Klue provides a platform that collects data from millions of sources to give businesses insights into their competitors, markets, and buyers. The software uses artificial intelligence to filter this data into a central hub where teams can access real-time tools like "battlecards" and newsletters to help sales representatives win deals. Unlike traditional research methods, Klue focuses on "competitive enablement" by connecting intelligence directly to sales results and providing tools to measure how these insights impact a company's total revenue. The company’s goal is to provide a comprehensive view of the competitive landscape so businesses can make informed strategic decisions and increase their win rates.
Company Size
51-200
Company Stage
Grant
Total Funding
$89.5M
Headquarters
Vancouver, Canada
Founded
2015
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ZoomInfo Agent Teams: the DoubleO.ai play. C By Charles Summers · Oct 2, 2026, 9:08:38 AM ZoomInfo acquired DoubleO.ai on September 30, 2026, then launched Agent Teams the next morning, an AI agent orchestration layer that runs multi-step go-to-market plays inside GTM Studio with no new SKU and no new contract. It is the third ZoomInfo agent announcement in a week, and the first one that existing customers can switch on without a sales conversation. Here is what shipped, what it actually does, and what to do about it. What did ZoomInfo announce? Two press releases, back to back. On September 30, ZoomInfo (NASDAQ: GTM) announced it had acquired DoubleO.ai, an agentic orchestration platform founded in 2024 by Derek Osgood and Karthik Suresh, the pair who previously built the product launch platform Ignition, later acquired by Klue. Deal terms were not disclosed. On October 1, ZoomInfo introduced Agent Teams, built on DoubleO's orchestration architecture and available immediately in GTM Studio. The pitch is reliability. ZoomInfo's argument, and it matches what Hacking Demand LLC see in client portals, is that most GTM AI agents die in the demo stage because they hallucinate on complex tasks or run the same play differently every time, so a human ends up babysitting every step. DoubleO's architecture uses specialized agents with defined roles that share context across steps and decide the next action from the current state of the record, which ZoomInfo calls real-time evaluation. What does Agent Teams actually do? The two launch examples are the clearest picture of the product. First, champion tracking: when a past champion becomes, say, CRO at a new company, the agents check whether that company is already a customer and fits your ICP, reconstruct the champion's role in the original deal, map the new buying committee, and draft outreach grounded in the relationship. If the champion hits your pricing page two weeks later, a website-visit trigger resumes the play with full context. Second, closed-won to pipeline: after a deal closes, agents review the full cycle including call transcripts and CRM records, draft a case study, find ten competitors of the new customer that are not yet customers, and reach out to each with tailored messaging. All of it sits on ZoomInfo's data layer of more than 100 million companies and 500 million contacts, and plugs into the GTM.AI context layer that already feeds Salesforce Agentforce, HubSpot Breeze, Microsoft Copilot Studio, Claude, and ChatGPT. How much does Agent Teams cost? Here is the notable commercial detail: nothing new, for now. ZoomInfo states Agent Teams is available in GTM Studio with no new SKU or contract required. That is unusual for a feature built on a fresh acquisition, and it reads as a land move. ZoomInfo moved to consumption-style packaging earlier this year, so the economics will show up in usage, not in a line item. If you are already paying for GTM Studio, you can test this today at no incremental license cost. If you are negotiating a ZoomInfo contract right now, agent usage expectations belong in that conversation before you sign. | Scoping ZoomInfo right now? ZoomInfo pricing is custom and negotiated per contract. Start with the current packaging and see its full pricing breakdown and alternatives before you commit. See the best ZoomInfo deal | Why this matters for revenue teams ZoomInfo shipped four agent-adjacent releases in ten days: Talent Autopilot on September 21, a Replit integration on September 24, a Superhuman Go connector on September 29, then DoubleO and Agent Teams. Hacking Demand LLC covered the recruiting piece in its Talent Autopilot breakdown. The pattern is clear: ZoomInfo is racing to become the orchestration home for GTM agents, not just the data vendor underneath them, because data alone is getting commoditized while reliable execution is not. The honest caveat: the only named customer in the launch is one sales operations leader, there are no published benchmarks, and the claim that this is reliable enough to run without supervision is exactly the claim every agent vendor makes. The DoubleO founders themselves say unsupervised agents typically deliver maybe a 20 percent improvement and that reliability is where the real gains hide. Treat the launch plays as the tested surface and anything custom as a pilot. What should you do now? If you run ZoomInfo with GTM Studio, turn on one play, not ten. Champion tracking is the easiest to verify because you can count the job changes it catches against a list you already know. If you are on Apollo, Cognism, or UpLead, nothing here forces a migration; those stacks win on cost and self-serve, and agent orchestration is coming to every vendor in the category. And