{"id":252,"date":"2026-05-27T19:45:44","date_gmt":"2026-05-27T19:45:44","guid":{"rendered":"https:\/\/sites.clarkson.edu\/ai-institute\/workbench\/consult\/"},"modified":"2026-08-02T23:12:17","modified_gmt":"2026-08-02T23:12:17","slug":"consult","status":"publish","type":"page","link":"https:\/\/sites.clarkson.edu\/ai-institute\/workbench\/consult\/","title":{"rendered":"Services &#038; Consulting"},"content":{"rendered":"\n<a href=\"https:\/\/sites.clarkson.edu\/ai-institute\/workbench\/\" class=\"wb-backlink\" style=\"position:fixed;top:14px;left:14px;z-index:99999;display:inline-flex;align-items:center;gap:6px;padding:8px 13px;background:rgba(10,12,20,0.72);color:#fff;font:600 12.5px\/1 Arial,Helvetica,sans-serif;letter-spacing:0.04em;text-decoration:none;border:1px solid rgba(255,255,255,0.28);border-radius:999px\">\u2190 Workbench<\/a>\n\n\n\n<nav class=\"items-justified-space-between wp-block-navigation is-content-justification-space-between is-layout-flex 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class=\"wp-block-navigation-item__content\" href=\"https:\/\/sites.clarkson.edu\/ai-institute\/programs\/\"><span class=\"wp-block-navigation-item__label\">Programs<\/span><\/a><button data-wp-bind--aria-expanded=\"state.isSubmenuOpen\" data-wp-on--click=\"actions.toggleMenuOnClick\" aria-label=\"Programs submenu\" class=\"wp-block-navigation__submenu-icon wp-block-navigation-submenu__toggle\" ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" viewBox=\"0 0 12 12\" fill=\"none\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M1.50002 4L6.00002 8L10.5 4\" stroke-width=\"1.5\"><\/path><\/svg><\/button><ul data-wp-on--focus=\"actions.openMenuOnFocus\" class=\"wp-block-navigation__submenu-container wp-block-navigation-submenu\"><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.clarkson.edu\/ai-institute\/programs\/ai-minor\/\"><span class=\"wp-block-navigation-item__label\">AI Minor<\/span><\/a><\/li><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.clarkson.edu\/ai-institute\/programs\/ai-engineering\/\"><span class=\"wp-block-navigation-item__label\">AI Engineering<\/span><\/a><\/li><\/ul><\/li><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.clarkson.edu\/ai-institute\/projects\/\"><span class=\"wp-block-navigation-item__label\">Projects<\/span><\/a><\/li><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.clarkson.edu\/ai-institute\/events\/\"><span class=\"wp-block-navigation-item__label\">Events<\/span><\/a><\/li><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.clarkson.edu\/ai-institute\/news\/\"><span class=\"wp-block-navigation-item__label\">News<\/span><\/a><\/li><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.clarkson.edu\/ai-institute\/membership\/\"><span class=\"wp-block-navigation-item__label\">Membership<\/span><\/a><\/li><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.clarkson.edu\/ai-institute\/join\/\"><span class=\"wp-block-navigation-item__label\">Join<\/span><\/a><\/li><\/ul><\/nav>\n\n\n<div class=\"wp-block-cover\" style=\"min-height:300px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-50\" style=\"background-color:#0d2b1a\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1560\" class=\"wp-block-cover__image-background wp-image-60\" alt=\"\" src=\"https:\/\/sites.clarkson.edu\/ai-institute\/wp-content\/uploads\/sites\/109\/2026\/05\/2019-Digital-Arts-Lab-03-scaled.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/sites.clarkson.edu\/ai-institute\/wp-content\/uploads\/sites\/109\/2026\/05\/2019-Digital-Arts-Lab-03-scaled.jpg 2560w, https:\/\/sites.clarkson.edu\/ai-institute\/wp-content\/uploads\/sites\/109\/2026\/05\/2019-Digital-Arts-Lab-03-300x183.jpg 300w, https:\/\/sites.clarkson.edu\/ai-institute\/wp-content\/uploads\/sites\/109\/2026\/05\/2019-Digital-Arts-Lab-03-1024x624.jpg 1024w, https:\/\/sites.clarkson.edu\/ai-institute\/wp-content\/uploads\/sites\/109\/2026\/05\/2019-Digital-Arts-Lab-03-768x468.jpg 768w, https:\/\/sites.clarkson.edu\/ai-institute\/wp-content\/uploads\/sites\/109\/2026\/05\/2019-Digital-Arts-Lab-03-1536x936.jpg 1536w, https:\/\/sites.clarkson.edu\/ai-institute\/wp-content\/uploads\/sites\/109\/2026\/05\/2019-Digital-Arts-Lab-03-2048x1248.