SafetyCulture’s Deployment of an AI Sales Agent: A Case Study in Operational Scaling
Shuwei Guo
Thu, 05 Feb 2026 23:07:59 GMT
<p>SafetyCulture operates a leading workplace operations platform that supports over 75,000 customers in more than 180 countries. The company enables organizations - from small enterprises to large-scale operations - to digitize inspections, audits, safety protocols, and training processes through a mobile-first solution. Valued at $2.5 billion following a funding round in September 2024, SafetyCulture employs approximately 800 people globally.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!JoOH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!JoOH!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg 424w, https://substackcdn.com/image/fetch/$s_!JoOH!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg 848w, https://substackcdn.com/image/fetch/$s_!JoOH!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!JoOH!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!JoOH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg" width="1456" height="964" data-attrs="{"src":"https://substack-post-media.s3.amazonaws.com/public/images/6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg","srcNoWatermark":null,"fullscreen":null,"imageSize":null,"height":964,"width":1456,"resizeWidth":null,"bytes":382902,"alt":null,"title":null,"type":"image/jpeg","href":null,"belowTheFold":false,"topImage":true,"internalRedirect":"https://buildclub.substack.com/i/187032436?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg","isProcessing":false,"align":null,"offset":false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!JoOH!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg 424w, https://substackcdn.com/image/fetch/$s_!JoOH!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg 848w, https://substackcdn.com/image/fetch/$s_!JoOH!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!JoOH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bf5f2f1-f10e-4bb3-8adb-0ab479f22245_1624x1075.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" style="height:20px;width:20px" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>In early 2024, the company faced a challenge common to high-growth, product-led organizations: a high volume of inbound leads that exceeded the capacity of its sales team to process effectively. Managing Director of SafetyCulture Training, Mike Welch, described the issue directly: the team spent significant time on manual, personalized outreach - researching prospects, tailoring messages, handling inquiries, and scheduling meetings - leaving many qualified leads unaddressed.</p><p>Rather than scaling through additional headcount, SafetyCulture pursued a different approach: deploying an AI agent built and managed by the sales team itself, using a no-code platform.</p><h4>The Strategic Decision: Empower Domain Experts to Build Solutions</h4><p>SafetyCulture partnered with Relevance AI to deploy an AI agent named Bosh. Unlike traditional automation projects that rely on engineering teams or lengthy development cycles, Bosh was configured directly by the go-to-market team - the individuals most familiar with the sales process, customer profiles, value propositions, objection handling, and handover protocols.</p><p>This approach eliminated several common barriers:</p><ul><li><p>No engineering resources were required for the initial build or iteration.</p></li><li><p>No extended implementation timeline or cross-functional steering committee was needed.</p></li><li><p>The solution was shaped by frontline expertise rather than abstracted technical specifications.</p></li></ul><p>Welch noted the collaborative feel of the tool: “It felt like a person working in the business with us. It’s learning, it’s growing, it’s training itself.” The agent was trained on internal CRM data, ideal customer profiles, messaging guidelines, FAQs, and escalation processes, enabling it to operate as an integrated team member.</p><h4>How Bosh Operates</h4><p>Bosh manages the full top-of-funnel workflow autonomously:</p><ul><li><p>Researching prospects using internal data and external sources (e.g., LinkedIn, Google).</p></li><li><p>Generating personalized value propositions tailored to each prospect’s context.</p></li><li><p>Executing initial outreach and follow-ups.</p></li><li><p>Responding to inquiries and handling objections in real time.</p></li><li><p>Maintaining consistent communication cadences.</p></li><li><p>Updating CRM records.</p></li><li><p>Scheduling meetings and performing warm handovers to account executives.</p></li></ul><p>A key design principle is continuous operation. Bosh functions 24/7, ensuring no lead goes cold due to time zones, weekends, holidays, or team capacity constraints. Response times dropped from hours or days to minutes, materially improving conversion rates on inbound inquiries.</p><h4>Measurable Outcomes</h4><p>Results emerged rapidly after deployment:</p><ul><li><p><strong>Meetings booked increased threefold</strong>, while cost per meeting decreased by 50%.