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Over the past year, I’ve been leading a new ArcGIS Hub AI Assistant in close collaboration with the city of Washington, DC to support easy access and understanding of <a href="https://opendata.dc.gov/" target="_blank" rel="noopener" title="">open data about the city.</a> This work builds from <a href="https://highearthorbit.com/articles/geoai-and-the-future-of-mapping/" title="">my talk at the National Academies</a> on the future of GeoAI and the potential for improved access to information. </p> 424 425 426 427<p class="wp-block-paragraph">The future is exciting, and these AI assistants will be progressively released throughout 2024. They are just a few examples of the many generative AI related projects across Esri. </p> 428 429 430
431<iframe id="kmsembed-1_opret32t" width="608" height="402" src="https://mediaspace.esri.com/embed/secure/iframe/entryId/1_opret32t/uiConfId/49806163/pbc/334881262/st/0" class="kmsembed" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" referrerPolicy="no-referrer-when-downgrade" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="ArcGIS and Generative AI Assistants"></iframe> 432 433 434 435<p class="wp-block-paragraph">My colleague, Adam Pfister, and I presented at the Esri FedGIS 2024 conference. You can watch the <a href="https://mediaspace.esri.com/media/t/1_opret32t" target="_blank" rel="noopener" title="">video recording here</a> or read the transcript below which may be easier to read and understand what we’re doing.</p> 436 437 438 439<h2 class="wp-block-heading">ArcGIS and Generative AI Assistants</h2> 440 441 442 443<p class="wp-block-paragraph">Over the past several years, Esri has been adding machine learning and <a href="https://www.esri.com/en-us/capabilities/geoai/overview" title="">GeoAI</a> to ArcGIS to provide you with advanced spatial analysis capabilities.</p> 444 445 446 447<p class="wp-block-paragraph">Last year, there was a revolutionary shift with the development of Large Language Models, or LLMs, used in Generative AI. These advancements have opened new avenues for interactive, accessible experiences. You might have heard of <a href="https://copilot.microsoft.com/" title="">Microsoftâs CoPilot</a> and <a href="https://openai.com/" title="">OpenAIâs ChatGPT</a>. These capabilities change how people work by providing creative reasoning and natural language interfaces.</p> 448 449 450 451<p class="wp-block-paragraph">Across Esri, weâve been exploring new capabilities that use generative AI to automate and accelerate workflows.</p> 452 453 454 455<p class="wp-block-paragraph">It starts by following the WebGIS pattern. Publish your data as services, including high-quality metadata. Use these data services as layers in a map, and use in Applications.</p> 456 457 458<div class="wp-block-image"> 459<figure class="aligncenter size-large is-resized"><img data-recalc-dims="1" fetchpriority="high" decoding="async" width="840" height="625" src="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image.png?resize=840%2C625&ssl=1" alt="" class="wp-image-381" style="width:442px;height:auto" srcset="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image.png?resize=1024%2C762&ssl=1 1024w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image.png?resize=300%2C223&ssl=1 300w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image.png?resize=768%2C572&ssl=1 768w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image.png?w=1376&ssl=1 1376w" sizes="(max-width: 840px) 100vw, 840px" /></figure> 460</div> 461 462 463<p class="wp-block-paragraph">We are developing new âAI Assistantsâ that extend these Apps which use Agents with specialized training, prompt engineering, and LLM to provide particular skills. These use our Tools to access the live data and services â which is important to ensure that answers are accurate and trustworthy.</p> 464 465 466 467<p class="wp-block-paragraph">We envision generative AI being available across ArcGIS. Iâm going to show you a few examples of our research developing AI Assistants into ArcGIS Hub, Survey123, and integrates ArcGIS System.</p> 468 469 470 471<h2 class="wp-block-heading">Open Data DC</h2> 472 473 474 475<p class="wp-block-paragraph">The city of Washington, DC uses <a href="https://opendata.dc.gov/" title="">hub to share their data, documents, and apps through a focused catalog</a> that supports constituents, partners, and developers to use in their own decision making. The data can be explored, downloaded, access via APIs, and integrated into configurable apps.</p> 476 477 478 479<figure class="wp-block-image size-large"><img data-recalc-dims="1" decoding="async" width="840" height="1000" src="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-1.png?resize=840%2C1000&ssl=1" alt="" class="wp-image-382" srcset="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-1.png?resize=860%2C1024&ssl=1 860w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-1.png?resize=252%2C300&ssl=1 252w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-1.png?resize=768%2C915&ssl=1 768w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-1.png?resize=1290%2C1536&ssl=1 1290w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-1.png?w=1604&
