"> what you want to achieve.</span></p> </li> <li style="list-style-type:decimal;vertical-align:baseline"> <p><strong style="vertical-align:baseline">Generate</strong><span style="vertical-align:baseline"> a prompt: </span><strong style="vertical-align:baseline">Generate prompt</strong><span style="vertical-align:baseline"> creates a ready-to-use prompt, often with helpful placeholders for context.</span></p> </li> <li style="list-style-type:decimal;vertical-align:baseline"> <p><strong style="vertical-align:baseline">Run</strong><span style="vertical-align:baseline"> the prompt and review the output: Execute the prompt with your chosen LLM in Vertex AI.</span></p> </li> <li style="list-style-type:decimal;vertical-align:baseline"> <p><strong style="vertical-align:baseline">Refine</strong><span style="vertical-align:baseline"> with feedback: Use </span><strong style="vertical-align:baseline">Refine prompt</strong><span style="vertical-align:baseline"> to provide feedback on the output and receive AI-powered suggestions for prompt improvement.</span></p> </li> <li style="list-style-type:decimal;vertical-align:baseline"> <p><strong style="vertical-align:baseline">Iterate</strong><span style="vertical-align:baseline"> until ideal performance: Continue refining and rerunning your prompt until you achieve your desired results.</span></p> </li> </ol> <h3><strong style="vertical-align:baseline">How to get started</strong></h3> <p><span style="vertical-align:baseline">Go ahead and try out an AI-assisted prompt-writing through our interactive critiquing workflow. Vertex AI’s easy-to-use UI for refining prompts can be tested without setting up a Google Cloud account through </span><a href="https://cloud.google.com/generative-ai-studio"><span style="text-decoration:underline;vertical-align:baseline">this link</span></a><span style="vertical-align:baseline"> (to demo without a Google Cloud account, be sure you are logged out of your Google account in your web browser or use incognito mode). For those with an account, you’ll have the ability to save, manage, and fine-tune your prompts.</span></p></span></section><section class="kcBhad"><section class="Fabbec"><span class="WrMNjb">Posted in</span><ul class="FzXI4e"><li class="I4B51b"><a href="https://cloud.google.com/blog/products/ai-machine-learning" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning"track-metadata-module="tag list"track-metadata-module_headline="posted in">AI & Machine Learning</a></li></ul></section></section></div></div></div></div></div><section class="nRhiJb-DARUcf " track-metadata-module="related articles" track-metadata-module_headline="related articles"><div class="nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-DbgRPb-wNfPc-cGMI2b"><h5 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc nRhiJb-DbgRPb-II5mzb-cGMI2b">Related articles</h5><section class="m9cUGf HGev3 nJD2Qe nRhiJb-ObfsIf"><div class=" QaGyvd nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf 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src="https://storage.googleapis.com/gweb-cloudblog-publish/original_images/Commerzbank-v3.gif" alt="https://storage.googleapis.com/gweb-cloudblog-publish/original_images/Commerzbank-v3.gif" loading="lazy"/></section></div><div class="JUOx5b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-BFbNVe-r8s4j-bMElCd FI6Gl nRhiJb-fmcmS-oXtfBe" track-name="ai & machine learning"track-type="tag">AI & Machine Learning</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">How Commerzbank is transforming financial advisory workflows with gen AI</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Tolga Bastürk • 5-minute read</p></div></div></a></div></div></section></div></section></article></div></div><c-data id="i1" jsdata=" n2jFB;_;1"></c-data></c-wiz><script aria-hidden="true" nonce="8OMNZIDPMDIx23y8kiOpSA">window.wiz_progress&&window.wiz_progress();window.wiz_tick&&window.wiz_tick('zPZHOe');</script><script 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c.initAft=function(){f=0;e=Array.prototype.slice.call(document.getElementsByTagName("img")).filter(function(a){return!!a.getAttribute("data-iml")});[].forEach.call(document.getElementsByTagName("img"),function(a){try{_recordIsAboveFold(a)}catch(b){throw b.message=a.hasAttribute("data-iid")?b.message+"\nrecordIsAboveFold error for defer inlined image":b.message+("\nrecordIsAboveFold error for img element with <src: "+a.src+">"),b;}});if(d.length===0)c.onaft(f)};}).call(this); initAft()</script><script class="ds:0" nonce="8OMNZIDPMDIx23y8kiOpSA">AF_initDataCallback({key: 'ds:0', hash: '1', data:[["Save time on prompt design with AI-powered prompt writing","Announcing new updates to the AI-powered prompt writing tools in Vertex AI, designed to make prompting easier and more accessible.",[1731643200],"https://storage.googleapis.com/gweb-cloudblog-publish/images/01_-_AI__Machine_Learning_H1ZyZG8.max-2600x2600.jpg","https://cloud.google.com/blog/products/ai-machine-learning/save-time-on-prompt-design-with-ai-powered-prompt-writing",[1731643939,487222000]],[["Colby Hawker","Product Manager"]],[null,"\u003cscript type\u003d\"application/ld+json\"\u003e{\"@context\":\"https://schema.org\",\"@type\":\"BlogPosting\",\"@id\":\"https://cloud.google.com/blog/products/ai-machine-learning/save-time-on-prompt-design-with-ai-powered-prompt-writing\",\"headline\":\"Save time on prompt design with AI-powered prompt writing\",\"description\":\"Announcing new updates to the AI-powered prompt writing tools in Vertex AI, designed to make prompting easier and more accessible.