{"id":1871,"date":"2026-03-03T16:00:02","date_gmt":"2026-03-03T16:00:02","guid":{"rendered":"https:\/\/internship.infoskaters.com\/blog\/2026\/03\/03\/where-to-start-with-ai-a-practical-guide-for-gtm-teams\/"},"modified":"2026-03-03T16:00:02","modified_gmt":"2026-03-03T16:00:02","slug":"where-to-start-with-ai-a-practical-guide-for-gtm-teams","status":"publish","type":"post","link":"https:\/\/internship.infoskaters.com\/blog\/2026\/03\/03\/where-to-start-with-ai-a-practical-guide-for-gtm-teams\/","title":{"rendered":"Where to Start with AI: A Practical Guide for GTM Teams"},"content":{"rendered":"<p>Over the past year, I\u2018ve had hundreds of conversations with business leaders about AI. The pattern is always the same. They\u2019re not short on tools or ambition. They&#8217;re struggling with where to get started and how to get value.<\/p>\n<p>The pressure to adopt AI is real. But pressure without direction leads to experiments that don\u2018t stick, tools that don\u2019t get used, and teams that grow more skeptical. Why? Because AI output didn&#8217;t lead to actual outcomes.<\/p>\n<p>Here\u2018s what I\u2019ve learned from watching teams that succeed with AI: they don&#8217;t start with AI. They start with a problem. A specific, painful, time-consuming part of their work that they want to fix. Then, they find the right AI use case to achieve that goal. As they see results, their confidence grows, and they explore other AI capabilities \u2013 again, tied to a clear goal.<\/p>\n<p>That\u2018s the approach I want to share. Not an exhaustive list of everything AI can do, but a practical guide to where marketing, sales, and service teams can get started and see real value with AI. For transparency, we\u2019ve organized use cases by how ready the technology is today. At HubSpot, we are building and improving these capabilities every day. Let\u2019s start with simple definitions:<\/p>\n<p><strong>Established:<\/strong> These are use cases where AI works reliably. Implementation is straightforward. Results are repeatable. If you&#8217;re wondering where to start, it\u2019s here! <\/p>\n<p><strong>Emerging:<\/strong> These use cases are available today and improving quickly. They\u2019re delivering value, but still evolving. As AI gets more data and context, they will become more powerful. <\/p>\n<p><strong>Early: <\/strong>These are high-potential use cases that are still taking shape. If you consider yourself an early adopter, this is where you can experiment (with patience). <\/p>\n<p>Jump to the use case that matches your team&#8217;s biggest challenges:<\/p>\n<p><a href=\"https:\/\/blog.hubspot.com\/marketing\/where-to-start-with-ai-gtm#use-cases-for-marketing\">Use Cases for Marketing<\/a><\/p>\n<p><a href=\"https:\/\/blog.hubspot.com\/marketing\/where-to-start-with-ai-gtm#use-cases-for-sales\">Use Cases for Sales<\/a><\/p>\n<p><a><\/a> <\/p>\n<p><a href=\"https:\/\/blog.hubspot.com\/marketing\/where-to-start-with-ai-gtm#use-cases-for-service\">Use Cases for Service<\/a><\/p>\n<h2>Use Cases for Marketing<\/h2>\n<p>Marketing teams have been under pressure to do more with less. More channels, more content, more personalization. All without more headcount. But AI is helping marketers reimagine how they get all of this work done. Here are the use cases teams can implement now and in the near term.<\/p>\n\n<h3>Established<\/h3>\n<p><span>Define target audience.<\/span> Most segments have been built based on job titles and company size, but that doesn\u2019t tell you who actually buys. AI helps you find the right-fit prospects who are most likely to convert. HubSpot customers can use Breeze Assistant to better understand customers, optimize their journey, and ultimately improve lead quality. <a href=\"https:\/\/www.hubspot.com\/products\/artificial-intelligence\/use-cases\/define-target-audience?hubs_content%3Dwww.hubspot.com\/products\/artificial-intelligence\/use-cases\/marketing%26hubs_content-cta%3Dcsol-filterable-content-cta\">Learn how here<\/a>.<\/p>\n<p><span>Tailor content for channels.