{"id":19302,"date":"2026-08-03T15:27:13","date_gmt":"2026-08-03T15:27:13","guid":{"rendered":"https:\/\/8657085.xyz\/?p=19302"},"modified":"2026-08-03T15:27:13","modified_gmt":"2026-08-03T15:27:13","slug":"what-albertas-ai-numbers-mean-for-it-pricing","status":"publish","type":"post","link":"https:\/\/8657085.xyz\/?p=19302","title":{"rendered":"What Alberta\u2019s AI numbers mean for IT pricing"},"content":{"rendered":"<p> <div style=\"display: grid; grid-template-columns: 300px 160px; gap: 2px; width: 460px; background: #eee; padding: 2px;\">\r\n\r\n  <!-- \u6574\u884c\u5bbd\u5e7f\u544a -->\r\n  <div style=\"grid-column: 1\/-1; width: 460px; height: 250px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876674\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  <div style=\"grid-column: 1\/-1; width: 460px; height: 90px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876676\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n\r\n  <!-- \u5de6\u4fa7\u7ad6\u6392 -->\r\n  <div style=\"height: 250px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876672\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  <div style=\"height: 500px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876680\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n\r\n  <!-- \u53f3\u4fa7\u6469\u5929\u697c\uff08\u548c\u5de6\u4fa7\u5b8c\u5168\u5bf9\u9f50\uff09 -->\r\n  <div style=\"grid-row: 3\/5; height: 750px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876678\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  \r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e6\" data-zoneid=\"5876682\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n<\/div><br \/>\n<\/p>\n<div style=\"padding-right:0;padding-left:0\">\n<p class=\"wp-block-paragraph\">The next three-year, eight-figure technology estimate to land on a Canadian CIO\u2019s desk might have to answer a different question.<\/p>\n<p class=\"wp-block-paragraph\">What part of it still depends on people doing the work the old way?<\/p>\n<p class=\"wp-block-paragraph\">Alberta has now put some public numbers behind that question. At the Velocity Symposium in Edmonton last week, Janak Alford, Alberta\u2019s deputy minister of technology and innovation, walked attendees through how the province is using AI to map, repair, and reduce the application and code behind government services.<\/p>\n<p class=\"wp-block-paragraph\">The event followed Alberta\u2019s release of the Velocity White Papers on July 6, a set of 22 open-source documents that show how the province is doing this work and hand the playbook to anyone else who wants it.<\/p>\n<p class=\"wp-block-paragraph\">Nate Glubish, Alberta\u2019s minister of technology and innovation, said one project had drawn a bid of $54 million over three years. He said the province is developing a solution for about $2.5 million, with a first version working within 10 months.<\/p>\n<p class=\"wp-block-paragraph\">The province also used AI to scan more than 466 million lines of code in 20 hours, work Alford discussed at Upper Bound in May.<\/p>\n<p class=\"wp-block-paragraph\">According to a case study Anthropic published alongside the white papers, the compute cost was about $2,000.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">That figure doesn\u2019t include the people, systems, and preparation required to build the scanning process, but it shows what can happen once the machinery is in place.<\/p>\n<p class=\"wp-block-paragraph\">Alberta\u2019s figures give buyers something concrete to challenge. A vendor quoting three years and eight figures now has to show which parts of the work still require that much time and labour.<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/07\/JF_UpperBound_JanakAlford_DSC_7481-feature-1200x675.jpg\" alt=\"Greg Burlet, director of engineering at Amii (left), speaks with Janak Alford, Alberta's deputy minister of technology and innovation, at Upper Bound in Edmonton on May 20, 2026. \u2014 Photo by Jennifer Friesen, Digital Journal\" class=\"wp-image-3855924\" srcset=\"https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/07\/JF_UpperBound_JanakAlford_DSC_7481-feature-1200x675.jpg 1200w, https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/07\/JF_UpperBound_JanakAlford_DSC_7481-feature-800x450.jpg 800w, https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/07\/JF_UpperBound_JanakAlford_DSC_7481-feature-768x432.jpg 768w, https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/07\/JF_UpperBound_JanakAlford_DSC_7481-feature-1536x864.jpg 1536w, https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/07\/JF_UpperBound_JanakAlford_DSC_7481-feature.jpg 1600w\" sizes=\"(max-width: 1200px) 100vw, 1200px\"\/><figcaption class=\"wp-element-caption\">Janak Alford, Alberta\u2019s deputy minister of technology and innovation, speaks at Upper Bound in Edmonton on May 20, 2026. \u2014 Photo by Jennifer Friesen, Digital Journal<\/figcaption><\/figure>\n<h2 id=\"h-buyers-with-maps-negotiate-differently\" class=\"wp-block-heading\">Buyers with maps negotiate differently<\/h2>\n<p class=\"wp-block-paragraph\">Most organizations have a better inventory of their office chairs than their software.<\/p>\n<p class=\"wp-block-paragraph\">Alberta knew it had an aging and complicated set of systems, and the AI scan gave the province a much clearer view of what was inside.