\",\"image\":\"https://storage.googleapis.com/gweb-cloudblog-publish/images/01_-_AI__Machine_Learning_H1ZyZG8.max-2600x2600.jpg\",\"author\":[{\"@type\":\"Person\",\"name\":\"Colby Hawker\",\"url\":\"\"}],\"datePublished\":\"2024-11-15\",\"publisher\":{\"@type\":\"Organization\",\"name\":\"Google Cloud\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https://www.gstatic.com/devrel-devsite/prod/v8bb8fa0afe9a8c3a776ebeb25d421bb443344d789b3607754dfabea418b8c4be/cloud/images/cloud-logo.svg\"}},\"url\":\"https://cloud.google.com/blog/products/ai-machine-learning/save-time-on-prompt-design-with-ai-powered-prompt-writing\",\"keywords\":[\"AI \\u0026 Machine Learning\"],\"timeRequired\":\"PT5M\"}\u003c/script\u003e"],["Use AI to build AI: Save time on prompt design with AI-powered prompt writing"],null,null,[[null,null,[null,[null,"\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eCrafting the perfect prompt for generative AI models can be an art in itself. The difference between a useful and a generic AI response can sometimes be a well-crafted prompt. But, getting there often requires time-consuming tweaking, iteration, and a learning curve. That's why we're thrilled to announce new updates to the \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eAI-powered prompt writing tools\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e in Vertex AI, designed to make prompting easier and more accessible for all developers.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eWe're introducing two powerful features designed to streamline your prompt engineering workflow:\u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003e \u003c/strong\u003e\u003ca href\u003d\"https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing#generate_prompts\"\u003e\u003cstrong style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eGenerate prompt\u003c/strong\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e and\u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003e \u003c/strong\u003e\u003ca href\u003d\"https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing#refine_prompts\"\u003e\u003cstrong style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eRefine\u003c/strong\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003e \u003c/span\u003e\u003cstrong style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eprompt\u003c/strong\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e.\u003c/span\u003e\u003c/p\u003e"]]],[null,null,[null,[null,"\u003ch3\u003e\u003ca href\u003d\"https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing#generate_prompts\"\u003e\u003cstrong style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eGenerate prompt\u003c/strong\u003e\u003c/a\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003e: From objective to prompt in seconds\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eImagine you need a prompt to summarize customer reviews about your latest product. Instead of crafting the prompt yourself, you can simply tell the \u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eGenerate prompt \u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003efeature your goal. It will then create a comprehensive prompt, including placeholders for the reviews, which you can easily populate with your own data later. \u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eGenerate prompt\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e takes the guesswork out of prompt engineering by:\u003c/span\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eTurning simple objectives into tailor-made, effective prompts. This way, you don\u2019t need to agonize over phrasing and keywords.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eGenerating placeholders for context, like customer reviews, news articles, or code snippets. This allows you to quickly add your specific data and get immediate results.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eSpeeding up the prompt writing process. Focus on your core tasks, not on perfecting prompt syntax.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e"]]],[null,null,null,null,null,null,null,null,[[[null,""],["https://storage.googleapis.com/gweb-cloudblog-publish/original_images/1_PHzrxEg.gif","https://storage.googleapis.com/gweb-cloudblog-publish/original_images/1_PHzrxEg.gif 1060w, https://storage.googleapis.com/gweb-cloudblog-publish/original_images/1_PHzrxEg.gif 1440w"," 1060px, 1440px","https://storage.googleapis.com/gweb-cloudblog-publish/original_images/1_PHzrxEg.gif"],null,3]]],[null,null,[null,[null,"\u003ch3\u003e\u003ca href\u003d\"https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing#refine_prompts\"\u003e\u003cstrong style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eRefine prompt\u003c/strong\u003e\u003c/a\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003e: Iterate and improve with AI-powered suggestions\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eOnce you have a prompt, either crafted by \u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eGenerate prompt \u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eor one you've written yourself, \u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eRefine prompt \u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003ehelps you modify it for optimal performance. Here\u2019s how it works:\u003c/span\u003e\u003c/p\u003e\n\u003col\u003e\n\u003cli style\u003d\"list-style-type:decimal;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eProvide feedback:\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e After running your prompt, simply provide feedback on the response, the same way you would critique a writer.