<\/span> You write a blog post. Then, you need to turn it into emails, social posts, ads. Every version takes time. With AI, you take one piece of content and adapt it for different channels \u2013 all in your brand voice. HubSpot customers can get started with Content Remix and Breeze Assistant to save time on content creation. <a href=\"https:\/\/www.hubspot.com\/products\/artificial-intelligence\/use-cases\/tailor-content-for-channels?hubs_content%3Dwww.hubspot.com\/products\/artificial-intelligence\/use-cases\/marketing%26hubs_content-cta%3Dcsol-filterable-content-cta\">See for yourself<\/a>.<\/p>\n<h3>Emerging<\/h3>\n<p><span>Optimize for AI search. <\/span>The way buyers find your company is changing. They\u2018re not scrolling through blue links; they\u2019re asking ChatGPT, Claude, Perplexity. That\u2019s why your marketing strategy needs to include answer engine optimization (AEO). HubSpot\u2019s new AEO feature will help marketers understand how often their brand appears in AI-generated answers, with recommendations for how to improve visibility. This is an area we&#8217;re investing in heavily and capabilities will evolve rapidly!<\/p>\n<p><span>Capture and qualify leads.<\/span> People visit your website at all hours, even if your team is only there 9 to 5. AI can talk to visitors in real time, answer their questions, figure out if they&#8217;re a good fit, and book meetings with the right rep. That means you can get more leads without adding more headcount. HubSpot customers can set up Breeze Customer Agent to capture and qualify leads. <a href=\"https:\/\/www.hubspot.com\/products\/artificial-intelligence\/use-cases\/capture-and-qualify-marketing-leads?hubs_content%3Dwww.hubspot.com\/products\/artificial-intelligence\/use-cases\/marketing%26hubs_content-cta%3Dcsol-filterable-content-cta\">See it in action<\/a>.<\/p>\n<h3>Early<\/h3>\n<p><strong>Plan campaigns. <\/strong>Give AI a campaign brief and get back a complete strategy including what content to create and which channels to use. This lets your team spend less time planning and more time launching. At HubSpot, we&#8217;re building this to help every kind of business so marketing teams can move faster.<\/p>\n<p><a><\/a> <\/p>\n<h2>Use Cases for Sales<\/h2>\n<p>Only a fraction of a sales rep\u2019s day is spent on selling. Most of the time they\u2019re researching, entering data, following up, or prepping for calls. AI is changing that. It handles the tedious work so reps can focus on what matters most: the customer. Here\u2019s where AI is providing value now.<\/p>\n\n<h3>Established<\/h3>\n<p><strong>Identify buyer intent<\/strong><strong>. <\/strong>Reps often spend too much time on the wrong accounts \u2013 not because they\u2018re bad at their jobs, but because they don\u2019t always know who&#8217;s actually ready. AI watches your target accounts for signals like funding news, new hires, and website visits, and alerts your team when the moment is right. The result is less time chasing cold accounts and more conversations with buyers who are already interested. HubSpot customers can get started with Buyer Intent. <a href=\"https:\/\/www.hubspot.com\/products\/artificial-intelligence\/use-cases\/identify-buyer-intent?hubs_content%3Dwww.hubspot.com\/products\/artificial-intelligence\/use-cases\/sales%26hubs_content-cta%3Dcsol-filterable-content-cta\">Learn more<\/a>.<\/p>\n<p><strong>Prep for and follow up on meetings. <\/strong>Sales reps spend the first few minutes of every call trying to remember where things left off and the hour after it writing up notes they&#8217;ll never have time to read. AI fixes both ends of that problem. Before a meeting, it surfaces contact history, deal context, and recent interactions so you walk in ready. After the call, it captures what was discussed, pulls out the action items, and drafts the follow-up email automatically. Less time on admin means more time actually moving deals forward. HubSpot customers can get started with Breeze Assistant and Call Recap Agent.<\/p>\n<p><strong>Send personalized outreach<\/strong>. Imagine having done the best research, only to email a prospect a moment too late. AI keeps track of what&#8217;s happening at each account, alerts you to a change, and drafts outreach that feels timely and relevant, not generic. HubSpot customers who use Breeze Prospecting Agent are seeing two times higher response rates versus traditional outreach. <a href=\"https:\/\/www.hubspot.com\/products\/artificial-intelligence\/use-cases\/send-personalized-sales-outreach?hubs_content%3Dwww.hubspot.com\/products\/artificial-intelligence\/use-cases\/sales%26hubs_content-cta%3Dcsol-filterable-content-cta\">See how to get started<\/a>.