{"id":23158,"date":"2026-09-03T12:18:48","date_gmt":"2026-09-03T12:18:48","guid":{"rendered":"https:\/\/www.sphinx-solution.com\/blog\/?p=23158"},"modified":"2026-09-03T12:21:11","modified_gmt":"2026-09-03T12:21:11","slug":"how-to-choose-ai-development-partner","status":"publish","type":"post","link":"https:\/\/www.sphinx-solution.com\/blog\/how-to-choose-ai-development-partner\/","title":{"rendered":"How to Choose the Right Enterprise AI Development Partner?"},"content":{"rendered":"<div style=\"text-align: left; background-color: #ebf5ff; padding: 20px 25px; font-size: 16px; border-radius: 16px; border: 1px solid #b6dcff; width: 100%; box-sizing: border-box;\">\n<p style=\"font-size: 16px; margin: 0 0 15px 0;\"><strong>Key Takeaways<\/strong><\/p>\n<ul style=\"margin: 0; padding-left: 20px; line-height: 1.7;\">\n<li style=\"margin-bottom: 10px;\"><span class=\"TextRun SCXW155169992 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW155169992 BCX8\">AI development is moving beyond the research phase. Businesses now want practical AI solutions that integrate with current systems, with demonstrable business value.<\/span><\/span><\/li>\n<li style=\"margin-bottom: 10px;\"><span class=\"TextRun SCXW69364551 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW69364551 BCX8\">When you are evaluating potential partners for the development of your AI,\u00a0<\/span><span class=\"NormalTextRun SCXW69364551 BCX8\">it&#8217;s<\/span><span class=\"NormalTextRun SCXW69364551 BCX8\">\u00a0important to assess factors beyond just their AI development skills. Strong\u00a0<\/span><span class=\"NormalTextRun SCXW69364551 BCX8\">expertise<\/span><span class=\"NormalTextRun SCXW69364551 BCX8\">\u00a0in software engineering, system integration, system security, or deployment could prove vital to a project&#8217;s successful outcome.<\/span><\/span><\/li>\n<li style=\"margin-bottom: 10px;\"><span class=\"TextRun SCXW123364549 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW123364549 BCX8\">Custom AI can empower businesses with unique processes or data needs, as \u201cblack-and-white\u201d solutions or ready-to-use AI tools\u00a0<\/span><span class=\"NormalTextRun SCXW123364549 BCX8\">won\u2019t<\/span><span class=\"NormalTextRun SCXW123364549 BCX8\">\u00a0suit specialised corporate needs.<\/span><\/span><\/li>\n<li style=\"margin-bottom: 10px;\"><span class=\"TextRun SCXW234974655 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW234974655 BCX8\">For effective AI execution, ensure a seamless road from conception to production, and partner with team members who can\u00a0<\/span><span class=\"NormalTextRun SCXW234974655 BCX8\">assist<\/span><span class=\"NormalTextRun SCXW234974655 BCX8\">\u00a0with discovery, developing, integrating, testing and ongoing refinement, for sustained value.<\/span><\/span><\/li>\n<li><span class=\"TextRun SCXW76233702 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW76233702 BCX8\">Leading AI development agencies bridge both. They understand business and integrate their solutions seamlessly into existing structures that can evolve with the organisation as it expands.<\/span><\/span><\/li>\n<\/ul>\n<\/div>\n<p><span data-contrast=\"none\">The AI market is full of options like\u00a0<\/span><b><span data-contrast=\"none\">AI development companies<\/span><\/b><span data-contrast=\"none\">, boutique consultants, generalist software agencies, generative AI specialists, and machine learning vendors all pitching some version of &#8220;we can build your AI solution.&#8221; Few of them are\u00a0actually the\u00a0right strategic partner for your specific problem.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Choosing the wrong one becomes a proof-of-concept that never goes to production, a data issue no one highlighted in the early days, a security hole, or a system nobody inside the business can own post-contract. Deciding who is the\u00a0<\/span><b><span data-contrast=\"none\">right AI development partner<\/span><\/b><span data-contrast=\"none\">\u00a0isn\u2019t\u00a0about selecting the largest AI team.\u00a0It\u2019s\u00a0about working with the one who knows your business problem so well they can say \u2018no\u2019 to a bad idea.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h2 id=\"what-is-an-ai-development-partner\"><strong><span class=\"TextRun SCXW198747968 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW198747968 BCX8\" data-ccp-parastyle=\"heading 2\">What is an AI Development Partner?<\/span><\/span><span class=\"EOP Selected SCXW198747968 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:120}\">\u00a0<\/span><\/strong><\/h2>\n<p><span data-contrast=\"none\">An AI development partner is a technology company or specialist team that helps organisations design, build, integrate, deploy, and optimize\u00a0<\/span><b><span data-contrast=\"none\">AI-powered solutions<\/span><\/b><span data-contrast=\"none\">, ideally across the full journey from strategy through use-case identification, data assessment, development, integration, deployment, and ongoing monitoring, not just the build phase in the middle.