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:decimal;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eInstant suggestions: \u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eVertex AI generates a new, suggested prompt in one step, taking your feedback into account.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:decimal;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eIterate and improve: \u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eYou can accept or reject the suggestion and continue iterating by running the refined prompt and providing further feedback.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e"]]],[null,null,null,null,null,null,null,null,[[[null,""],["https://storage.googleapis.com/gweb-cloudblog-publish/original_images/2_7yRN5Zm.gif","https://storage.googleapis.com/gweb-cloudblog-publish/original_images/2_7yRN5Zm.gif 1060w, https://storage.googleapis.com/gweb-cloudblog-publish/original_images/2_7yRN5Zm.gif 1440w"," 1060px, 1440px","https://storage.googleapis.com/gweb-cloudblog-publish/original_images/2_7yRN5Zm.gif"],null,3]]],[null,null,[null,[null,"\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003ePrompt refinement boosts the quality of the prompt, while also saving significant times during prompt design. The quality is typically improved by augmenting the prompt instructions in a way that Gemini will better understand.\u00a0\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eBelow are some sample prompts that were revised with \u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eRefine prompt\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e:\u003cbr\u003e\u003cbr\u003e\u003c/span\u003e\u003c/p\u003e\n\u003cdiv align\u003d\"left\"\u003e\n\u003cdiv style\u003d\"color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%\"\u003e\n\u003cdiv style\u003d\"color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%\"\u003e\n\u003cdiv style\u003d\"color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%\"\u003e\n\u003cdiv style\u003d\"color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%\"\u003e\n\u003cdiv style\u003d\"color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%\"\u003e\u003ctable\u003e\u003ccolgroup\u003e\u003ccol\u003e\u003ccol\u003e\u003c/colgroup\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eOriginal prompts\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eAfter using Prompt Refinement\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eSuggest engaging lesson plan ideas for art class\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eSuggest 3 engaging lesson plan ideas for a high school art class, each focusing on a different art form. Be concise and only include the most relevant information, such as the art form, target age group, and key activity.\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003ePlan a schedule for a week with focus time and meeting time. Take in account that there are 2 teams with 6 hour delay\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eCreate a detailed weekly schedule for a team with a 6-hour time difference. The schedule should include:\u003c/span\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eSpecific time blocks for focus time and meetings.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eConsideration of overlapping work hours to ensure effective communication and collaboration.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eA balance of individual work and team interactions.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eSuggestions for time zone conversion tools or strategies to facilitate scheduling.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/div\u003e\n\u003c/div\u003e\n\u003c/div\u003e\n\u003c/div\u003e\n\u003c/div\u003e\n\u003c/div\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eA powerful duo: Generate prompt meets Refine prompt\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eThese two features work in tandem to help you craft the most effective prompt for your objective \u2013 irrespective of your skill level. \u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eGenerate prompt\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e gets you started quickly, while \u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eRefine prompt\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e allows for iterative improvement in five steps:\u003c/span\u003e\u003c/p\u003e\n\u003col\u003e\n\u003cli style\u003d\"list-style-type:decimal;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eDefine\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e your objective: Tell \u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eGenerate prompt\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e what you want to achieve.