--- title: "Tech Change Signals: Companies That Switched Tools | traxy" description: "How to find companies that adopted, dropped or switched a tool, like a new CRM, check each one for public evidence, and reach them on LinkedIn and email." canonical: "https://traxy.ai/blog/technology-change-signals-outbound" last_updated: "2026-11-12" --- # Tech Change Signals: Companies That Switched Tools | traxy > How to find companies that adopted, dropped or switched a tool, like a new CRM, check each one for public evidence, and reach them on LinkedIn and email. [Home](https://traxy.ai/) [Blog](https://traxy.ai/blog) [Buyer Intent & Signals](https://traxy.ai/blog/topics/buyer-intent-and-signals) Buyer intent # Technology change signals: how to find companies that adopted, dropped or switched a tool, and reach out How to find companies that adopted, dropped or switched a tool, like a new CRM, check each one for public evidence, and reach them on LinkedIn and email. By the traxy teamPublished Nov 12, 202618 min read ![Technology change signals: how to find companies that adopted, dropped or switched a tool, and reach out — traxy blog](https://traxy.ai/assets/blog-covers/technology-change-signals-outbound.jpg) **In this article**[How do I find companies that recently switched or adopted a tool, like a new CRM?](https://traxy.ai/blog/technology-change-signals-outbound#how-do-i-find-companies-that-recently-switched-or-adopted-a-tool-like-a-new-crm) [What is the difference between a verified tool change and a post about switching?](https://traxy.ai/blog/technology-change-signals-outbound#what-is-the-difference-between-a-verified-tool-change-and-a-post-about-switching) [What kinds of tool changes are worth acting on?](https://traxy.ai/blog/technology-change-signals-outbound#what-kinds-of-tool-changes-are-worth-acting-on) [Where does a company tool change show up in public?](https://traxy.ai/blog/technology-change-signals-outbound#where-does-a-company-tool-change-show-up-in-public) [How does traxy research each lead for the tool change you describe?](https://traxy.ai/blog/technology-change-signals-outbound#how-does-traxy-research-each-lead-for-the-tool-change-you-describe) [How do I pair tool-change research with LinkedIn posts about the switch?](https://traxy.ai/blog/technology-change-signals-outbound#how-do-i-pair-tool-change-research-with-linkedin-posts-about-the-switch) [Who is this play for?](https://traxy.ai/blog/technology-change-signals-outbound#who-is-this-play-for) [What should I say when I know about the change?](https://traxy.ai/blog/technology-change-signals-outbound#what-should-i-say-when-i-know-about-the-change) [How does the outreach run once the research is done?](https://traxy.ai/blog/technology-change-signals-outbound#how-does-the-outreach-run-once-the-research-is-done) [What are the limits?](https://traxy.ai/blog/technology-change-signals-outbound#what-are-the-limits) [FAQ](https://traxy.ai/blog/technology-change-signals-outbound#faq) [Related reading](https://traxy.ai/blog/technology-change-signals-outbound#related-reading) [Open product docs](https://docs.traxy.ai/) **TL;DR: To find companies that adopted, dropped or switched a tool, such as a new CRM, look for public evidence of the change at each company: a job post that names the new tool or the migration, a post or announcement from the team, a partner or vendor announcement, or a change in the tools their website loads. Then keep only the companies that fit your ideal customer profile (ICP) and write about the change itself. traxy runs this end to end. It finds high intent leads from LinkedIn activity, keeps the people with a 50%+ ICP match, and its campaigns research each lead for the tool change you describe and record what they found. The campaign uses that finding to pick the message and to leave out companies where the change doesn't apply, then runs personalized LinkedIn and email outreach from your own connected accounts. It runs on autopilot once you approve the campaign, or you approve every message.** _Checked November 12, 2026. traxy wrote this guide. Other tools are described only from their own websites, linked where they appear and checked November 2026. Features change, so check details with each vendor._ This guide covers the company side of a tool change: a change that already happened or is under way and has left a public trace. If you want people on LinkedIn who are talking about switching, asking for an alternative or complaining about a competitor, that is a separate play with its own guide: [how to find B2B buyers on LinkedIn who are switching tools or complaining about a competitor](https://traxy.ai/blog/find-people-switching-tools-linkedin) . The two work best together, and the section on pairing them below shows how. ## How do I find companies that recently switched or adopted a tool, like a new CRM? Start from the companies that fit your ICP, check each one for a public sign of the tool change you care about, with a source link and a date, and contact only the ones where you find it. In traxy, the leads come from LinkedIn activity and a campaign researches each lead for the change you describe, so every message can point to a fact you can back up. Step by step: 1. **Name the change in one sentence.