479ssl=1 1604w" sizes="(max-width: 840px) 100vw, 840px" /></figure> 480 481 482 483<p class="wp-block-paragraph">Our research indicated that generative AI could help people more quickly & easily get answers to common questions. We are developing a new Hub AI Assistant that will be integrated into ArcGIS Hub and configurable for your organizationsâ sites.</p> 484 485 486 487<p class="wp-block-paragraph">We connected the Hub AI Assistant to DCâs Open Data site so that all responses are using their authoritative, up-to-date data and information. When I moved into the city, my first question was â<strong>when is trash day</strong>â</p> 488 489 490 491<p class="wp-block-paragraph">Now, people can ask this common question to discover relevant information to explore. They can then find the days specific to their address â letâs see at â<strong>check at 800 east capitol st ne</strong>â</p> 492 493 494 495<p class="wp-block-paragraph">With generative AI itâs important to ensure the source data are accurate, so the AI Assistant provides links to the data source as well as a map and the geocoded location so the person can verify the information is correct.</p> 496 497 498 499<p class="wp-block-paragraph">You can also ask broader questions like â<strong>How many trees are in the city?</strong>â The DC Urban Forestry team publishes datasets with each tree, species, size, and health. You can then ask it to create a map of trees nearby our location. And because the AI Assistant is using the live services â when the forestry team plants a new tree, the next time someone asks the question they will see the newest trees.</p> 500 501 502 503<figure class="wp-block-image size-large"><img data-recalc-dims="1" loading="lazy" decoding="async" width="840" height="684" src="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-2.png?resize=840%2C684&ssl=1" alt="" class="wp-image-383" srcset="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-2.png?resize=1024%2C834&ssl=1 1024w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-2.png?resize=300%2C244&ssl=1 300w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-2.png?resize=768%2C626&ssl=1 768w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-2.png?resize=1536%2C1252&ssl=1 1536w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-2.png?resize=2048%2C1669&ssl=1 2048w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-2.png?w=1680&ssl=1 1680w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-2.png?w=2520&ssl=1 2520w" sizes="auto, (max-width: 840px) 100vw, 840px" /><figcaption class="wp-element-caption">The Hub AI Assistant can query data and summarize documents and policies.</figcaption></figure> 504 505 506 507<p class="wp-block-paragraph">The Hub AI Assistant answers general questions using the documents, and apps in the cityâs Hub. Iâm wondering â<strong>who can help me plant a tree</strong>â. There is a simple response and link to the hub page with more information. This helps people understand policies and procedures alongside data exploration.</p> 508 509 510 511<p class="wp-block-paragraph">This is an exciting future and youâve probably already done the hard work by publishing your data as services and adding terrific metadata that the AI Assistants will include in their reasoning. Itâs important to realize that the use of your data in generative AI is happening already and accelerating. We are mitigating the risks by limiting inputs to your curated data and configurable guardrails. There is a lot of work to do here, and weâre being careful about how to respond to conversations outside the scope of the assistant.</p> 512 513 514 515<p class="wp-block-paragraph">For example, someone may say â<strong>my house is on fire</strong>â. The AI Assistant limits its reasoning and information to the curated data and clearly states when a question is outside of its scope. In this case – call emergency services using 911.</p> 516 517 518 519<p class="wp-block-paragraph">The AI Assistant also helps ensure everyone has easy access to the data using their native language. Parents w