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/>\n<div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n\n<h1 class=\"wp-block-heading has-text-align-center\" style=\"color:#ffffff\">Services &#038; Consulting<\/h1>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\" style=\"color:#ffffff;font-size:1.1rem\">Hands-on AI consulting for departments, labs, and external partners.<\/p>\n\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group\" style=\"padding:3rem\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n\n<p class=\"wp-block-paragraph\" style=\"max-width:900px;margin:0 auto;text-align:center;font-size:1.08rem;line-height:1.6;\">The Clarkson AI Institute offers scoping, deployment, and advisory services for organizations looking to implement AI responsibly and effectively.<\/p>\n\n<\/div><\/div>\n\n\n\n<div class=\"cai-na\"><div class=\"cai-lead\"><p><strong>Start with the question, not the technology.<\/strong> Most people who ask us for AI need less than they expect \u2014 sometimes a free tool running on their own laptop, sometimes no AI at all. Answer these six questions and we will build you a picture of what you actually need. Then send it to us, and we will tell you honestly what we think.<\/p><\/div><form id=\"cai-form\"><fieldset><legend>1. Who are you?<\/legend><p class=\"cai-hint\">The route is different inside and outside the University.<\/p><label class=\"cai-opt\"><input type=\"radio\" name=\"who\" value=\"clarkson\"> A Clarkson department, lab, or course<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"who\" value=\"external\"> An external organization (industry, government, nonprofit, community)<\/label><\/fieldset><fieldset><legend>2. What are you actually trying to accomplish?<\/legend><p class=\"cai-hint\">Pick the closest. Describe the nuance in your email later.<\/p><label class=\"cai-opt\"><input type=\"radio\" name=\"goal\" value=\"explore\"> We are exploring \u2014 we want to understand what AI could realistically do for us<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"goal\" value=\"automate\"> We want to automate a repetitive workflow (forms, reports, routing, data entry)<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"goal\" value=\"software\"> We want to build a software tool, and use AI to build it faster and cheaper<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"goal\" value=\"analyze\"> We have data we need to analyze or make sense of<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"goal\" value=\"model\"> We need to train, fine-tune, or run models at scale<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"goal\" value=\"evaluate\"> We are being sold an AI product and need help judging the claims<\/label><\/fieldset><fieldset><legend>3. What kind of data will this touch?<\/legend><p class=\"cai-hint\">This often decides the answer on its own.<\/p><label class=\"cai-opt\"><input type=\"radio\" name=\"data\" value=\"public\"> Public or non-sensitive<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"data\" value=\"internal\"> Internal, but not regulated<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"data\" value=\"sensitive\"> Sensitive or regulated (student records, health, proprietary, export-controlled)<\/label><\/fieldset><fieldset><legend>4. How much computing will this really need?<\/legend><p class=\"cai-hint\">Be honest. Most people overestimate this.<\/p><label class=\"cai-opt\"><input type=\"radio\" name=\"scale\" value=\"small\"> Occasional and small \u2014 a handful of documents or questions at a time<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"scale\" value=\"moderate\"> Steady and moderate \u2014 a team using it regularly<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"scale\" value=\"heavy\"> Heavy \u2014 large datasets, model training, or many simultaneous users<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"scale\" value=\"unsure\"> Honestly, we do not know yet<\/label><\/fieldset><fieldset><legend>5. What is your budget reality?