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:decimal;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eGenerate\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e a prompt: \u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eGenerate prompt\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e creates a ready-to-use prompt, often with helpful placeholders for context.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:decimal;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eRun\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e the prompt and review the output: Execute the prompt with your chosen LLM in Vertex AI.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:decimal;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eRefine\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e with feedback: Use \u003c/span\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eRefine prompt\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e to provide feedback on the output and receive AI-powered suggestions for prompt improvement.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:decimal;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eIterate\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e until ideal performance: Continue refining and rerunning your prompt until you achieve your desired results.\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eHow to get started\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eGo ahead and try out an AI-assisted prompt-writing through our interactive critiquing workflow. Vertex AI\u2019s easy-to-use UI for refining prompts can be tested without setting up a Google Cloud account through \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/generative-ai-studio\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003ethis link\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e (to demo without a Google Cloud account, be sure you are logged out of your Google account in your web browser or use incognito mode). For those with an account, you\u2019ll have the ability to save, manage, and fine-tune your prompts.\u003c/span\u003e\u003c/p\u003e"]]]],[["Developers \u0026 Practitioners","Boost your Continuous Delivery pipeline with Generative AI","Learn how to use Gemini models in Vertex AI to automate code reviews, create release notes, and enhance your software delivery pipeline.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-700x700.jpg"],null,7,null,"https://cloud.google.com/blog/topics/developers-practitioners/boost-your-continuous-delivery-pipeline-with-generative-ai",null,1,[["Giovanni Galloro","EMEA Solutions Lead, Application Modernization"],["Daniel Strebel","EMEA Solutions Lead, Application Modernization"]],null,"55631"],["Developers \u0026 Practitioners","Build an AI agent for trip planning with Gemini 1.5 Pro: A step-by-step guide","Check out this step-by-step guide to create an AI agent for trip planning with Gemini 1.5 Pro.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-700x700.jpg"],null,5,null,"https://cloud.google.com/blog/topics/developers-practitioners/learn-how-to-create-an-ai-agent-for-trip-planning-with-gemini-1-5-pro",null,1,[["Kelci Mensah","Cloud Architect, Google"],["Dagmawe Legesse","Cloud Engineer"]],null,"55632"],["Developers \u0026 Practitioners","Create a self-escalating chatbot in Conversational Agents using Webhook and Generators","Learn how to create a self-escalating chatbot using Google Cloud's generative AI solutions such as Vertex AI and Conversational Agents (Dialogflow CX).",["https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/11_-_Developers__Practitioners_a4Y5EGr.max-700x700.jpg"],null,9,null,"https://cloud.google.com/blog/topics/developers-practitioners/create-a-self-escalating-chatbot-in-conversational-agents",null,1,[["Aniket Agrawal","AI Cloud Engineer"]],null,"55633"],["AI \u0026 Machine Learning","How Commerzbank is transforming financial advisory workflows with gen AI","Commerzbank has automated its financial advisory workflows using an advanced semi-agentic, multi-step gen AI process on Vertex AI.",["https://storage.googleapis.com/gweb-cloudblog-publish/original_images/Commerzbank-v3.gif","https://storage.googleapis.com/gweb-cloudblog-publish/original_images/Commerzbank-v3.gif 324w, https://storage.googleapis.com/gweb-cloudblog-publish/original_images/Commerzbank-v3.gif 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/original_images/Commerzbank-v3.gif"],null,5,null,"https://cloud.google.com/blog/products/ai-machine-learning/how-commerzbank-is-transforming-financial-advisory-workflows-with-gen-ai",null,1,[["Tolga Bast\u00fcrk","Product Owner, Commerzbank"],["Anant Nawalgaria","Sr. Staff ML Engineer, Google"]],null,"55621"]],null,"AI \u0026 Machine Learning",["Google Cloud Summit Series","Discover the latest in AI, Security, Workspace, App Dev, \u0026 more.","Register","https://cloudonair.withgoogle.com/summit_series_24?utm_source\u003dcgc-blog\u0026utm_medium\u003dblog\u0026utm_campaign\u003dsummit-series-2024\u0026utm_content\u003dsummit-series-left-hand-rail-cta\u0026utm_term\u003d-"],[["AI \u0026 Machine Learning","https://cloud.google.com/blog/products/ai-machine-learning","ai-machine-learning"]],null,null,5], sideChannel: {}});</script><script id="wiz_jd" nonce="8OMNZIDPMDIx23y8kiOpSA">if (window['_wjdc']) {const wjd = {}; 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