<\/p>\n<h3>Emerging<\/h3>\n<p><strong>Enrich contact and company data<\/strong>. Every salesperson knows the pain of a CRM with incomplete records. Missing job titles, company information, and all the fields you need to make segmentation, scoring, and personalization actually work. Now, AI can fill those in automatically. For HubSpot customers, that means drawing on a dataset of over 200 million company and buyer profiles that are constantly refreshed. Your team spends less time updating CRM records. And they send messages that are tailored and relevant because the data behind it is accurate and current. HubSpot customers can get started with Data Enrichment today \u2013 <a href=\"https:\/\/www.hubspot.com\/products\/artificial-intelligence\/use-cases\/enrich-contact-data?hubs_content%3Dwww.hubspot.com\/products\/artificial-intelligence\/use-cases\/sales%26hubs_content-cta%3Dcsol-filterable-content-cta\">learn how<\/a>.<\/p>\n<p><strong>Coach sales reps.<\/strong> Your reps shouldn&#8217;t have to lose a deal to learn from it. AI analyzes calls and deal activity to identify what top performers do to win and helps managers replicate it across the team quickly. The result is faster ramp time and a team that wins more consistently. HubSpot customers can get started with Conversation Intelligence and Sales Coach Assistant.<\/p>\n<h3>Early<\/h3>\n<p><strong>Create quotes and close deals.<\/strong> Creating quotes is one of the most dreaded parts of a rep\u2018s job because it can slow deals down. What if AI could answer buyer questions about pricing, build proposals using past deals, and draft quote emails? AI handling the paperwork means your reps can do their best work. At HubSpot, we\u2019re building this to help even the most complex businesses so our customers can close deals faster.<\/p>\n<p><a><\/a> <\/p>\n<h2>Use Cases for Service<\/h2>\n<p>Service teams are often caught in a difficult position. Customers expect faster and better support, but the headcount to help them isn\u2019t growing at the same pace. The teams figuring it out aren\u2018t necessarily working more hours. They\u2019re letting AI handle things that don\u2018t need a human, so their people can focus on things that do. Here\u2019s how that&#8217;s going today.<\/p>\n\n<h3>Established<\/h3>\n<p><strong>Resolve support tickets.<\/strong> Customers shouldn&#8217;t wait hours for answers to simple questions. AI handles the routine ones instantly using your own help docs, so your team can focus on the issues that actually need a human. HubSpot customers using Breeze Customer Agent are resolving up to 65% of tickets automatically. <a href=\"https:\/\/www.hubspot.com\/products\/artificial-intelligence\/use-cases\/resolve-support-tickets?hubs_content%3Dwww.hubspot.com\/products\/artificial-intelligence\/use-cases\/service%26hubs_content-cta%3Dcsol-filterable-content-cta\">Here&#8217;s how to get started<\/a>.<\/p>\n<p><strong>Review and route tickets<\/strong><strong>.<\/strong> When every ticket looks the same, urgent issues can get buried. That means teams spend more time sorting than solving. AI can help understand, prioritize, and assign tickets to the right rep quickly. The whole team gets more efficient as a result. HubSpot customers using Customer Agent with Help Desk saw a 25% boost in ticket resolution. HubSpot customers can get started with Customer Agent and Help Desk today. <a href=\"https:\/\/www.hubspot.com\/products\/artificial-intelligence\/use-cases\/review-and-route-tickets?hubs_content%3Dwww.hubspot.com\/products\/artificial-intelligence\/use-cases\/service%26hubs_content-cta%3Dcsol-filterable-content-cta\">See how it works<\/a>.