<\/legend><p class=\"cai-hint\">&#8220;No budget&#8221; is a legitimate answer and often changes nothing.<\/p><label class=\"cai-opt\"><input type=\"radio\" name=\"budget\" value=\"none\"> None \u2014 it needs to be free or open-source<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"budget\" value=\"some\"> Some department or project budget<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"budget\" value=\"grant\"> Grant-funded, or we are seeking grant support<\/label><\/fieldset><fieldset><legend>6. How much do you want to run yourselves?<\/legend><label class=\"cai-opt\"><input type=\"radio\" name=\"support\" value=\"teach\"> Teach us \u2014 we want to build and maintain it ourselves<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"support\" value=\"start\"> Help us start, then hand it off to us<\/label><label class=\"cai-opt\"><input type=\"radio\" name=\"support\" value=\"run\"> We would rather someone else build and run it<\/label><\/fieldset><p><button type=\"submit\" class=\"cai-go\">Build my picture<\/button><\/p><\/form><div id=\"cai-out\" class=\"cai-result\" role=\"status\" aria-live=\"polite\" tabindex=\"-1\"><\/div><\/div><script>(function(){var f=document.getElementById(\"cai-form\"),out=document.getElementById(\"cai-out\");if(!f) return;var LBL={};f.querySelectorAll(\"input[type=radio]\").forEach(function(i){LBL[i.name+\":\"+i.value]=i.parentNode.textContent.trim();});f.addEventListener(\"submit\",function(e){e.preventDefault();var v={},miss=[];[\"who\",\"goal\",\"data\",\"scale\",\"budget\",\"support\"].forEach(function(n){var c=f.querySelector(\"input[name=\"+n+\"]:checked\");if(c){v[n]=c.value;}else{miss.push(n);}});if(miss.length){out.innerHTML=\"<div class=\\\"cai-card k-check\\\"><h3>Please answer all six questions<\/h3><p>Still needed: \"+miss.length+\" of 6.<\/p><\/div>\";out.focus();return;}var C=[];var inside=(v.who===\"clarkson\");if(v.scale===\"small\"||v.scale===\"unsure\"||v.budget===\"none\"||v.data===\"sensitive\"){C.push([\"k-free\",\"Start free, on your own machine \u2014 try Ollama first\",\"Ollama runs capable open models (Llama, Mistral, Qwen and others) on an ordinary laptop or desktop, at no cost. Nothing leaves your computer, which also resolves most sensitive-data problems at a stroke. For summarizing, drafting, document question-answering, classification and prototyping, this is frequently the entire answer \u2014 and it costs nothing to find out. If it turns out to be too slow or too limited, that is real evidence for asking for more.\"]);}if(v.scale===\"heavy\"&&(v.goal===\"model\"||v.goal===\"analyze\")){C.push([\"k-gpu\",\"You may genuinely need GPU capacity\",(inside?\"And at Clarkson it is free. ACRES, the University HPC cluster, is open at no cost to every member of the campus community: 62 nodes, 2,440 CPU cores, 4 NVIDIA V100 GPUs, more than 160 teraflops, and a 40+ TB SSD filesystem. Faculty can also fund dedicated nodes that OIT integrates and runs. Tell us the workload and we will help you scope the request.\":\"ACRES is Clarkson HPC cluster; access for external organizations runs through a partnership or sponsored agreement rather than open sign-up. Describe the workload and we will tell you honestly whether it warrants that route, or whether something smaller does the job.\")]);}if(v.scale===\"heavy\"&&(v.goal===\"explore\"||v.goal===\"automate\"||v.goal===\"evaluate\")){C.push([\"k-check\",\"Be careful here \u2014 heavy compute is probably not your bottleneck\",\"You told us the work is heavy, but the goal you picked rarely needs GPUs. Workflow automation, exploration and vendor evaluation are almost always limited by unclear processes and messy data, not by compute. Buying capacity first is the most common and most expensive mistake we see. Start small, measure, and scale only when something actually breaks.