{"id":329,"date":"2026-09-09T19:27:09","date_gmt":"2026-09-09T19:27:09","guid":{"rendered":"https:\/\/madpixel.ca\/?page_id=329"},"modified":"2026-09-09T19:27:09","modified_gmt":"2026-09-09T19:27:09","slug":"ai-machine-learning","status":"publish","type":"page","link":"https:\/\/madpixel.ca\/fr\/ai-machine-learning\/","title":{"rendered":"AI &#038; Machine Learning Services"},"content":{"rendered":"<h1>AI &amp; Machine Learning That Ships<\/h1>\n<p><strong>From RAG pilots to production-grade ML pipelines \u2014 outcomes you can measure.<\/strong><\/p>\n<p>MadPixel helps product and data teams move past demos. We embed senior engineers who design, build, and operationalize AI features inside your existing stack and governance model.<\/p>\n<p><a href=\"\/fr\/contact-us\/\">Schedule a Consultation<\/a> \u00b7 info@madpixel.ca<\/p>\n<h2>Who this is for<\/h2>\n<ul>\n<li>Product leaders who need AI features in the roadmap <strong>this quarter<\/strong>, not \u201csomeday\u201d  <\/li>\n<li>Data\/platform teams stuck between notebooks and reliable production services  <\/li>\n<li>Enterprises that require privacy, auditability, and clear ownership (especially under Qu\u00e9bec Loi 25 expectations)<\/li>\n<\/ul>\n<h2>What we deliver<\/h2>\n<p><strong>Retrieval-Augmented Generation (RAG) &amp; assistants<\/strong><\/p>\n<p>Document ingestion, chunking, embeddings, evaluation harnesses, and guardrails for internal or customer-facing assistants.<\/p>\n<p><strong>ML pipelines &amp; MLOps<\/strong><\/p>\n<p>Training\/inference workflows, feature stores where justified, monitoring for drift, and CI for model\/code changes.<\/p>\n<p><strong>Applied ML for products<\/str\n\n<h2>How we engage<\/h2>\n<figure class=\"wp-block-table\">\n<table>\n<tr>\n<th>Model<\/th>\n<th>Best when<\/th>\n<\/tr>\n<tr>\n<td><strong>Discovery &amp; architecture<\/strong><\/td>\n<td>Validate use case, data readiness, and build-vs-buy in 2\u20134 weeks<\/td>\n<\/tr>\n<tr>\n<td><strong>Embedded AI\/ML engineers<\/strong><\/td>\n<td>You own the product; we add senior delivery capacity<\/td>\n<\/tr>\n<tr>\n<td><strong>Scoped build<\/strong><\/td>\n<td>MVP or production slice with acceptance criteria and eval metrics<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h2>What \u201cdone\u201d looks like<\/h2>\n<ul>\n<li>A production path (not only a notebook)  <\/li>\n<li>Evaluation metrics tied to product or ops KPIs  <\/li>\n<li>Runbooks and ownership clear for your team after handoff  <\/li>\n<li>Privacy and security reviewed alongside delivery<\/li>\n<\/ul>\n<h2>Related services<\/h2>\n<ul>\n<li><a href=\"\/fr\/us-full-stack\/\">Full-Stack Development<\/a>  <\/li>\n<li><a href=\"\/fr\/cloud-architecture\/\">Cloud Architecture<\/a>  <\/li>\n<li><a href=\"\/fr\/it-staff-augmentation-services\/\">Staff Augmentation<\/a>  <\/li>\n<li><a href=\"\/fr\/contact-us\/\">Contact<\/a><\/li>\n<\/ul>\n<h2>Have a use case \u2014 or a stuck pilot?<\/h2>\n<p>Share the problem, the data you have (even if messy), and the decision owner. We\u2019ll tell you honestly whether AI is the right lever.<\/p>\n<p><a href=\"\/fr\/contact-us\/\">Talk to MadPixel<\/a> \u00b7 \u2709 info@madpixel.ca \u00b7 \ud83d\udccd Qu\u00e9bec, Canada<\/p>\n<p>ong><\/p>\n<p>Ranking, recommendations, forecasting, classification \u2014 scoped to a business KPI, not a science fair.<\/p>\n<p><strong>Integration with your estate<\/strong><\/p>\n<p>APIs, event streams, data warehouses\/lakes, identity, and logging so AI isn\u2019t a shadow IT sidecar.<\/p>\n<p><strong>Responsible delivery<\/strong><\/p>\n<p>Data minimization, access control, prompt\/PII handling, human-in-the-loop where needed, and documentation your compliance stakeholders can read.<\/p>","protected":false},"excerpt":{"rendered":"<p>AI &amp; Machine Learning That Ships From RAG pilots to production-grade ML pipelines \u2014 outcomes you can measure. MadPixel helps product and data teams move past demos. We embed senior engineers who design, build, and operationalize AI features inside your existing stack and governance model. Schedule a Consultation \u00b7 info@madpixel.ca Who this is for Product [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-329","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/madpixel.ca\/fr\/wp-json\/wp\/v2\/pages\/329","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/madpixel.ca\/fr\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/madpixel.ca\/fr\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/madpixel.ca\/fr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/madpixel.ca\/fr\/wp-json\/wp\/v2\/comments?post=329"}],"version-history":[{"count":1,"href":"https:\/\/madpixel.ca\/fr\/wp-json\/wp\/v2\/pages\/329\/revisions"}],"predecessor-version":[{"id":330,"href":"https:\/\/madpixel.ca\/fr\/wp-json\/wp\/v2\/pages\/329\/revisions\/330"}],"wp:attachment":[{"href":"https:\/\/madpixel.ca\/fr\/wp-json\/wp\/v2\/media?parent=329"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}