** Write down the tool, the direction and the time window: "companies that moved to HubSpot in the last six months", "companies that dropped Outreach", "companies rolling out NetSuite this year". A change you can't put in a sentence is hard to check and hard to write about. 2. **Decide what counts as evidence.** Pick the public signs you will accept, such as a job post that names the new tool, a post from someone at the company about the rollout, a vendor or partner announcement, or a change in the tools the company's website loads. Decide in advance what doesn't count: a like on a post about the tool, or a person who used the tool at a past job. 3. **Build the list of people who fit.** In traxy, leads come from LinkedIn activity: people who post, comment on or like posts about the problem you solve, engage with competitors' and creators' posts, or engage with the company pages you track. A person becomes a lead only with a 50%+ ICP match, and each lead shows the post or comment behind it. 4. **Research each lead for the change.** Create a campaign on those leads and describe the research: the tool change, the evidence you accept, and that you want the source link and date recorded. A campaign researches each lead for the facts you ask for before any message is prepared, and a research-only campaign records the findings without sending ([create a campaign](https://docs.traxy.ai/campaigns/create) ). 5. **Test on sample leads.** A test prepares research and previews and sends nothing. Read what the research found, including the leads where it found nothing, and tighten the instruction if it counts weak evidence. 6. **Filter and group by what the research found.** Leave out the companies with no sign of the change, and group the rest by the change they made, for example "moved to HubSpot" and "dropped Salesforce". Each group gets its own message variant, personalized with the evidence. 7. **Approve and launch.** Check the launch review, then approve the launch and the campaign runs on autopilot, or approve every message in a review queue. The outreach goes over LinkedIn and email from your own connected sender accounts, and replies, unsubscribes and hard bounces stop the sequence. The rest of this guide goes through each step: where tool changes show up in public, how the research works in traxy, how to pair it with LinkedIn posts, who this play suits and what to write once you know about the change. ## What is the difference between a verified tool change and a post about switching? A verified tool change is a fact about a company: it adopted, dropped or switched a tool, and you have a dated public source for it. A post about switching is something a person said, which shows interest or frustration but not that anything changed. The first tells you what the company did. The second tells you who is thinking about it and in what words. Aspect Verified tool change Public post about switching What it is A company adopted, dropped or switched a tool A person asks for an alternative, compares tools or complains Level The company The person Typical evidence A job post naming the new tool, an announcement, a partner case study, a website change A LinkedIn post, a comment, a reply under someone else's post What it tells you The change happened or is under way, and roughly when Someone there cares, and what they said What it misses Who at the company to talk to and what they think Whether the company will change anything Best for Add-ons, integrations, onboarding and migration services, tools that sit next to the new one Replacing the tool they want to leave Both are evidence of relevance. Neither proves someone will buy. The difference matters for timing and for the message. A company that finished its move to a new CRM last month doesn't want another CRM pitch, but it may need data cleanup, training, a reporting layer or an integration with the new system. A person asking "anyone moved off X?" hasn't moved yet, so the replacement pitch fits them better. For how company events and a person's activity compare in general, see [engagement signals vs trigger events](https://traxy.ai/blog/engagement-signals-vs-trigger-events) . ## What kinds of tool changes are worth acting on? Three kinds: a company adopted a tool, dropped a tool, or switched from one tool to another. Each one creates a different need, so it gets a different message. - **Adopted a tool.** The company added a CRM, an ERP, a data warehouse or a sales tool it didn't have before. Good for add-ons, integrations, onboarding help, training and services partners of that tool. The first months after a rollout are when the setup questions pile up. - **Dropped a tool.** The company stopped using something. Good for tools that replace it or cover the gap it leaves. Check whether they replaced it with something else before you pitch, because "dropped X" and "moved from X to Y" need different messages. - **Switched tools.