\"]);}if(v.scale===\"unsure\"){C.push([\"k-check\",\"Not knowing the scale is fine \u2014 but do not buy anything yet\",\"We do not know is an honest and very common answer, and it is a reason to start with the free option and measure. A week of real usage will teach you more about your requirements than any amount of planning.\"]);}if(v.goal===\"automate\"){C.push([\"\",\"Automated workflows \u2014 and whether AI belongs in them\",\"We are glad to teach automated workflows. But the first question we will ask is whether this task needs AI at all: a scheduled script, a better form, or a rules-based tool is often faster, cheaper and more reliable than a language model \u2014 and it does not hallucinate. Where AI genuinely helps (messy text, unstructured documents, judgment-like sorting) we will show you where to put it, and where not to.\"]);}if(v.goal===\"software\"){C.push([\"\",\"Using AI to build software and lower cost\",\"This is one of the most concrete wins available right now. AI-assisted development sharply lowers the cost of internal tools \u2014 the small applications that replace spreadsheets and manual processes. We can help you scope what is worth building, what to buy instead, and how to keep it maintainable after it exists.\"]);}if(v.goal===\"explore\"){C.push([\"\",\"Exploring \u2014 start with the work, not the tool\",\"The most useful first conversation is not about models; it is about which of your actual tasks are slow, repetitive or judgment-heavy. Bring a real example of work your team does and we will look at it together.\"]);}if(v.goal===\"analyze\"){C.push([\"\",\"Making sense of data\",\"A good deal of this is classical statistics and honest visualization rather than AI. We will tell you which parts genuinely benefit from machine learning and which are better served by simpler, more defensible methods.\"]);}if(v.goal===\"evaluate\"){C.push([\"\",\"Judging a vendor AI claims\",\"Bring us the pitch. We will help you separate what the system demonstrably does from what the marketing implies, and identify the questions that expose the difference.\"]);}if(v.data===\"sensitive\"){C.push([\"k-check\",\"Sensitive data changes the rules\",\"Regulated or proprietary data \u2014 student records under FERPA, health information, export-controlled or contract-restricted material \u2014 should not be pasted into public cloud AI services without review. This is another strong argument for local models: with Ollama on your own hardware the data never leaves the machine. For Clarkson work, involve OIT and the relevant data owner early.\"]);}C.push([\"\",inside?\"Your route: inside Clarkson\":\"Your route: external partner\",inside?\"ACRES is free to you, an Institute consultation is free, and OIT already runs the infrastructure. In most cases nothing needs to be purchased to get started.\":\"Engagements with outside organizations run through a scoped agreement or partnership. Start by telling us the problem; we will tell you whether we are the right people and what a sensible first step looks like.\"]);if(v.support===\"teach\"){C.push([\"\",\"You want to run it yourselves\",\"That is our preferred outcome. Our aim is to leave you with capability, not a dependency.\"]);}var html=\"<h2>Your picture<\/h2><dl class=\\\"cai-dl\\\">\";var order=[[\"who\",\"Who\"],[\"goal\",\"Goal\"],[\"data\",\"Data\"],[\"scale\",\"Scale\"],[\"budget\",\"Budget\"],[\"support\",\"Support\"]];order.forEach(function(p){html+=\"<dt>\"+p[1]+\"<\/dt><dd>\"+LBL[p[0]+\":\"+v[p[0]]]+\"<\/dd>\";});html+=\"<\/dl>\";C.forEach(function(c){html+=\"<div class=\\\"cai-card \"+c[0]+\"\\\"><h3>\"+c[1]+\"<\/h3><p>\"+c[2]+\"<\/p><\/div>\";});var lines=[\"My picture from the Services and Consulting self-assessment:\",\"\"];order.forEach(function(p){lines.push(\"- \"+p[1]+\": \"+LBL[p[0]+\":\"+v[p[0]]]);});lines.push(\"\",\"What the page suggested:\");C.forEach(function(c){lines.push(\"- \"+c[1]);});lines.push(\"\",\"About my project (please fill in):\",\"- The problem I am trying to solve:\",\"- What success would look like:\",\"- Timeline and constraints:\",\"- Anything already tried:\");var body=lines.join(\"\\n\");html+=\"<h2>Send it to us<\/h2><p>Review the summary below, then email it to the Institute with a description of your project and goals. The more concretely you describe the actual problem, the more useful our reply will be.