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">This should be differentiated from a &#8216;deployment-focused AI implementation partner&#8217;, &#8216;strategy-focused, without any delivery component, enterprise AI consulting partner&#8217;, &#8216;plain &#8216;technology&#8217; provider selling already built product&#8217; or &#8216;staff-augmentation agency&#8217;. The strongest partners blend strategic and technical roles; many providers of\u00a0<\/span><b><span data-contrast=\"none\">artificial intelligence development services<\/span><\/b><span data-contrast=\"none\">\u00a0only offer one or the other.<\/span><\/p>\n<h3 id=\"why-do-you-need-an-ai-development-partner\"><strong><span class=\"TextRun SCXW17373462 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW17373462 BCX8\" data-ccp-parastyle=\"heading 3\">Why Do You Need an AI Development Partner?<\/span><\/span><span class=\"EOP Selected SCXW17373462 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span class=\"TextRun SCXW200260424 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW200260424 BCX8\">External AI teams fit most logical business situations when you don&#8217;t have one on the inside, you need speed for an initiative, you&#8217;re looking into any of the g<\/span><\/span><span class=\"TextRun SCXW200260424 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW200260424 BCX8\">enerative AI,<\/span><\/span><span class=\"TextRun SCXW200260424 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW200260424 BCX8\">\u00a0legacy, or just validating an idea, to build at first<\/span><span class=\"NormalTextRun SCXW200260424 BCX8\">.<\/span><span class=\"NormalTextRun SCXW200260424 BCX8\">\u00a0<\/span><span class=\"NormalTextRun SCXW200260424 BCX8\">It&#8217;s less necessary when you have a strong internal AI team already, the requirement is simple automation, or an existing SaaS tool already solves the problem, in which case the decision is really about\u00a0<\/span><\/span><span class=\"TextRun SCXW200260424 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW200260424 BCX8\">build vs. buy AI,<\/span><\/span><span class=\"TextRun SCXW200260424 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW200260424 BCX8\">\u00a0before it&#8217;s about partner selection at all.<\/span><\/span><span class=\"EOP Selected SCXW200260424 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3 id=\"why-the-wrong-choice-gets-expensive\"><strong><span class=\"TextRun SCXW79694017 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW79694017 BCX8\" data-ccp-parastyle=\"heading 3\">Why the Wrong Choice Gets Expensive?<\/span><\/span><span class=\"EOP Selected SCXW79694017 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">Red Flags associated with AI solution provider\u00a0selection:\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Delivering a technologically rich solution in search of a business problem,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">Underestimated data needs until 6 months into a project,\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\">Difficulty with integration into existing tech stack, late identified security &amp; compliance deficits,\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"none\">Supplier lock-in and a lack of available &#8220;off-ramps&#8221;,\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"none\">Lack of\u00a0an apparent\u00a0long-term ability to grow the PoC into scaled AI capabilities,\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"6\" data-aria-level=\"1\"><span data-contrast=\"none\">AI projects stuck in the PoC phase at 8 different points because there never was consensus on what &#8220;production-ready&#8221; means.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<h2 id=\"what-is-the-difference-between-an-ai-development-partner-and-ai-vendor\"><strong><span class=\"TextRun SCXW70040024 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW70040024 BCX8\" data-ccp-parastyle=\"heading 2\">What is the Difference Between an AI Development Partner and AI Vendor?<\/span><\/span><span class=\"EOP Selected SCXW70040024 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:120}\">\u00a0<\/span><\/strong><\/h2>\n<table data-tablestyle=\"MsoNormalTable\" data-tablelook=\"1696\" aria-rowcount=\"6\" aria-colcount=\"3\">\n<tbody>\n<tr aria-rowindex=\"1\">\n<td data-celllook=\"69905\"><b><span data-contrast=\"none\">Aspect<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"69905\"><b><span data-contrast=\"none\">AI Vendor<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"69905\"><b><span data-contrast=\"none\">AI Development Partner<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr aria-rowindex=\"2\">\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Focus<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Sells a defined product or service.