if you want the agent-run prospecting motion without betting the stack on one vendor, that is literally the system Hacking Demand LLC build: an AI SDR prospecting engine tuned on your data, with your reps in the seat. | Want an agent-run prospecting motion on your stack? Hacking Demand LLC build and tune AI SDR systems on ZoomInfo, Apollo, or whatever data layer you already pay for. Your reps man the seat, Hacking Demand LLC make it reliable. Talk to an expert | Frequently asked questions What is ZoomInfo Agent Teams? Agent Teams is ZoomInfo's AI agent orchestration offering, launched October 1, 2026 and built on technology from its DoubleO.ai acquisition. It coordinates specialized AI agents that share context to run complete GTM plays, like tracking champions who change jobs or turning closed-won deals into lookalike pipeline, inside GTM Studio. How much did ZoomInfo pay for DoubleO.ai? ZoomInfo did not disclose the acquisition price or terms in its September 30, 2026 announcement. DoubleO.ai was founded in 2024 by Derek Osgood and Karthik Suresh, whose previous company Ignition was acquired by Klue. Is Agent Teams a paid add-on? No new SKU or contract is required. ZoomInfo states Agent Teams is available now in GTM Studio for existing customers. Usage-based consumption costs still apply under ZoomInfo's current packaging, so watch credit burn as you scale plays. Does Agent Teams work with HubSpot or Salesforce? Agent Teams lives inside ZoomInfo's platform, and ZoomInfo's GTM.AI context layer connects to Salesforce Agentforce, HubSpot Breeze, Microsoft Copilot Studio, Claude, and ChatGPT, so agent outputs can land where your team already works. Sources: ZoomInfo press releases via Business Wire, DoubleO.ai acquisition (September 30, 2026) and Agent Teams launch (October 1, 2026), both checked October 2, 2026. Charles Summers Founder of Hacking Demand. 12+ years building B2B demand generation, including 330+ B2B and B2C webinars produced. Keep building demand. Want Hacking Demand LLC to build your demand engine? Done-for-you webinars, AI agents, and pipeline plays, live in days.
Feedly vs Klue for competitive intelligence: how to choose in 2026. Three tools, three different programs. Feedly, Klue and IntelCue all automate parts of competitive intelligence. All three use AI. All three connect to Claude. The differences that matter are who each one is built for, what it costs to run, and which sources it covers. That makes this a fit question, not a capability question. Most comparison posts get this wrong by claiming one tool "can't" do something it demonstrably does. Here is the version that survives a look at each vendor's own documentation. What Feedly actually does. Feedly is best known as an RSS reader, but Feedly for Market Intelligence is a separate product aimed at strategy, competitive and innovation teams, and it does more than organize reading. AI Feeds collect from the open web and enrich what comes back, extracting things like trends, consumer insights and competitive product launches. AI Actions let you select a set of articles and have Feedly synthesize them into summaries or reports with citations back to the source articles. Insights Cards give a quick view of a company or trend. Automated Newsletters distribute the output to stakeholders with AI-generated overviews that pull across many articles at once. There are native Slack and Microsoft Teams integrations and a REST API. Newsletter ingestion works too, and it works the way you would want. On Pro+ and above, you generate a unique Feedly email address per newsletter and subscribe with it, and if the newsletter uses double opt-in, the confirmation email lands in Feedly for you to click. Other source types come with conditions worth knowing: following X accounts requires your own X API key, which Feedly's own documentation notes typically runs a few hundred dollars a month. Where Feedly fits: teams whose competitive picture is mostly built from published media (news, trade press, blogs, research) and who have someone whose job includes reading and analysis. The source types that matter for competitive intelligence extend past published media, and that is where the fit question starts to bite. What Klue actually does. Klue runs competitive intelligence and win-loss as a single program. It creates and maintains competitor profiles, battlecards, product teardowns, executive summaries and win-loss stories in one place, then pushes that content into Salesforce, Slack, Teams and sales enablement tools so reps get it in the flow of a deal. The automation is real. Compete Agent continuously collects and analyzes intel, generates competitor profiles and surfaces trends. Competitor Profiles can be generated from a competitor name and refresh on a daily cycle. Deal Tips monitor sales calls for competitive signals and push guidance to sellers. Ask Klue answers competitive questions inside Slack or Salesforce. Klue says it was named a Leader in Gartner's first Magic Quadrant for competitive intelligence and ranked first in the revenue enablement use case. Where Klue fits: organizations with a named CI or product marketing owner, a sales team losing deals to a known competitor set, and budget for a platform whose pricing is quoted after a demo rather than published. The program shape matters more than company size. If nobody owns competitive intelligence as part of their job, Klue's model has nothing to attach to. The real decision criteria. Once you stop arguing about which tool is "actually" a CI platform, four things decide the choice. Program shape. Klue assumes a