<\/p>\n<p class=\"wp-block-paragraph\">Alford said the scan covered more than 4,000 applications and mapped their code to almost 2,200 business capabilities. The AI assessment recommended maintaining about 1,500 repositories, repairing 1,375, consolidating 739, and rebuilding roughly 400.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">The province is still validating those classifications manually, he added.<\/p>\n<p class=\"wp-block-paragraph\">Alford said the current process leaves the government guessing what vendors can do, and vendors guessing about undocumented systems.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Once the province had a clearer map of what it was running, it had more to test a bid against.<\/p>\n<p class=\"wp-block-paragraph\">\u201cThe vision is to use AI not to vibe code 4,000 more applications. It\u2019s to get rid of 2,000 applications along the way,\u201d said Alford.<\/p>\n<p class=\"wp-block-paragraph\">Alberta\u2019s assessment identified 739 repositories that could be consolidated, and Alford said the broader goal is to reduce the number of applications the province maintains.<\/p>\n<p class=\"wp-block-paragraph\">Fewer systems can reduce maintenance, licensing costs, integration work, and the number of applications security teams have to defend.<\/p>\n<h2 id=\"h-what-ai-removes-and-what-it-adds\" class=\"wp-block-heading\">What AI removes and what it adds<\/h2>\n<p class=\"wp-block-paragraph\">Once the scan flagged code that needed updating, Alford\u2019s team ran it through what they call the AI garage.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Five AI agents get the same problem and each writes a plan for how to fix it. The agents review each other\u2019s plans, a lead agent chooses one, and a separate agent does the work.<\/p>\n<p class=\"wp-block-paragraph\">For repositories that can be updated, the AI work takes about an hour on average. It checks dependencies, looks for vulnerabilities and exposed secrets, attempts the fix, and prepares a pull request for review.<\/p>\n<p class=\"wp-block-paragraph\">This is the work buyers should expect to see reflected in a project estimate.<\/p>\n<p class=\"wp-block-paragraph\">Dependency updates, code documentation, vulnerability triage, repetitive migrations, and other well-defined tasks can absorb thousands of hours when people handle them one repository at a time.<\/p>\n<p class=\"wp-block-paragraph\">A July 2026 study followed 802 developers and 196,212 pull requests at a mid-sized, AI-focused company. By April 2026, merged pull requests per developer had reached 2.09 times the pre-mandate baseline.<\/p>\n<p class=\"wp-block-paragraph\">The review load per reviewer roughly doubled over the same period. Automated reviews overtook human reviews.<\/p>\n<p class=\"wp-block-paragraph\">Adoption wasn\u2019t randomized, so the researchers can\u2019t say AI caused all of it. But at this company, higher output came with more review work. A good estimate would account for both sides.<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"632\" src=\"https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/08\/VelocitySymposium-1200x632.png\" alt=\"John Cousens (left), Jeremy Crossman, Natasha Clarke, Nate Glubish, Cory Janssen, and Janak Alford take part in a panel at the Velocity Symposium in Edmonton on July 28, 2026. \u2014 Screenshot from the Velocity Symposium livestream\" class=\"wp-image-3858077\" srcset=\"https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/08\/VelocitySymposium-1200x632.png 1200w, https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/08\/VelocitySymposium-800x422.png 800w, https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/08\/VelocitySymposium-768x405.png 768w, https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/08\/VelocitySymposium-1536x809.png 1536w, https:\/\/www.digitaljournal.com\/wp-content\/uploads\/2026\/08\/VelocitySymposium-2048x1079.png 2048w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\"\/><figcaption class=\"wp-element-caption\">John Cousens (left), Jeremy Crossman, Natasha Clarke, Nate Glubish, Cory Janssen, and Janak Alford take part in a panel at the Velocity Symposium in Edmonton on July 28, 2026. \u2014 Screenshot from the Velocity Symposium livestream<\/figcaption><\/figure>\n<p class=\"wp-block-paragraph\">On the event\u2019s closing panel, Alford was joined by Cory Janssen of Edmonton-based AltaML, John Cousens of Google, Jeremy Crossman of Microsoft, Natasha Clarke, former deputy minister of cyber security and digital solutions in Nova Scotia and now an executive advisor at Kainos, Cole Cioran of Info-Tech Research Group, and Magne Vange of Cisco.<\/p>\n<p class=\"wp-block-paragraph\">The discussion covered project pricing, AI-generated code, employee adoption, process design, organizational change, and accountability.<\/p>\n<p class=\"wp-block-paragraph\">Janssen said AltaML works with law firms and is looking for clients ready to pay a fixed price for the work rather than by the hour. He sees the same opening in engineering and accounting.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">He used a hypothetical to describe what fixed-fee pricing could look like on a project of that scale.<\/p>\n<p class=\"wp-block-paragraph\">\u201cThat $20 million project, I\u2019m going to do it for two,\u201d he said. \u201cAnd if I screw up, that\u2019s on me.