<a href=\"https:\/\/www.hubspot.com\/products\/artificial-intelligence\/use-cases\/review-and-route-tickets?hubs_content%3Dwww.hubspot.com\/products\/artificial-intelligence\/use-cases\/service%26hubs_content-cta%3Dcsol-filterable-content-cta\"><\/a><\/p>\n<p>Just like in sales, personalized outreach and meeting prep and follow-up are use cases AI can tackle for service teams, too. Whether you&#8217;re emailing an at-risk customer or preparing for a renewal conversation, the same AI capabilities help your team show up informed and follow up fast. HubSpot customers can get started with Breeze Assistant.<\/p>\n<h3>Emerging<\/h3>\n<p><strong>Identify at-risk customers<\/strong>. By the time a customer tells you they\u2018re canceling, you\u2019ve usually already lost them. AI can detect the warning signs \u2013 dropping engagement, rising ticket volume, shifts in tone \u2013 and flag them to you while there&#8217;s still time to act. That means improved customer satisfaction and better retention. HubSpot customers can use Customer Health Agent and Conversation Intelligence to get started.<\/p>\n<p><strong>Analyze customer feedback.<\/strong> Your customers are telling you what they need, but it&#8217;s buried in hundreds of survey responses and call transcripts. AI scans all of it to surface themes and sentiment trends automatically, so you can act on what customers are actually saying instead of guessing. HubSpot customers can get started with Feedback Survey Summaries and Conversation Intelligence.<\/p>\n<h3>Early<\/h3>\n<p><strong>Create and maintain knowledge base articles. <\/strong>By the time most of your Customer FAQs are written, they\u2019re already out of date. So customers get wrong answers, and reps waste time correcting them. With AI, help articles can be drafted based on how your team actually solved tickets in the past \u2013 and it can update them when things change. A knowledge base that builds and maintains itself. While it is still early, the payoff is clear: better, faster answers for customers and less documentation required from your team.<\/p>\n\n<p><a><\/a> <\/p>\n<h2>What We&#8217;ve Learned<\/h2>\n<p>After working with thousands of customers on how to use AI in their go-to-market, the truth we\u2019ve learned is simple: AI doesn\u2019t create momentum. Solving a real problem does.<\/p>\n<p>The teams seeing results didn\u2019t start with some grand transformation plan. They started with one clear bottleneck. One place where time was being wasted. One workflow that needed to move faster. Then they put AI to work there.<\/p>\n<p>And the results they see are validating. Marketing teams are reaching the right audiences and turning more visitors into qualified leads. Sales teams are getting two times higher response rates on outreach. Customer teams are resolving more than half their tickets without human intervention. Small starts are turning into real, measurable outcomes.<\/p>\n<p>This is why AI is no longer a future bet. It\u2019s working right now for everyday business goals. It\u2019s making work faster, smarter, and more effective.<\/p>\n<p>The question isn\u2019t whether AI can help your team.<\/p>\n<p>It\u2019s where you\u2019ll start.<\/p>","protected":false},"excerpt":{"rendered":"<p>Over the past year, I\u2018ve had hundreds of conversations with business leaders about AI. The [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":1872,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1871","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/internship.infoskaters.com\/blog\/wp-json\/wp\/v2\/posts\/1871","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/internship.infoskaters.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/internship.infoskaters.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/internship.infoskaters.com\/blog\/wp-json\/wp\/v2\/comments?post=1871"}],"version-history":[{"count":0,"href":"https:\/\/internship.infoskaters.com\/blog\/wp-json\/wp\/v2\/posts\/1871\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/internship.infoskaters.com\/blog\/wp-json\/wp\/v2\/media\/1872"}],"wp:attachment":[{"href":"https:\/\/internship.infoskaters.com\/blog\/wp-json\/wp\/v2\/media?parent=1871"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/internship.infoskaters.com\/blog\/wp-json\/wp\/v2\/categories?post=1871"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/internship.infoskaters.com\/blog\/wp-json\/wp\/v2\/tags?post=1871"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}