CI function and sellers to enable. Feedly for Market Intelligence assumes analysts who read and synthesize. IntelCue assumes one or two people who need to know what changed and do not have time to run a program at all. Pricing model. Klue and Feedly for Market Intelligence are both quoted through sales. If you want to see a price and start the same afternoon, that narrows the field before features do. Source mix. This is the sharpest difference. Published media is well covered by every tool here. Coverage gets thinner and more tool-specific once you move into competitor website changes, Google Ads activity, patent filings, SEC filings, and Certificate Transparency logs for new subdomains, which often flag a launch before anything is announced. IntelCue monitors blogs, newsletters, X, Google Ads, patents, SEC filings, Certificate Transparency logs, and more, which is a different shape of coverage than a media-first feed. Where the answers live. All three connect to AI assistants, so the question is what sits behind the connection. Klue's MCP server exposes curated battlecards and win-loss evidence, with read and write access governed by Klue's permission model, and it is listed in Anthropic's Claude connector directory. Feedly's documented MCP server covers its threat intelligence side and its Real-Time Threat Graph, so market intelligence teams work through the REST API instead. IntelCue's MCP integration exposes the daily analysis over your own tracked sources to Claude and ChatGPT. The workflow for competitive intelligence in Claude depends on which of those three bodies of data answers your questions. Who should use each tool. Feedly for Market Intelligence fits strategy, innovation and research teams tracking markets, technologies and industry shifts across published media, with people who will use AI Actions and Team Boards rather than just letting a feed pile up. Klue fits revenue organizations running competitive enablement and win-loss together, with a CI or product marketing owner and sellers who need deal-specific intel where they already work. Product marketing leads tracking GTM shifts inside a sales-driven org are the core Klue user. IntelCue fits lean marketing and product teams with no CI headcount. You name a company or market, IntelCue discovers the sources, and AI analyzes them daily to surface trending topics, competitive insights and keywords. It covers blogs, newsletters, X, Google Ads, patents, SEC filings, Certificate Transparency logs, and more, and connects to Claude and ChatGPT over MCP so the analysis is already done when you ask. Connect IntelCue to Claude and ask it something about your market. The answer should already be there. Frequently asked questions. Is Feedly a competitive intelligence tool? Feedly for Market Intelligence is a competitive and market intelligence product, separate from the consumer RSS reader most people know. It uses AI Feeds to collect from the open web, enriches articles with extracted trends and competitive signals, and includes AI Actions that synthesize multiple articles into cited reports, plus Insights Cards, Team Boards, Automated Newsletters and a REST API. It is built around published media and analyst workflows, so teams that need coverage of sources like Google Ads, patent filings or Certificate Transparency logs should compare source lists directly. What does Klue actually do for competitive intelligence? Klue combines competitive intelligence and win-loss in one platform. It maintains competitor profiles, battlecards, teardowns and win-loss stories, refreshes competitor profiles daily, and distributes intel into Salesforce, Slack and Teams. Compete Agent automates collection and analysis, Deal Tips push guidance to sellers based on competitive signals in calls, and Ask Klue answers questions in the tools reps already use. It is built for organizations with a CI owner and a sales team to enable, and pricing is quoted after a demo. Can Feedly monitor competitor newsletters automatically? Yes. On Pro+ and above, you generate a unique Feedly email address for each newsletter and subscribe with it, and double opt-in confirmations arrive in Feedly so you can complete the subscription there. IntelCue handles newsletters the same way, with a dedicated capture address per source and double opt-in handling, so newsletters are not the deciding factor between them. The difference shows up in the rest of the source mix. Which competitive intelligence tool is best for a startup with a small team? The deciding factors for a small team are setup effort, whether pricing is published, and whether anyone owns competitive intelligence as part of their job. Feedly for Market Intelligence and Klue are both sold through a demo process and assume someone will run the program. IntelCue is built for teams with no CI headcount: you name your market, it discovers the sources, and AI does the daily analysis. How do I use competitive intelligence data inside Claude or ChatGPT? All three tools connect over MCP, so the question is which data set answers your questions. Klue's MCP server exposes curated battlecards, competitive cards and win-loss evidence under its permission model and is listed in Anthropic's Claude connector directory. Feedly's documented MCP server covers its threat intelligence Threat Graph, with the REST API serving market intelligence use cases. IntelCue's MCP integration exposes the analysis over your own tracked sources, so you can ask Claude what your competitors did this week or what is trending in your market and get an answer grounded in ingested, pre-analyzed data.