** The company moved from one tool to another, such as Salesforce to HubSpot or one ERP to another. Every integration with the old tool needs to be rebuilt or replaced, data has to move, and reports have to be rebuilt. Good for migration services, integration vendors and tools that connect to the new system. The tool should relate to what you sell. A company changing its office chat app tells a CRM consultancy nothing. Keep the list to the tools that sit next to yours, the tools you replace and the tools you integrate with. ## Where does a company tool change show up in public? Most tool changes leave at least one public trace. These are the common ones, roughly in order of how much they tell you: - **Job posts.** A post for a "HubSpot admin" or a "NetSuite implementation lead", or a job description that says "help us migrate to the new CRM", is a strong sign, and it is dated. Job posts can be an early public trace of a rollout. - **Posts from the team.** Ops, RevOps and IT people often post about a rollout once it is live: "six weeks into our move to HubSpot". These name the tool and the person, which gives you both the fact and someone to talk to. - **Vendor and partner announcements.** Case studies, partner blog posts and press releases that name the company as a new customer of a tool. - **The company's own site.** Integration pages, help docs, login links and the scripts a website loads can show which tools a company runs. Website-facing tools such as analytics, chat and marketing automation are easier to see this way than back-office systems. - **Hiring and people moves.** A new head of RevOps or IT often reviews the stack. That is a trigger to check, not proof of a change. Keep two limits in mind. Research can only find what a company has made public, so a change with no job post, announcement or post about it won't show up. And no finding doesn't mean no change. ### Which tools track technology changes at companies? Technographic tools build lists of companies by the technology they use, and some watch for changes. Three examples, each from its own website, checked November 2026: - [BuiltWith](https://builtwith.com/) is a website technology lookup. It says it covers 128,484+ internet technologies and offers lead lists, technology trends and CRM integrations, and it pitches sales teams on finding companies adopting competitor tools. - [Wappalyzer](https://www.wappalyzer.com/) finds the technologies websites are built with. It offers lead lists by technology, a technology lookup for any website, and website alerts that monitor competitor, prospect and customer websites for migrations and new tools. - [Avina](https://avina.io/signals-library/crm-migration-from-salesforce-to-hubspot) has a CRM migration signal that looks for job descriptions with terms like "migrating to HubSpot" or "replacing Salesforce" in the last three months, and says it reads which CRM a company is moving to and from. Where they fit better than traxy: if you need a list of every company that runs a given technology, or alerts when a website's stack changes, a technographic tool is built for that, and traxy is not a technographic database. traxy starts from the people active on LinkedIn around your topic, checks each lead for the change with research, and runs the outreach to them. You can use both: build an account list from a technographic tool, then track those companies' LinkedIn pages in traxy by domain so the people who engage with their posts come in as leads. Tracking a company page finds the people who engage with its posts, not every employee. More on the three data types side by side is in [firmographic, technographic and engagement data](https://traxy.ai/blog/firmographic-technographic-engagement-data) . ## How does traxy research each lead for the tool change you describe? You describe the tool change in plain English, and a campaign researches each lead for it before any message is prepared. traxy records what it found on the lead, and the campaign uses the finding to pick the message and to leave out companies where the change doesn't apply. How it works: 1. **Describe the signal.** Add a custom signal under Targeting > Signals, or ask trax, the traxy agent: "companies that adopted HubSpot in the last six months". traxy finds LinkedIn activity natively. A tool change is not LinkedIn activity, so traxy checks for it through research on each lead in a campaign, not through a live feed of tool changes. It checks when the campaign runs, and it can only find what is public. 2. **Choose the audience.** Campaigns run on a shared lead view. That can be the people who engaged with posts about your problem, the engagers of the company pages you track, or a view filtered by role and company size. Every lead in it already has a 50%+ ICP match and the activity that brought them in. 3. **Write the research instruction.** Say what to look for, what counts, and what to record. The next section has examples. 4. **Test it.