<\/p>\";html+=\"<div class=\\\"cai-sum\\\">\"+body.replace(\/&\/g,\"&amp;\").replace(\/<\/g,\"&lt;\")+\"<\/div>\";var href=\"mailto:ai.institute@clarkson.edu?subject=\"+encodeURIComponent(\"AI Institute consultation request\")+\"&body=\"+encodeURIComponent(body);html+=\"<p><a class=\\\"cai-email\\\" href=\\\"\"+href+\"\\\">Email this to the AI Institute<\/a> <button type=\\\"button\\\" id=\\\"cai-copy\\\" class=\\\"cai-copy\\\">Copy summary<\/button><\/p>\";html+=\"<p class=\\\"cai-hint\\\">Button does nothing? Your browser has no mail app set up \\u2014 that is common. Use <strong>Copy summary<\/strong> and paste it into an email to <strong>ai.institute@clarkson.edu<\/strong>.<\/p>\";out.innerHTML=html;out.focus();var cb=document.getElementById(\"cai-copy\");if(cb){cb.addEventListener(\"click\",function(){var sel=function(){var n=out.querySelector(\".cai-sum\");var r=document.createRange();r.selectNodeContents(n);var s=window.getSelection();s.removeAllRanges();s.addRange(r);cb.textContent=\"Press Ctrl+C to copy\";};var done=function(){cb.textContent=\"Copied\";setTimeout(function(){cb.textContent=\"Copy summary\";},2000);};if(navigator.clipboard&&navigator.clipboard.writeText){navigator.clipboard.writeText(body).then(done,sel);}else{sel();}});}});})();<\/script>\n\n\n\n<div style=\"max-width:900px;margin:56px auto 48px;padding:0 20px;\">\n  <h2 style=\"color:#004e42;font-size:1.9em;margin:0 0 10px;\">Published Rates<\/h2>\n  <p style=\"color:#6e6259;font-size:0.95em;line-height:1.6;margin:0;\">Program support services for NSF REU Sites and comparable undergraduate research training programs. Prices are per Site, per summer cohort. The Institute delivers the service, tracks completion, and provides the PI with the documentation needed for reporting.<\/p>\n  <div style=\"height:4px;width:88px;background:#ffcd00;margin:20px 0 30px;\"><\/div>\n  <h3 style=\"color:#004e42;font-size:1.15em;margin:0 0 16px;\">Tier A &mdash; $2,500 each<\/h3>\n  <div style=\"display:flex;flex-wrap:wrap;gap:18px;margin-bottom:40px;\">\n    <div style=\"flex:1 1 250px;background:#fff;border:1px solid #d7d2cb;border-left:4px solid #004e42;padding:20px 22px;\">\n      <div style=\"display:inline-block;background:#ffcd00;color:#004e42;font-weight:700;font-size:0.75em;letter-spacing:0.06em;padding:3px 9px;margin-bottom:12px;\">$2,500<\/div>\n      <h4 style=\"color:#004e42;font-size:1.02em;margin:0 0 8px;line-height:1.3;\">RCR + Responsible-AI training module<\/h4>\n      <p style=\"color:#6e6259;font-size:0.87em;line-height:1.6;margin:0;\">NSF requires responsible-conduct-of-research training for undergraduates, and the Site solicitation names it explicitly. This is the AI-specific version: data provenance and licensing, disclosure of AI use in writing, model and dataset documentation, bias and evaluation, and dual-use. The Institute delivers it, tracks completion, and hands the PI a roster for the annual report.<\/p>\n    <\/div>\n    <div style=\"flex:1 1 250px;background:#fff;border:1px solid #d7d2cb;border-left:4px solid #004e42;padding:20px 22px;\">\n      <div style=\"display:inline-block;background:#ffcd00;color:#004e42;font-weight:700;font-size:0.75em;letter-spacing:0.06em;padding:3px 9px;margin-bottom:12px;\">$2,500<\/div>\n      <h4 style=\"color:#004e42;font-size:1.02em;margin:0 0 8px;line-height:1.3;\">Mentor training for graduate students and postdocs<\/h4>\n      <p style=\"color:#6e6259;font-size:0.87em;line-height:1.6;margin:0;\">The solicitation asks proposals to describe the training, mentoring, or monitoring that research mentors have received &mdash; a section most PIs have nothing to write in. An Entering-Mentoring-style workshop for the people doing the day-to-day mentoring, plus one mid-summer check-in, fills a real reviewer-facing gap.