Klue vs. Crayon vs. Ripplewatch: what "enterprise-grade" actually costs. Klue and Crayon are the two names that come up first in competitive intelligence. Neither publishes pricing. Here's what that actually means if you're comparing them to a self-serve tool. Klue and Crayon are the two names people mean by "enterprise competitive intelligence platform," and neither publishes pricing because their deals are customized, sold through a sales cycle, and priced for teams that need features like verified win-loss interviews or dedicated implementation support. Ripplewatch publishes its pricing instead, built for a team that wants to start monitoring competitors today rather than after a multi-week enterprise evaluation. Klue and Crayon are the two names most people mean when they say "enterprise competitive intelligence platform." Both are real, capable products with features a small team genuinely doesn't need yet. Neither lists pricing on its website, and that absence is itself worth unpacking before you request a demo. What do you actually get with Klue or Crayon? Klue centers on a Compete Agent that continuously gathers intel and pushes deal-specific insight to reps, plus a Win-Loss Suite that runs verified buyer interviews, including an AI interviewer for voice conversations, and Ask Klue, a chat interface for querying competitive data on demand instead of digging through a static battlecard. See how Ripplewatch compares to Klue directly. Crayon's core is automated competitor monitoring paired with battlecards deployed straight into Salesforce and Slack, plus Sparks, an AI feature that runs scheduled passes over competitor news, social activity, and PR. Both platforms publish case studies citing meaningful win-rate and adoption improvements; those are vendor-selected examples, not a guarantee of what any given team will see, but they're a reasonable signal of what the product is built to move. See how Ripplewatch compares to Crayon directly. Why doesn't either company list its price? Undisclosed pricing on a mature B2B product almost always means the same thing: the deal is customized per account, sold through a sales cycle, and priced high enough that a self-serve checkout page would either scare off the audience it's built for or leave money on the table with the enterprise buyers it's actually built for. That's not a criticism, it's just what the go-to-market motion tells you before you ever get on a call. How is Ripplewatch different from Klue and Crayon, on purpose? Ripplewatch publish its pricing because Ripplewatch is built for a different buyer: a team that wants to start monitoring competitors this afternoon, not after a multi-week evaluation and a signed annual contract. That means Ripplewatch don't have Klue's win-loss interview product or Crayon's battlecard-authoring workflow. What Ripplewatch do have is transparent, self-serve pricing and relevance scoring that tells you which of the alerts actually matters, the same problem why Ripplewatch stopped showing raw win/loss dumps gets into in more detail on the win/loss side specifically. If your budget doesn't need enterprise-grade yet, Ripplewatch also tested every competitor-tracking tool under $500/mo against the same three questions. "Enterprise-grade" is a real category, and if you need verified buyer interviews at scale or a dedicated CS team walking you through implementation, Klue or Crayon are worth the sales call. If you don't yet, the honest question isn't which platform has more features, it's whether you actually need the ones that come with an undisclosed five-figure-and-up contract. One email when Ripplewatch publish something new. No spam, unsubscribe anytime. 2-minute quiz Not sure where you stand? Answer 5 quick questions to find out whether your competitive intelligence is Reactive, Aware, Systematic, or Predictive, and what to do about it.