** Ask trax to test the plan on sample leads. The test prepares research and previews and sends nothing. Check whether the research supports each claim, and look at the skipped and empty results as well as the usable drafts ([review and launch](https://docs.traxy.ai/campaigns/review-and-launch) ). 5. **Decide what happens to leads with no finding.** When a fact you require isn't found, the lead stays in traxy, and in the campaign you can choose to skip it. You can also give each result its own group and message variant, for example "moved to HubSpot" and "rolling out NetSuite". 6. **Group and prepare messages.** Leads are grouped by signal and each group gets its own message variant, personalized with the evidence. traxy prepares the drafts; you read them before launch. You can run all of this by hand in the app, through trax, or from Claude, ChatGPT, Codex, Cursor or Grok through the [traxy MCP](https://traxy.ai/linkedin-mcp) , where the AI shows what it will do and waits for your yes before anything sends or launches. The [traxy use cases page](https://traxy.ai/use-cases) lists this as the Tech changes use case, next to hiring, funding and the other custom signals covered in [custom buying signals](https://traxy.ai/blog/custom-buying-signals-outbound) . ### What should the research instruction say? Name the tool and the direction, list the evidence you accept, ask for the source link and date, and say what to do when nothing is found. Three examples you can adapt: - **Adopted:** "For each company, check whether it started using HubSpot in the last six months. Accept a job post that names HubSpot, a post from someone at the company about the rollout, or a HubSpot partner announcement that names the company. Record the evidence, the source link and the date. If you find nothing, say so." - **Dropped:** "Check whether the company stopped using Outreach this year. Accept a post from the team about leaving it, or a job post that names a different sales engagement tool where Outreach used to be listed. Record what replaced it, if anything, with the source and date." - **Switched:** "Check whether the company is moving from Salesforce to HubSpot or the other way. Record the direction, the evidence, the source link and the date, and whether the move looks finished or under way from what the source says." Be strict about what doesn't count. A person who used a tool at a past job, a like on a post about the tool, or a generic mention of a category ("we're reviewing our stack") is not evidence that this company changed anything. Saying so in the instruction keeps weak findings out of your messages. ## How do I pair tool-change research with LinkedIn posts about the switch? Use LinkedIn activity to find the people who care about the change, and use research on each lead to check whether their company made it. The LinkedIn side gives you a named person and their own words; the research gives you the company fact. A lead with both is usually the best place to start. The LinkedIn side is covered in detail in [how to find B2B buyers on LinkedIn who are switching tools](https://traxy.ai/blog/find-people-switching-tools-linkedin) : Social Intent Search across 71M+ scanned LinkedIn likes, posts and comments, the tools you replace added to your Signal Brief as product mentions, and Tracking for competitors' company pages and the people who post for them. Here is how the two halves fit in one flow: 1. **Find the people.** Search or track the conversation around the tool: people engaging with posts about rolling out, leaving or comparing it. Save the 50%+ ICP matches as a shared view. 2. **Check the companies.** Run the research instruction from the section above on that view. Some companies will show a dated change, some won't. 3. **Split by what you know.** People whose company made the change get a message about life after the change. People who are only talking about it get a message about the decision itself. People with neither stay out. You can also run it the other way round. If a technographic tool gives you a list of companies that adopted a tool, track those companies' LinkedIn pages in traxy by domain. The people who engage with their posts come in as leads with the activity behind them, and research on each lead confirms the change before you write. ## Who is this play for? It suits teams whose offer depends on a specific tool, or whose best moment is right after a company changes one. Four common cases: - **SaaS add-ons and integrations.** You sell something that runs on top of a CRM, ERP or data platform. A company that adopted that platform is newly in your market, and the setup questions come in the first months. - **Replacements.** You sell an alternative to a known tool. A company that dropped it may still be choosing what comes next. A company that already switched to someone else is usually out for now, so tag it and leave it out of the replacement campaign. - **CRM and ERP partners.** Implementation partners, RevOps consultancies and ERP services firms make their living on rollouts and migrations. A dated sign that a company is moving to the system you implement is the reason to write. - **Agencies running outbound for clients.