<\/p>\n    <\/div>\n    <div style=\"flex:1 1 250px;background:#fff;border:1px solid #d7d2cb;border-left:4px solid #004e42;padding:20px 22px;\">\n      <div style=\"display:inline-block;background:#ffcd00;color:#004e42;font-weight:700;font-size:0.75em;letter-spacing:0.06em;padding:3px 9px;margin-bottom:12px;\">$2,500<\/div>\n      <h4 style=\"color:#004e42;font-size:1.02em;margin:0 0 8px;line-height:1.3;\">Data management, archiving, and reproducibility<\/h4>\n      <p style=\"color:#6e6259;font-size:0.87em;line-height:1.6;margin:0;\">DMP and DMSP drafting support, end-of-summer code and data deposit with a DOI, and model and dataset cards. Turns the student&rsquo;s ten weeks into a citable artifact instead of a dead directory.<\/p>\n    <\/div>\n  <\/div>\n  <h3 style=\"color:#004e42;font-size:1.15em;margin:0 0 6px;\">Tier B &mdash; $3,000&ndash;$5,000<\/h3>\n  <p style=\"color:#6e6259;font-size:0.87em;margin:0 0 16px;\">Scoped per Site within the band above.<\/p>\n  <div style=\"display:flex;flex-wrap:wrap;gap:18px;margin-bottom:32px;\">\n    <div style=\"flex:1 1 300px;background:#004e42;padding:22px 24px;\">\n      <div style=\"display:inline-block;background:#ffcd00;color:#004e42;font-weight:700;font-size:0.75em;letter-spacing:0.06em;padding:3px 9px;margin-bottom:12px;\">$3,000&ndash;$5,000<\/div>\n      <h4 style=\"color:#fff;font-size:1.02em;margin:0 0 8px;line-height:1.3;\">AI methods bootcamp &mdash; week one<\/h4>\n      <p style=\"color:rgba(255,255,255,0.88);font-size:0.87em;line-height:1.6;margin:0;\">Intensive onboarding: the Python and PyTorch stack, data hygiene, version control, ACRES job submission, and evaluation discipline. Students become productive in week two instead of week six.<\/p>\n    <\/div>\n    <div style=\"flex:1 1 300px;background:#004e42;padding:22px 24px;\">\n      <div style=\"display:inline-block;background:#ffcd00;color:#004e42;font-weight:700;font-size:0.75em;letter-spacing:0.06em;padding:3px 9px;margin-bottom:12px;\">$3,000&ndash;$5,000<\/div>\n      <h4 style=\"color:#fff;font-size:1.02em;margin:0 0 8px;line-height:1.3;\">Recruitment and applicant pipeline<\/h4>\n      <p style=\"color:rgba(255,255,255,0.88);font-size:0.87em;line-height:1.6;margin:0;\">Sites must draw a significant fraction of students from outside the host institution, with at least half from institutions where STEM research opportunities are limited. The Institute runs a shared application portal, outreach to North Country community colleges and regional PUIs, screening, and reference collection.<\/p>\n    <\/div>\n  <\/div>\n  <p style=\"color:#6e6259;font-size:0.85em;line-height:1.6;margin:0;border-top:1px solid #d7d2cb;padding-top:16px;\">To discuss scope, timing, or a combined package, complete the questionnaire above or write to <a href=\"mailto:ai.institute@clarkson.edu\" style=\"color:#004e42;\">ai.institute@clarkson.edu<\/a>.<\/p>\n<\/div>\n<style class=\"advgb-styles-renderer\">\n#wrapper-navbar,.site-header,.hero__breadcrumbs,.breadcrumbs,.entry-header,\nfooter.site-footer,.footer-widgets,.navbar,nav.navbar,.wp-block-navigation,.wp-block-template-part{display:none!important}\n.col-md.content-area{padding:0!important}\n.entry-content.container{max-width:100%!important;padding:0!important;margin:0!important}\n.site-main,.row{padding:0!important;margin:0!important}\nbody{padding-top:0!important;background:#fff}\n.cai-na{max-width:900px;margin:0 auto;padding:6px 16px 44px;color:#1a1a1a;line-height:1.55;}.cai-na h2{color:#004E42;font-size:1.45rem;margin:30px 0 8px;}.cai-lead{background:#eaf3f0;border-left:5px solid #004E42;padding:14px 16px;margin:0 0 8px;}.cai-na fieldset{border:1px solid #cfd8d5;border-radius:6px;margin:0 0 14px;padding:12px 16px;}.cai-na legend{font-weight:700;color:#004E42;padding:0 6px;}.cai-hint{font-size:.9rem;color:#4a4a4a;margin:2px 0 10px;}.cai-opt{display:block;margin:0 0 7px;padding:9px 11px;border:1px solid #e0e6e4;border-radius:4px;background:#fff;cursor:pointer;}.cai-opt:hover{background:#f6f5f1;}.cai-opt:focus-within{outline:3px solid #004E42;outline-offset:2px;}.cai-opt input{margin-right:10px;}.cai-go{background:#004E42;color:#fff;border:0;border-radius:4px;padding:12px 22px;font-size:1rem;font-weight:700;cursor:pointer;}.cai-go:focus-visible{outline:3px solid #FFCD00;outline-offset:2px;}.cai-card{border-left:5px solid #004E42;background:#f6f5f1;padding:13px 16px;margin:0 0 12px;}.cai-card h3{margin:0 0 6px;font-size:1.05rem;color:#004E42;}.cai-card p{margin:0;}.k-free{border-left-color:#1f6b32;} .k-free h3{color:#1f6b32;}.k-gpu{border-left-color:#8a5a00;} .k-gpu h3{color:#8a5a00;}.k-check{border-left-color:#8a1f1f;} .k-check h3{color:#8a1f1f;}.cai-dl{display:grid;grid-template-columns:auto 1fr;gap:4px 14px;background:#fff;border:1px solid #cfd8d5;padding:12px 14px;margin:0 0 16px;}.cai-dl dt{font-weight:700;color:#004E42;} .cai-dl dd{margin:0;}.cai-email{display:inline-block;background:#FFCD00;color:#111;font-weight:700;padding:12px 22px;border:2px solid #111;border-radius:4px;text-decoration:none;}.cai-email:focus-visible{outline:3px solid #004E42;outline-offset:2px;}.cai-copy{background:#fff;color:#004E42;border:2px solid #004E42;border-radius:4px;padding:11px 18px;font-size:1rem;font-weight:700;cursor:pointer;margin-left:8px;}.cai-copy:focus-visible{outline:3px solid #FFCD00;outline-offset:2px;}.cai-sum{background:#fff;border:1px solid #cfd8d5;padding:12px;white-space:pre-wrap;font-size:.9rem;margin:12px 0;}<\/style>","protected":false},"excerpt":{"rendered":"<p>\u2190 Workbench The Clarkson AI Institute offers scoping, deployment, and advisory services for organizations looking to implement AI responsibly and effectively. Start with the question, not the technology. Most people who ask us for AI need less than they expect \u2014 sometimes a free tool running on their own laptop, sometimes no AI at all. [&hellip;]<\/p>\n","protected":false},"author":256,"featured_media":0,"parent":143,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"advgb_blocks_editor_width":"","advgb_blocks_columns_visual_guide":"","footnotes":""},"class_list":["post-252","page","type-page","status-publish","hentry"],"coauthors":[],"author_meta":{"author_link":"https:\/\/sites.clarkson.edu\/ai-institute\/author\/scasper\/","display_name":"scasper"},"relative_dates":{"created":"Posted 3 months ago","modified":"Updated 1 month ago"},"absolute_dates":{"created":"Posted on May 27, 2026","modified":"Updated on August 2, 2026"},"absolute_dates_time":{"created":"Posted on May 27, 2026 7:45 pm","modified":"Updated on August 2, 2026 11:12 pm"},"featured_img_caption":"","featured_img":false,"series_order":"","_links":{"self":[{"href":"https:\/\/sites.clarkson.edu\/ai-institute\/wp-json\/wp\/v2\/pages\/252","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.clarkson.edu\/ai-institute\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.clarkson.edu\/ai-institute\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.clarkson.edu\/ai-institute\/wp-json\/wp\/v2\/users\/256"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.clarkson.edu\/ai-institute\/wp-json\/wp\/v2\/comments?post=252"}],"version-history":[{"count":8,"href":"https:\/\/sites.clarkson.edu\/ai-institute\/wp-json\/wp\/v2\/pages\/252\/revisions"}],"predecessor-version":[{"id":821,"href":"https:\/\/sites.clarkson.edu\/ai-institute\/wp-json\/wp\/v2\/pages\/252\/revisions\/821"}],"up":[{"embeddable":true,"href":"https:\/\/sites.clarkson.edu\/ai-institute\/wp-json\/wp\/v2\/pages\/143"}],"wp:attachment":[{"href":"https:\/\/sites.clarkson.edu\/ai-institute\/wp-json\/wp\/v2\/media?parent=252"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}