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Solves a broader business problem.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr aria-rowindex=\"3\">\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Approach<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Works with predefined requirements.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Helps define and\u00a0validate\u00a0requirements.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr aria-rowindex=\"4\">\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Customization<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Limited to the available product or service.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Builds solutions around specific business needs.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr aria-rowindex=\"5\">\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Involvement<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Mainly focused on project delivery.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Supports strategy, development, deployment, and beyond.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr aria-rowindex=\"6\">\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Best for<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Businesses that know exactly what they need.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"none\">Businesses are still exploring or\u00a0validating\u00a0an AI solution.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"how-to-choose-an-ai-development-partner\"><strong><span class=\"TextRun SCXW29071086 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW29071086 BCX8\" data-ccp-parastyle=\"heading 2\">How to Choose an AI Development Partner?<\/span><\/span><span class=\"EOP Selected SCXW29071086 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:120}\">\u00a0<\/span><\/strong><\/h2>\n<p><span data-contrast=\"none\">Choosing an\u00a0<\/span><b><span data-contrast=\"none\">AI development partner<\/span><\/b><span data-contrast=\"none\">\u00a0is not as simple as comparing company portfolios or checking how many technologies appear on a website.\u00a0AI projects may have poorly defined business requirements, data that becomes problematic and untidy mid-stream, models that evolve during development and complex integration problems that will not become clear until development has begun.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">A good partner should therefore bring more than technical skills to the table. Here are 12 factors worth considering before\u00a0making a decision.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone wp-image-23162 size-full\" src=\"https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/12-factors-for-evaluating-an-AI-development-partner.webp\" alt=\"12 factors for evaluating an AI development partner\" width=\"700\" height=\"331\" srcset=\"https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/12-factors-for-evaluating-an-AI-development-partner.webp 700w, https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/12-factors-for-evaluating-an-AI-development-partner-300x142.webp 300w, https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/12-factors-for-evaluating-an-AI-development-partner-390x184.webp 390w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<h3 id=\"1-business-and-industry-understanding\"><strong><span class=\"TextRun SCXW156164056 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW156164056 BCX8\" data-ccp-parastyle=\"heading 3\">1. Business and Industry Understanding<\/span><\/span><span class=\"EOP Selected SCXW156164056 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">The discussion should start with the business problem in your organisation, not the list of technologies the firm wishes to sell to your business. A good AI partner will listen to understand what it is that you are looking to improve, automate,\u00a0predict\u00a0or solve, before helping decide\u00a0whether or not\u00a0an LLM, machine learning model, or something else should be used.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Industry knowledge can certainly help, but the ability to understand a business problem and ask the right questions is often just as important<\/span><\/p>\n<h3 id=\"2-proven-ai-and-machine-learning-expertise\"><strong><span class=\"TextRun SCXW73143868 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW73143868 BCX8\" data-ccp-parastyle=\"heading 3\">2. Proven AI and Machine Learning Expertise<\/span><\/span><span class=\"EOP Selected SCXW73143868 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">The term AI is\u00a0very broad; not all companies are proficient across all the fields. If your project involves document intelligence, for example, experience in large language models and retrieval systems may matter more than computer vision\u00a0expertise.