** An agency can run this for each client with a different tool and message, as separate campaigns. If you run several offers or segments, such as different ERPs or different regions, run them as separate campaigns. One lead is in only one active sequence at a time, and the launch review shows leads held by another unfinished campaign and people a completed campaign already contacted. ## What should I say when I know about the change? Name the change, connect it to one problem it usually creates, and offer one specific thing. Keep it short, and don't pretend you found it by chance. Angles by change type: Change What usually comes next Opening line, as an example Adopted a new CRM Setup, data cleanup, reporting, integrations "Saw you're hiring a HubSpot admin. When teams roll it out, reporting is usually the part that lags. Here is how we set up the first dashboards." Dropped a tool A gap to cover, or a choice still open "Noticed Outreach isn't in your sales job posts anymore. Did you replace it, or is the team running sequences by hand for now?" Switched tools Broken integrations, data moves, retraining "Saw the team is moving from Salesforce to HubSpot. Most of the work after the move is reconnecting the tools that hung off Salesforce. That is what we do." Change plus a LinkedIn comment A named person who cares about it "You commented on the post about CRM migrations that data mapping took longest. We see that too. Happy to share the checklist we use." A few rules that keep these messages working: - **Use the evidence as shown.** If the source is a job post, say job post. Don't turn "they're hiring a HubSpot admin" into "you've moved to HubSpot". - **Check the date.** A change from two years ago is background, not news. Ask the research for the date and use it. - **Don't pitch a replacement to a company that already switched.** Pitch what the new setup needs instead. - **One message per change type.** That is what grouping by signal is for: each group gets its own variant, so the "adopted" and "switched" companies don't get the same line. For more on turning a signal into the first line, see [signal-based outbound](https://traxy.ai/signal-based-outbound) . ## How does the outreach run once the research is done? The campaign sends personalized LinkedIn and email sequences from your own connected sender accounts, after you approve it. traxy runs your LinkedIn GTM end to end, from the LinkedIn activity that brought each lead in, to research on each lead, to the outreach. - **Senders.** Connect your LinkedIn accounts and mailboxes under Outbound > Sender accounts. A sequence with LinkedIn and email steps needs a sender name with both channels connected. Each sender's limits, active hours and ramp-up apply, and a campaign doesn't bypass them ([sender accounts](https://docs.traxy.ai/outreach/senders) ). - **Launch review.** Before launch you see who joins, who is left out because another unfinished campaign holds them, who a completed campaign already contacted, the sender, the message steps and the delivery mode. - **Approval.** Approve the launch and the campaign runs on autopilot, or approve each message in the review queue. You can edit a message before you approve it. - **Stop rules.** Replies, unsubscribe requests and hard bounces stop the sequence, and replies land in one inbox ([sequences](https://docs.traxy.ai/outreach/sequences) ). You can run many campaigns at once on different signals: one for companies that adopted the tool you integrate with, one for companies leaving the tool you replace, and one for people posting about the switch. More on the sending side is on the [LinkedIn outbound page](https://traxy.ai/linkedin-outbound) . ## What are the limits? - **Research is not a live feed.** traxy checks for the tool change when the campaign researches each lead. It doesn't watch every company for stack changes and doesn't promise when a change will be found. - **Only public changes show up.** A migration with no job post, announcement, post or website trace won't be found, and no finding doesn't prove nothing changed. - **The leads come from LinkedIn activity.** traxy finds people from LinkedIn activity and Tracking, then checks their companies. It is not a database of every company running a given tool. For that, use a technographic tool and pair it as described above. - **Evidence is not a decision.