</p></li><li><p><strong>Qualified opportunities passed to the sales team doubled</strong>, maintaining or improving pipeline quality.</p></li><li><p><strong>Zero leads went cold</strong>, with every inbound inquiry receiving timely, personalized engagement.</p></li></ul><p>One representative example illustrates the human impact: an account executive returned from a week-long vacation to find more than 30 meetings already scheduled on their calendar - eliminating administrative backlog and enabling immediate focus on high-value demo and relationship-building activities.</p><h4>The Broader Organisational Impact</h4><p>The deployment of Bosh extended beyond isolated automation. Once the sales team experienced the results, attention shifted to broader applications. Welch described the progression: “We’ve got our first agent up and running, and the return on that has been so fast and so steep. So now we are literally looking at how do we pour gasoline on this thing? … There are so many areas where we waste all this time and effort to do basic admin work.”</p><p>This shift reflects a fundamental change in mindset: from viewing AI as a discrete tool to recognizing it as a repeatable method for removing administrative bottlenecks across functions - including marketing, customer support, operations, and finance. </p><h4>Key Lessons for Executive Leadership</h4><p>SafetyCulture’s experience highlights several principles applicable to organizations seeking to integrate AI effectively:</p><ol><li><p><strong>Domain experts are often the most effective builders</strong>. The sales team’s deep knowledge of customers and processes enabled a more accurate and valuable solution than a centralized technical team could have produced alone.</p></li><li><p><strong>No-code platforms like Relevance AI shift the bottleneck from capability to vision</strong>. When solution creation does not require engineering, the limiting factor becomes strategic imagination - what problems to solve and how to prioritize them.</p></li><li><p><strong>Response velocity creates structural advantage</strong>. In competitive markets, near-instant, consistent engagement differentiates organizations in ways that headcount scaling alone cannot replicate.</p></li><li><p><strong>Targeted deployment drives compounding adoption</strong>. Starting with a single high-impact bottleneck (inbound lead qualification) generated proof points that accelerated broader organizational rethinking.</p></li><li><p><strong>Position AI as an enabler of high-value work</strong>. By handling administrative tasks, Bosh freed the team to focus on relationship-building and advisory roles - improving job satisfaction and effectiveness rather than displacing roles.</p></li></ol><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!k7rX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!k7rX!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png 424w, https://substackcdn.com/image/fetch/$s_!k7rX!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png 848w, https://substackcdn.com/image/fetch/$s_!k7rX!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png 1272w, https://substackcdn.com/image/fetch/$s_!k7rX!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!k7rX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png" width="1200" height="639" data-attrs="{"src":"https://substack-post-media.s3.amazonaws.com/public/images/ef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png","srcNoWatermark":null,"fullscreen":null,"imageSize":null,"height":639,"width":1200,"resizeWidth":null,"bytes":347494,"alt":null,"title":null,"type":"image/png","href":null,"belowTheFold":true,"topImage":false,"internalRedirect":"https://buildclub.substack.com/i/187032436?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png","isProcessing":false,"align":null,"offset":false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!k7rX!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png 424w, https://substackcdn.com/image/fetch/$s_!k7rX!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png 848w, https://substackcdn.com/image/fetch/$s_!k7rX!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png 1272w, https://substackcdn.com/image/fetch/$s_!k7rX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef9fc209-9d3b-44b7-bc22-438630496fb5_1200x639.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" style="height:20px;width:20px" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>SafetyCulture addressed a capacity constraint that could have prompted traditional headcount expansion. Instead, it empowered its existing team to build and deploy an AI agent that tripled meeting volume, halved costs, and doubled qualified pipeline - all without code or engineering involvement.</p><p>The case demonstrates how organizations can achieve rapid transformation by combining frontline expertise with accessible AI platforms. The question for leaders is clear: where in your organization could similar bottlenecks be addressed if your teams were equipped and authorized to build their own solutions?</p>