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Forget a lengthy technical checklist. Find out whether the team has hands-on experience of the problem\u00a0you&#8217;re\u00a0trying to solve and be able to justify their methods.<\/span><\/p>\n<h3 id=\"3-experience-with-similar-use-cases\"><strong><span class=\"TextRun SCXW260798180 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW260798180 BCX8\" data-ccp-parastyle=\"heading 3\">3. Experience With Similar Use Cases<\/span><\/span><span class=\"EOP Selected SCXW260798180 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">Previous\u00a0knowledge will shed a little bit of light on how to tackle a challenge a business faces in the real world. You do not necessarily need a partner that has worked in your exact industry, but it helps if they have solved problems with similar levels of complexity.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Find out what their pain points were in earlier projects, specifically how there were concerns with data quality, model performance, or integration and user adoption. Often, the answers they provide here offer more of a view of how they\u00a0operate.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3 id=\"4-strategy-and-use-case-validation\"><strong><span class=\"TextRun SCXW74647107 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW74647107 BCX8\" data-ccp-parastyle=\"heading 3\">4. Strategy and Use-Case Validation<\/span><\/span><span class=\"EOP Selected SCXW74647107 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">Not all business problems should be solved with AI. Not all AI ideas make good sense in business and investment terms either. Before any development even kicks off, your development partner should be supporting you to understand:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">This one could include a chat about what we can expect, data, obstacles to setting it all up, and of course, how it will all pay off. It is\u00a0generally better\u00a0to\u00a0identify\u00a0a weak use case early than to discover the problem after months of development.<\/span><\/p>\n<h3 id=\"5-data-engineering-and-data-readiness\"><strong><span class=\"TextRun SCXW16310437 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW16310437 BCX8\" data-ccp-parastyle=\"heading 3\">5. Data Engineering and Data Readiness<\/span><\/span><span class=\"EOP Selected SCXW16310437 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">No matter how smart your AI solution might be, it all comes down to data: access to it and the quality of that data are paramount for success. Algorithms may struggle or fail altogether in the face of messy, noisy, empty, and elusive data.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">A reliable development partner should be honest about these limitations. They should be able to\u00a0identify\u00a0data gaps, recommend improvements, and explain what needs to happen before a solution can perform reliably.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3 id=\"6-architecture-and-engineering-capability\"><strong><span class=\"TextRun SCXW71988401 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW71988401 BCX8\" data-ccp-parastyle=\"heading 3\">6. Architecture and Engineering Capability<\/span><\/span><span class=\"EOP Selected SCXW71988401 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">AI solutions typically require more than a simple model to come into existence. After developing our AI model, we may also need to integrate with our database, third-party API, internal database, and other workflows as well.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Consider whether the company has the broader engineering\u00a0expertise\u00a0needed to make the solution work within your technology environment. This may include cloud development, system integration, vector databases, APIs, and\u00a0MLOps.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3 id=\"7-security-privacy-and-governance\"><strong><span class=\"TextRun SCXW242337624 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW242337624 BCX8\" data-ccp-parastyle=\"heading 3\">7. Security, Privacy, and Governance<\/span><\/span><span class=\"EOP Selected SCXW242337624 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">There will be several risks we have to be aware of on day one that come along with AI. Depending on the use case, this could include sensitive data exposure, access control, regulatory requirements, unreliable outputs, or vulnerabilities such as prompt injection.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Neither security\u00a0and\u00a0governance can be just the problem at the bottom of your to-do list until after go-live!.\u00a0You may be wondering how they plan to implement data access, human monitoring, model behaviour, and compliance in the project.