** A company that adopted a tool may already have the add-on it needs. The change is a reason to write, not a promise of a reply or a meeting. ## FAQ ### Can traxy find companies that switched CRMs? Yes, through research on each lead. You describe the change, for example "moved from Salesforce to HubSpot in the last six months", and a campaign researches each lead for a public sign of it, records what it found with the source, and can leave out companies where it found nothing. It can only find what a company has made public. ### Is a tool change a native signal in traxy? No. traxy finds LinkedIn activity natively: posts, comments, likes, profile views and engagement with the profiles, posts and company pages you track. Tool changes, like hiring, funding and job changes, come from research on each lead inside a campaign, not from a live event feed. ### How is this different from finding people who post about switching tools? Posts about switching show a person thinking about a change. A verified tool change shows the company made one. The first fits a replacement pitch, the second fits add-ons, integrations and migration work. For the posts side, see [how to find B2B buyers on LinkedIn who are switching tools](https://traxy.ai/blog/find-people-switching-tools-linkedin) . ### Do I still need a technographic tool? If you need a list of every company running a technology, or alerts when a website's stack changes, yes. traxy starts from people active on LinkedIn and checks each lead's company with research. Many teams use both: an account list from a technographic tool, and traxy to track those companies' pages, check each lead and run the outreach. ### What happens to leads where the research finds nothing? When a fact you require isn't found, the lead stays in traxy, and in the campaign you can choose to skip it. You can also put leads with and without the finding in separate groups with different messages. ### Does traxy send messages without my approval? No. You test the campaign on sample leads with nothing sent and check the launch review. Then you approve the launch and the campaign runs on its own, or you approve every message in a review queue. Replies, unsubscribes and hard bounces stop the sequence. ### Which accounts does the outreach come from? From your own connected sender accounts: your LinkedIn accounts and mailboxes, connected under Outbound > Sender accounts. LinkedIn and email can run in the same campaign. ## Related reading - [How to find B2B buyers on LinkedIn who are switching tools or complaining about a competitor](https://traxy.ai/blog/find-people-switching-tools-linkedin) - [Firmographic, technographic and engagement data: what each tells you about a B2B lead](https://traxy.ai/blog/firmographic-technographic-engagement-data) - [Engagement signals vs trigger events](https://traxy.ai/blog/engagement-signals-vs-trigger-events) - [Custom buying signals: describe any trigger in plain English](https://traxy.ai/blog/custom-buying-signals-outbound) - [Signal-based outbound with traxy](https://traxy.ai/signal-based-outbound) - [LinkedIn and email outbound with traxy](https://traxy.ai/linkedin-outbound) [Back to all articles](https://traxy.ai/blog) ## Keep reading [All Buyer Intent & Signals guides](https://traxy.ai/blog/topics/buyer-intent-and-signals) [Buyer intent7 min read ## Buyer Intent Signals (2026): What Buying Signals Are, Examples by Type and How Sales Teams Act on Them Buyer intent signals explained: what buying signals are, examples by type, how reps act on each one and a simple scoring framework to prioritize accounts. Updated Nov 12, 2026Read article](https://traxy.ai/blog/buyer-intent-signals-complete-b2b-guide) [Buyer intent18 min read ## Social intent search examples: what to search for to find buyers on LinkedIn What to search for to find buyers on LinkedIn: the person plus the need, with example search wording for founders, agencies, recruiters and sales teams. Updated Nov 13, 2026Read article](https://traxy.ai/blog/social-intent-search-examples) [Buyer intent19 min read ## How to keep other consultants, vendors and recruiters out of your LinkedIn leads Why LinkedIn leads fill up with other consultants, vendors and recruiters, and how to filter them out with exclusions, better sources and fit feedback. Updated Nov 13, 2026Read article](https://traxy.ai/blog/keep-peers-vendors-recruiters-out-of-leads) The right people are already out there. ## Find your warmest leads. _Send them personalized messages._ From relevant interest to personalized outreach. Put traxy to work. [Start your free trial](https://app.traxy.ai/signup) [Book a demo](https://calendly.com/d/cvj3-p2p-cpv/traxy-demo?utm_source=website&utm_medium=cta&utm_campaign=book-demo&utm_content=footer) 7-day free trial [traxy](https://traxy.ai/) Get the most qualified leads on LinkedIn, in real time. **Product**[Social Intent Search](https://traxy.ai/social-intent-search) [LinkedIn Social Listening](https://traxy.ai/linkedin-social-listening) [Signal-Based Outbound](https://traxy.ai/signal-based-outbound) [MCP Access](https://traxy.ai/linkedin-mcp) [Case Studies](https://traxy.ai/case-studies) [Pricing](https://traxy.ai/pricing) [DFY Outbound](https://traxy.ai/managed) **Resources**[Scoreboard](https://traxy.ai/scoreboard) [FAQ](https://traxy.ai/faq) [Guides](https://traxy.ai/guides) [Docs](https://docs.traxy.ai/) [Blog](https://traxy.ai/blog) [News](https://traxy.ai/news) [Affiliate ProgramNew](https://traxy.ai/affiliates) [Agency Partners](https://traxy.ai/agency) [Creators](https://traxy.ai/creators) [About traxy](https://traxy.ai/about) [Contact](https://traxy.ai/contact) **Legal**[Privacy Policy](https://traxy.ai/privacy-policy) [Terms of Service](https://traxy.ai/terms-of-service) [Cookie Policy](https://traxy.ai/cookie-policy) © 2026 traxy, inc. All rights reserved.