519ant to know where their child should attend school, â<strong>¿Cuáles son las escuelas cerca del cÃrculo DuPont?</strong>â The AI Assistant translates questions to query the data and find the best answer. Then it responds in the language the person asked.</p> 520 521 522 523<figure class="wp-block-image size-large"><img data-recalc-dims="1" loading="lazy" decoding="async" width="840" height="684" src="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-3.png?resize=840%2C684&ssl=1" alt="" class="wp-image-384" srcset="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-3.png?resize=1024%2C834&ssl=1 1024w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-3.png?resize=300%2C244&ssl=1 300w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-3.png?resize=768%2C626&ssl=1 768w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-3.png?resize=1536%2C1252&ssl=1 1536w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-3.png?resize=2048%2C1669&ssl=1 2048w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-3.png?w=1680&ssl=1 1680w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-3.png?w=2520&ssl=1 2520w" sizes="auto, (max-width: 840px) 100vw, 840px" /><figcaption class="wp-element-caption">The Hub AI Assistant supports any language for requests and information.</figcaption></figure> 524 525 526 527<h2 class="wp-block-heading">Survey123 Assistant</h2> 528 529 530 531<p class="wp-block-paragraph">Survey123 is a powerful capability for creating dynamic forms to gather information. However, researching and formulating questions and answers can take significant time. Then we need to configure the form with all the details.</p> 532 533 534 535<p class="wp-block-paragraph">The upcoming Survey123 Assistant accelerates your work. We can request it to â<strong>create a survey for reporting damage assessments due to flooding</strong>â. The Survey123 Assistant creates a draft survey based on training using domain knowledge relevant to the request and prompt engineering for best practices. Within a few seconds we have a suggested set of questions and answers.</p> 536 537 538 539<figure class="wp-block-image size-large"><img data-recalc-dims="1" loading="lazy" decoding="async" width="840" height="665" src="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-4.png?resize=840%2C665&ssl=1" alt="" class="wp-image-385" srcset="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-4.png?resize=1024%2C811&ssl=1 1024w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-4.png?resize=300%2C238&ssl=1 300w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-4.png?resize=768%2C608&ssl=1 768w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-4.png?resize=1536%2C1217&ssl=1 1536w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-4.png?resize=2048%2C1622&ssl=1 2048w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-4.png?resize=150%2C120&ssl=1 150w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-4.png?w=1680&ssl=1 1680w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-4.png?w=2520&ssl=1 2520w" sizes="auto, (max-width: 840px) 100vw, 840px" /></figure> 540 541 542 543<p class="wp-block-paragraph">We can modify this to â<strong>add a map for marking the location</strong>â. The assistant will consider my request, update the questions and answers, then provide a complete draft for me to review.</p> 544 545 546 547<p class="wp-block-paragraph">When weâre satisfied with this draft the Survey123 Assistant can Generate the form automatically. Now we can continue working in the form editor to make changes, share with colleagues and publish when weâre confident.</p> 548 549 550 551<figure class="wp-block-image size-large"><img data-recalc-dims="1" loading="lazy" decoding="async" width="840" height="665" src="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-5.png?resize=840%2C665&ssl=1" alt="" class="wp-image-386" srcset="https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-5.png?resize=1024%2C811&ssl=1 1024w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-5.png?resize=300%2C238&ssl=1 300w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-5.png?resize=768%2C608&ssl=1 768w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-5.png?resize=1536%2C1217&ssl=1 1536w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-5.png?resize=2048%2C1622&ssl=1 2048w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-5.png?resize=150%2C120&ssl=1 150w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-5.png?w=1680&ssl=1 1680w, https://i0.wp.com/highearthorbit.com/wp-content/uploads/2024/02/image-5.png?w=2520&