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3 id=\"8-approach-to-proof-of-concept-and-pilots\"><strong><span class=\"TextRun SCXW48736758 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW48736758 BCX8\" data-ccp-parastyle=\"heading 3\">8. Approach to Proof of Concept and Pilots<\/span><\/span><span class=\"EOP Selected SCXW48736758 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">The goal of a proof of concept is to find out if an idea is technically\u00a0viable. However, a proof of concept in and of itself\u00a0doesn&#8217;t\u00a0qualify an idea as being ready for commercial application. A pilot offers more than this by simulating your real-world working environment.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">You want to ensure what success is or looks like for the deliverable and for the product so there should be absolutely no room for assumption before you write a line of code. Having defined\u00a0metrics\u00a0you can quickly\u00a0ascertain\u00a0if the product should\u00a0proceed, change or be abandoned.<\/span><\/p>\n<h3 id=\"9-delivery-transparency\"><strong><span class=\"TextRun SCXW253612337 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW253612337 BCX8\" data-ccp-parastyle=\"heading 3\">9. Delivery Transparency<\/span><\/span><span class=\"EOP Selected SCXW253612337 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">AI projects rarely follow a perfectly predictable path.\u00a0New issues\u00a0may appear as the team works with real data or tests the system with users. What matters is how openly the development partner\u00a0communicates\u00a0those challenges.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Choose your\u00a0<\/span><b><span data-contrast=\"none\">AI software development partners<\/span><\/b><span data-contrast=\"none\">\u00a0who involve you with discovery sessions, ongoing demos and feedback sessions with updates on project progress, so there should be no need for you to wait until the product has been shipped in order to know what is being developed and the associated risks.<\/span><\/p>\n<h3 id=\"10-scalability-and-production-readiness\"><strong><span class=\"TextRun SCXW239814278 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW239814278 BCX8\" data-ccp-parastyle=\"heading 3\">10. Scalability and Production Readiness<\/span><\/span><span class=\"EOP Selected SCXW239814278 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">A system that appears seamless with limited interaction might prove problematic or inefficient when scaled to accommodate thousands of requests and millions of users, or massive quantities of data, respectively.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Ask how the company will handle performance, reliability, monitoring, and scaling the solutions during shifting workloads.\u00a0Ultimately, it&#8217;s\u00a0about\u00a0demonstrating\u00a0value beyond a well-executed demo; is this solution\u00a0viable\u00a0for a part of your workflow?<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3 id=\"11-long-term-support-and-optimisation\"><strong><span class=\"TextRun SCXW220500309 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW220500309 BCX8\" data-ccp-parastyle=\"heading 3\">11. Long-Term Support and Optimisation<\/span><\/span><span class=\"EOP Selected SCXW220500309 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">Deploying an AI system\u00a0doesn&#8217;t\u00a0mean a project is finally over. You might have to continue\u00a0monitoring\u00a0the system as user behaviour changes, data shifts, or the model degrades.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Discover life after deployment. After the project hits the go-live date, a reliable partner will be with you to provide maintenance, monitoring, optimisation, and beyond, it\u00a0shouldn&#8217;t\u00a0just walk away from the project at that point.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3 id=\"12-commercial-model-and-ownership\"><strong><span class=\"TextRun SCXW258493434 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW258493434 BCX8\" data-ccp-parastyle=\"heading 3\">12. Commercial Model and Ownership<\/span><\/span><span class=\"EOP Selected SCXW258493434 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<p><span data-contrast=\"none\">Finally, the commercial arrangement must be settled. You\u00a0have to\u00a0get a grasp on who owns the intellectual property in the source code, trained models, project-specific data, and anything else\u00a0that&#8217;s\u00a0generated.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Think also how reliant the AI software development partner will be. When transparent, easily navigable documentation is put into place, as well as terms of ownership, maintenance, extending, and even migrating the solution, it is simple in any such future case.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h2 id=\"the-sphinx-solutions-ai-partner-evaluation-framework\"><strong><span class=\"TextRun SCXW21544441 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW21544441 BCX8\" data-ccp-parastyle=\"heading 2\">The Sphinx Solutions AI Partner Evaluation Framework<\/span><\/span><span class=\"EOP Selected SCXW21544441 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:120}\">\u00a0<\/span><\/strong><\/h2>\n<p><span data-contrast=\"none\">Score a candidate partner against seven questions:\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Strategy:<\/span><\/b><span data-contrast=\"none\">\u00a0do they understand our business goals?