\u201d<\/p>\n<p class=\"wp-block-paragraph\">Janssen was putting a price on work he says can now be done differently. Google offers one clue about how much the production side has changed.<\/p>\n<p class=\"wp-block-paragraph\">At Google, AI is already generating most new code. Cousens put the figure at roughly 70%. Google\u2019s published number is 75%, with engineers approving the output. The missing number is what all that approval costs, and whether it reduced the total project bill.<\/p>\n<p class=\"wp-block-paragraph\">Vange focused on the rest of the workforce. Cisco is rolling out personalized AI assistants to about 90,000 employees, alongside company-wide training and internal knowledge sharing.<\/p>\n<p class=\"wp-block-paragraph\">Back to Janssen\u2019s hypothetical, buyers still need to ask what\u2019s included in the $2 million and what was included in the $20 million.<\/p>\n<p class=\"wp-block-paragraph\">A lower estimate needs to account for integration, testing, training, security reviews, data cleanup, and the people required when the AI gets stuck.<\/p>\n<p class=\"wp-block-paragraph\">Alford said the province has used the process on hundreds of applications, and estimated AI gets about 70% of the way through much of the work before engineers step in. He said the province is still validating the changes manually. What\u2019s left may need more planning, or involve systems the agents can\u2019t modernize.<\/p>\n<h2 id=\"h-what-still-costs-money\" class=\"wp-block-heading\">What still costs money<\/h2>\n<p class=\"wp-block-paragraph\">AI can read and repair the code. The decisions, compromises, and workarounds that produced the system don\u2019t show up in the code itself.<\/p>\n<p class=\"wp-block-paragraph\">That context may live in a ticketing platform, a forgotten SharePoint site, an integration diagram, or the head of the employee who has spent 15 years keeping the application alive. Alberta is now working to connect those sources so its AI systems can see more than the code itself.<\/p>\n<p class=\"wp-block-paragraph\">Then people have to use the new system.<\/p>\n<p class=\"wp-block-paragraph\">Employees need training, processes need to change, and privacy, security, legal, and audit teams still have questions to work through. Someone has to approve the result, and someone has to answer when it fails.<\/p>\n<p class=\"wp-block-paragraph\">Clarke saw this dynamic across her time in Nova Scotia\u2019s government<\/p>\n<p class=\"wp-block-paragraph\">\u201cIf we don\u2019t start to look at those incentives, if we don\u2019t start to look at how we fund things, how we hire people, procurement, that machinery has a way of grinding down transformation,\u201d she said.<\/p>\n<p class=\"wp-block-paragraph\">Code may arrive faster while training, approvals, and organizational work keep their old timetable.<\/p>\n<h2 id=\"h-what-to-ask-before-the-next-bid\" class=\"wp-block-heading\">What to ask before the next bid<\/h2>\n<p class=\"wp-block-paragraph\">The next bid meeting is where this becomes useful.<\/p>\n<p class=\"wp-block-paragraph\">Ask the vendor to show which tasks AI will perform, which tasks still require engineers, and how those efficiencies changed the estimate.<\/p>\n<p class=\"wp-block-paragraph\">Ask how many existing applications the project will remove. If the new system leaves the old one running, the buyer pays for both.<\/p>\n<p class=\"wp-block-paragraph\">Ask how the output will be tested, who approves it, and what happens when the automated checks fail.<\/p>\n<p class=\"wp-block-paragraph\">Ask what information the vendor needs to understand the existing environment. A vague request allows uncertainty to become expensive.<\/p>\n<p class=\"wp-block-paragraph\">Glubish said Alberta\u2019s new understanding of what it runs has changed what it expects from technology companies.<\/p>\n<p class=\"wp-block-paragraph\">\u201cWe are a more sophisticated customer today than we were two years ago,\u201d said Glubish.<\/p>\n<p class=\"wp-block-paragraph\">The next time a three-year, hefty-price-tag quote lands on a CIO\u2019s desk, Alberta\u2019s figures give the buyer another public comparison to put beside it.<\/p>\n<h2 id=\"h-final-shots\" class=\"wp-block-heading\">Final shots<\/h2>\n<ul class=\"wp-block-list\">\n<li>AI efficiency should show up in a vendor\u2019s price. So should the cost of review, integration, and accountability.<\/li>\n<li>A buyer that can\u2019t map its own systems is likely to pay more for uncertainty.<\/li>\n<li>An estimate is easier to defend when it separates automated tasks from work that still needs experienced people.<\/li>\n<\/ul>\n<\/div>\n<p><!-- \u603b\u5bb9\u5668\uff1a\u6700\u5927\u5bbd908px Grid\u7d27\u51d1\u5e03\u5c40 -->\r\n<div style=\"display: grid; grid-template-columns: 728px 160px; gap:2px; width:908px; background:#eee; padding:2px;\">\r\n\r\n  <!-- \u901a\u680f\u9876\u90e8\uff1a\u6700\u5927\u6a2a\u5e45 908x258 \u8de8\u6574\u884c -->\r\n  <div style=\"grid-column:1\/-1; height:258px; background:#ff6b6b; display:grid; place-items:center;\">\r\n    <!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114307\" data-width=\"908\" data-height=\"258\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114307});<\/script>\r\n<!--JuicyAds END-->\r\n  <\/div>\r\n\r\n  <!-- \u7b2c\u4e8c\u901a\u680f\uff1a728\u00d790 \u901a\u680f -->\r\n  <div style=\"grid-column:1\/-1; 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