551ssl=1 2520w" sizes="auto, (max-width: 840px) 100vw, 840px" /></figure> 552 553 554 555<p class="wp-block-paragraph">These are just two examples of our research and development efforts integrating generative AI into new AI Assistants.</p> 556 557 558 559<p class="wp-block-paragraph">We are testing these AI Assistants for ArcGIS with different users and organizations to progressively improve their quality, utility, and accessibility. </p> 560 </div><!-- .entry-content --> 561 562 <footer class="entry-footer clear-both"> 563 <span class="tags-links items-center text-xs text-gray-500"><a href="https://highearthorbit.com/articles/tag/arcgis/" rel="tag">ArcGIS</a>, <a href="https://highearthorbit.com/articles/tag/arcgis-hub/" rel="tag">ArcGIS Hub</a>, <a href="https://highearthorbit.com/articles/tag/augmented-reality/" rel="tag">augmented reality</a>, <a href="https://highearthorbit.com/articles/tag/civic/" rel="tag">civic</a>, <a href="https://highearthorbit.com/articles/tag/conference/" rel="tag">conference</a></span> </footer><!-- .entry-footer --> 564</article><!-- #post-379 --> 565<div class="clear-both"></div> 566<div class=""> 567 <ul class="sb-post-navigation flex justify-between items-center py-10 font-medium"> 568 <li class="sb-nav-previous"><a href="https://highearthorbit.com/articles/back-to-baltimore-for-foss4g/" rel="prev"><span class="meta-nav">← Previous</span></a></li> 569 <li class="sb-nav-next"></li> 570 </ul> 571 </div> 572 </div> 573 574 </div> 575 </main><!-- #main --> 576 577 578 <footer id="colophon" class="site-footer bg-gray-900 text-gray-300 py-8"> 579 <div class="site-info text-center text-sm"> 580 <a href="https://wordpress.org/"> 581 Proudly powered by WordPress </a> 582 <span class="sep"> | </span> 583 Theme: storybook by <a href="https://odiethemes.com/">OdieThemes</a>. </div><!-- .site-info --> 584 </footer><!-- #colophon --> 585</div><!-- #page --> 586
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601<script type="module"> 602/*! This file is auto-generated */ 603var e="script#wp-emoji-settings",t=document.querySelector(e);if(!(t instanceof HTMLScriptElement))throw new Error("Element missing: "+e);const r=JSON.parse(t.text),s=(window._wpemojiSettings=r,"wpEmojiSettingsSupports"),o=["flag","emoji"];function i(e){try{var t={supportTests:e,timestamp:(new Date).valueOf()};sessionStorage.setItem(s,JSON.stringify(t))}catch(e){}}function c(e,t,n){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);t=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data);e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(n,0,0);const r=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data);return t.every((e,t)=>e===r[t])}function p(e,t){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);var n=e.getImageData(16,16,1,1);for(let e=0;e<n.data.length;e++)if(0!==n.data[e])return!1;return!0}function u(e,t,n,r){switch(t){case"flag":return n(e,"\ud83c\udff3\ufe0f\u200d\u26a7\ufe0f","\ud83c\udff3\ufe0f\u200b\u26a7\ufe0f")?!1:!n(e,"\ud83c\udde8\ud83c\uddf6","\ud83c\udde8\u200b\ud83c\uddf6")&&!n(e,"\ud83c\udff4\udb40\udc67\udb40\udc62\udb40\udc65\udb40\udc6e\udb40\udc67\udb40\udc7f","\ud83c\udff4\u200b\udb40\udc67\u200b\udb40\udc62\u200b\udb40\udc65\u200b\udb40\udc6e\u200b\udb40\udc67\u200b\udb40\udc7f");case"emoji":return!r(e,"\ud83e\u1fac8")}return!1}function f(e,t,n,r){let a;const s=(a="undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope?new OffscreenCanvas(300,150):document.createElement("canvas")).getContext("2d",{willReadFrequently:!0}),o=(s.textBaseline="top",s.font="600 32px Arial",{});return e.forEach(e=>{o[e]=t(s,e,n,r)}),o}function a(e){var t=document.createElement("script");t.src=e,t.defer=!0,document.head.appendChild(t)}r.supports={everything:!0,everythingExceptFlag:!0},new Promise(t=>{let n=function(){try{var e=JSON.parse(sessionStorage.getItem(s));if("object"==typeof e&&"number"==typeof e.timestamp&&(new Date).valueOf()<e.timestamp+604800&&"object"==typeof e.supportTests)return e.supportTests}catch(e){}return null}();if(!n){if("undefined"!=typeof Worker&&"undefined"!=typeof OffscreenCanvas&&"undefined"!=typeof URL&&URL.createObjectURL&&"undefined"!=typeof Blob)try{var e="postMessage("+f.toString()+"("+[JSON.stringify(o),u.toString(),c.toString(),p.toString()].join(",")+"));",r=new Blob([e],{type:"text/javascript"});const a=new Worker(URL.createObjectURL(r),{name:"wpTestEmojiSupports"});return void(a.onmessage=e=>{i(n=e.data),a.terminate(),t(n)})}catch(e){}i(n=f(o,u,c,p))}t(n)}).then(e=>{for(const n in e)r.supports[n]=e[n],r.supports.everything=r.supports.everything&&r.supports[n],"flag"!==n&&(r.supports.everythingExceptFlag=r.supports.everythingExceptFlag&&r.supports[n]);var t;r.supports.everythingExceptFlag=r.supports.everythingExceptFlag&&!r.supports.flag,r.supports.everything||((t=r.source||{}).concatemoji?a(t.concatemoji):t.wpemoji&&t.twemoji&&(a(t.twemoji),a(t.wpemoji)))}); 604//# sourceURL=https://highearthorbit.com/wp-includes/js/wp-emoji-loader.min.js 605</script>
605 606 607</body> 608</html>
Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.