\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Problem Fit<\/span><\/b><span data-contrast=\"none\">: can they\u00a0identify\u00a0the right AI use case, not just execute the one we brought them?\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Human Expertise<\/span><\/b><span data-contrast=\"none\">: does the team have genuinely relevant experience?\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Integration<\/span><\/b><span data-contrast=\"none\">: can they work inside our existing systems?\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Scalability<\/span><\/b><span data-contrast=\"none\">: can the solution move beyond a prototype?\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Evidence<\/span><\/b><span data-contrast=\"none\">: can they\u00a0demonstrate\u00a0real, verifiable results?\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"7\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Governance:<\/span><\/b><span data-contrast=\"none\">\u00a0can they build secure, responsible AI by design?\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"none\">A partner who scores well on execution but poorly on Problem Fit and Governance is the most common expensive mistake,\u00a0they&#8217;ll\u00a0build exactly what you ask for, including the wrong thing.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h2 id=\"how-to-score-in-an-ai-partner-scorecard\"><strong><span class=\"TextRun SCXW35442101 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW35442101 BCX8\" data-ccp-parastyle=\"heading 2\">How to Score in an AI Partner Scorecard?<\/span><\/span><span class=\"EOP Selected SCXW35442101 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:120}\">\u00a0<\/span><\/strong><\/h2>\n<p><img decoding=\"async\" class=\"alignnone wp-image-23163 size-full\" src=\"https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/How-to-Score-in-an-AI-Partner-Scorecard__.webp\" alt=\"AI development partner evaluation scorecard\" width=\"700\" height=\"467\" srcset=\"https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/How-to-Score-in-an-AI-Partner-Scorecard__.webp 700w, https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/How-to-Score-in-an-AI-Partner-Scorecard__-300x200.webp 300w, https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/How-to-Score-in-an-AI-Partner-Scorecard__-390x260.webp 390w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p><span data-contrast=\"none\">Score candidates 1\u20135 across business understanding, AI\u00a0expertise, relevant experience, data capability, engineering capability, security, governance, integration, delivery process, scalability, communication, and post-launch support.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">55\u201365<\/span><\/b><span data-contrast=\"none\">\u00a0suggests a strong strategic and technical fit.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">40\u201354<\/span><\/b><span data-contrast=\"none\">\u00a0suggests real potential with gaps worth investigating directly.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Below 40<\/span><\/b><span data-contrast=\"none\">\u00a0signals meaningful implementation risk regardless of how confident the pitch sounds.<\/span><\/li>\n<\/ul>\n<h3 id=\"what-are-the-red-flags-to-watch-for\"><strong><span class=\"TextRun SCXW118496038 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW118496038 BCX8\" data-ccp-parastyle=\"heading 3\">What are the Red Flags to Watch For?<\/span><\/span><span class=\"EOP Selected SCXW118496038 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:320,&quot;335559739&quot;:80}\">\u00a0<\/span><\/strong><\/h3>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">They recommend a solution before understanding the problem.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">They promise AI can solve everything, with no caveats.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">They\u00a0can&#8217;t\u00a0explain how success will be measured.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Their case studies describe technology, never business outcomes.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">They wave off data readiness concerns.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">They have no clear security or governance process.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">They&#8217;re\u00a0focused on a demo, not a production path.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Their pricing is deliberately hard to pin down.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">You\u00a0won&#8217;t\u00a0own the code or documentation.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">They have no post-launch support plan at all.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<h2 id=\"how-to-compare-multiple-enterprise-ai-development-partners\"><strong><span class=\"TextRun SCXW57649813 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW57649813 BCX8\" data-ccp-parastyle=\"heading 2\">How to Compare Multiple Enterprise AI Development Partners?<\/span><\/span><span class=\"EOP Selected SCXW57649813 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:120}\">\u00a0<\/span><\/strong><\/h2>\n<p><span data-contrast=\"none\">Determine\u00a0your business needs and measure the indicators that mean\u00a0you&#8217;ve\u00a0won before you evaluate anyone else. The first thing you must do is\u00a0ascertain\u00a0if your own AI and technical capabilities even exist to implement a solution, much less scale one. Take a shortlisted list of\u00a0viable\u00a0providers for chats, technical &amp; strategic ones to understand their capability to provide relevant use cases to your business.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Score them using the framework you build. Pay extra attention to their security &amp; governance stance and kick-start the engagement with a discovery or a pilot program instead of a full-blown development. You could skip evaluating your chosen\u00a0<\/span><b><span data-contrast=\"none\">AI vendor selection criteria<\/span><\/b><span data-contrast=\"none\">\u00a0against our checklist, including the discovery, provided you skip defining the problem clearly first.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h2 id=\"final-checklist-for-enterprise-ai-development-partner\"><strong><span class=\"TextRun SCXW232201586 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW232201586 BCX8\" data-ccp-parastyle=\"heading 2\">Final Checklist for Enterprise AI Development Partner<\/span><\/span><span class=\"EOP Selected SCXW232201586 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:120}\">\u00a0<\/span><\/strong><\/h2>\n<p><img decoding=\"async\" class=\"alignnone wp-image-23164 size-full\" src=\"https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/Final-Checklist-for-Enterprise-AI-Development-Partner_.webp\" alt=\"Final Checklist for Enterprise AI Development Partner\" width=\"700\" height=\"325\" srcset=\"https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/Final-Checklist-for-Enterprise-AI-Development-Partner_.webp 700w, https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/Final-Checklist-for-Enterprise-AI-Development-Partner_-300x139.webp 300w, https:\/\/www.sphinx-solution.com\/blog\/wp-content\/uploads\/2026\/09\/Final-Checklist-for-Enterprise-AI-Development-Partner_-390x181.webp 390w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<h2 id=\"conclusion\"><strong><span class=\"TextRun SCXW72502913 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW72502913 BCX8\" data-ccp-parastyle=\"heading 2\">Conclusion<\/span><\/span><span class=\"EOP Selected SCXW72502913 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:120}\">\u00a0<\/span><\/strong><\/h2>\n<p><span data-contrast=\"none\">A lot of times the\u00a0<\/span><b><span data-contrast=\"none\">best AI development partner\u00a0<\/span><\/b><span data-contrast=\"none\">for you might not be the company that&#8217;s advertising that they have the biggest AI\u00a0team\u00a0or they have a hundred technologies listed on their website. That might be them but if they can&#8217;t properly understand what the problem in your business is, can confirm or deny it&#8217;s actually solvable using AI, if they can actually build something and if they can support you even further down the line to be in production and make sure it keeps working.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">If\u00a0you&#8217;re\u00a0weighing whether to build this capability internally, buy a platform, or bring in outside\u00a0expertise, that decision connects directly to our\u00a0<\/span><b><span data-contrast=\"none\">Enterprise AI Adoption Framework<\/span><\/b><span data-contrast=\"none\">\u00a0and<\/span><b><span data-contrast=\"none\">\u00a0AI readiness assessment<\/span><\/b><span data-contrast=\"none\">, worth working through before you start evaluating vendors.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Sphinx Solutions works with enterprises across exactly this journey, from\u00a0validating\u00a0the use case through building and supporting it in production, and a discovery conversation is a reasonable place to start if\u00a0you&#8217;re\u00a0not yet sure what you need.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h2 id=\"faqs\"><strong><span class=\"TextRun SCXW227708889 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW227708889 BCX8\" data-ccp-parastyle=\"heading 2\">FAQ\u2019s<\/span><span class=\"NormalTextRun SCXW227708889 BCX8\" data-ccp-parastyle=\"heading 2\">:<\/span><\/span><span class=\"EOP Selected SCXW227708889 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:120}\">\u00a0<\/span><\/strong><\/h2>\n<p><b><span data-contrast=\"none\">What is an AI development partner?\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">A technology company or specialist team that helps organizations design, build, integrate, deploy, and\u00a0optimize\u00a0AI solutions ideally across the full journey from strategy through production, not just the build phase.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">How do I choose the right AI development company?\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Evaluate business understanding, relevant AI\u00a0expertise, data readiness capability, security and governance practices, delivery transparency, and post-launch support together, not technical skill alone, and not price alone.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">What should I look for in an AI development partner?<\/span><\/b><span data-contrast=\"none\">\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">A partner who starts from your business problem rather than a preferred technology stack, can honestly assess your data readiness, builds governance in from the start, and has a clear plan for supporting the system after launch.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">How much does it cost to hire an AI development partner?\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Costs vary widely by scope, model (fixed-price, time-and-material, dedicated team, or managed service), and whether the engagement includes discovery and ongoing support get commercial terms and ownership clarified before comparing quotes.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Should I hire an AI development company or build an in-house team?\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">It depends on urgency, use-case complexity, and whether you have in-house AI talent already, this is effectively a build-vs-buy decision, and a strong partner should help you make it honestly rather than assuming the answer is &#8220;hire us.&#8221;<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">How long does an AI development project take?\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Timelines vary by use-case complexity and data readiness; a discovery phase followed by a scoped pilot is usually faster and lower-risk than committing to a full production timeline upfront.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">What questions should I ask an AI development company?\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Ask how they\u00a0identify\u00a0the right use case, what similar systems\u00a0they&#8217;ve\u00a0built, how they handle incomplete data, how they secure sensitive information, and what support looks like after launch, not just what technologies they use.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">What is the difference between an AI consultant and an AI development partner?\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">An AI consultant typically advises on strategy without building the solution; a development partner does both\u00a0validating\u00a0the opportunity and then designing, building, and supporting the system itself.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">How do I know if an AI partner has real\u00a0expertise?\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Ask for case studies tied to measurable business outcomes in a comparable use case, not a list of technologies or a demo. Real\u00a0expertise\u00a0shows in how they talk about failure modes and data problems, not just successes.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Should I start with an AI proof of concept?\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Often yes, but only with predefined success metrics and a clear criterion for what &#8220;ready to move to production&#8221; means a proof of concept without that boundary tends to stay a proof of concept indefinitely.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"Key Takeaways AI development is moving beyond the research phase. Businesses now want practical AI solutions that integrate with current systems, with demonstrable business value. When you are evaluating potential&hellip;\n","protected":false},"author":21,"featured_media":23161,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"ub_ctt_via":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-23158","post","type-post","status-publish","format-standard","has-post-thumbnail","category-technology"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Learn how to choose the right AI development partner with key selection criteria, red flags, and a practical scorecard to evaluate AI companies and vendors.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Shaili Gupta\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.sphinx-solution.com\/blog\/how-to-choose-ai-development-partner\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO 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