Ransomware: the average amount paid rises, while the median falls. The average ransom paid increased quarter over quarter, while the median amount declined. This is notably due to a malicious actor focusing on law firms. Published on: July 30, 2026 On the ransomware front, the second quarter of 2026 brings a surprise. The average ransom amount rose 176% compared to the first quarter, reaching $1,880,612, while the median amount fell 50% to $150,000. The explanation? An unusual one: a ransomware group that chose to select its victims very meticulously, Silent Ransom Group. Also tracked under the name Luna Moth, this group focuses exclusively on law firms. By threatening to publicly disclose sensitive legal files, the group obtained large sums that significantly skewed the quarterly average, according to Coveware. At the same time, victims' awareness of the volatility of post-payment outcomes is on the rise. Victims recognize that payment does not guarantee data deletion. The attack against Klue in June illustrates this fragility: after a supposed payment to guarantee deletion, it turned out that another criminal group had kept the data and the victims' names, thus maintaining a persistent extortion threat. This risk had already been identified in the past, notably with LockBit. Identity as a privileged access vector. Initial access to information systems has evolved from a reliance on automated technical exploits to a strong reliance on identity. Attackers now favor access paths that seem legitimate, seeking to log in discreetly rather than force a noisy intrusion. The abuse of trusted identities is the dominant trend. Sophisticated social engineering methods, notably vishing, are frequently used to trick employees into obtaining credentials or remote access. In more aggressive operations, malicious actors have even carried out physical infiltration, posing as IT staff to gain direct access to workstations. The intrusion vector has thus expanded beyond simple VPN or RDP. It encompasses the abuse of legitimate authentication flows: password resets, helpdesk manipulation, OAuth grants, delegated applications, remote access portals, and third-party vendor sessions. The initial intrusion often resembles normal authentication or authorized administration, which complicates early detection. The victim profile remains focused on the mid-market. The professional services sector, including law firms, is particularly vulnerable due to the sensitive nature of client information they hold. Coveware notes that company size is not a reliable indicator of extortion risk; exposure is more linked to identity compromise, data sensitivity, and third-party dependencies.
Hackers hack hackers in bizarre data theft. Posted by ironsideit On July 27, 2026 Most businesses spend time protecting their own networks, but what about the vendors that have access to your data? Whether it's your CRM, payroll provider, document management platform, or marketing software, every third-party application you connect to your business becomes part of your cybersecurity strategy. A recent breach involving competitive intelligence platform Klue is a reminder that your organization's security is only as strong as the weakest vendor in your technology ecosystem. What happened? According to reports, the cybercriminal group known as Icarus gained access to Klue using an old login associated with a pilot project that had never been removed. Once inside, the attackers stole OAuth tokens - digital credentials that allow connected applications to access other business systems without repeatedly asking users to log in. Those tokens reportedly provided access to customer data connected through third-party integrations, including Salesforce environments used by some Klue customers. In an unusual twist, another cybercriminal group then compromised Icarus itself and stole the stolen data, launching a second round of extortion attempts. While the story is unusual, the underlying lesson is not. Old accounts, forgotten integrations, and excessive permissions remain some of the most common ways attackers gain access to business systems. Why this matters to every business. Even if your company has never used Klue, you're likely connected to dozens - or even hundreds - of third-party applications. Examples include: * Microsoft 365 * Salesforce * HubSpot * QuickBooks * DocuSign * Zoom * Dropbox * Slack * Payroll providers * Industry-specific business applications Each integration creates another pathway into your environment. If one vendor experiences a security incident, your business could also be affected depending on the level of access you've granted. This is why cybersecurity is no longer just about protecting your own network. It's also about understanding and managing third-party risk. The hidden risk of forgotten accounts. One of the most concerning details from the Klue breach is that the attackers reportedly used an old credential tied to an abandoned project. This happens more often than many businesses realize. Former employees, old test accounts, pilot projects, and unused integrations frequently remain active long after they've been forgotten. Every unused account represents another opportunity for attackers. Regular account reviews help identify: * Former employee accounts * Shared logins * Test environments * Legacy applications * Unused integrations * Excessive user permissions Removing unnecessary access is one of the simplest ways to reduce cyber risk. Many businesses connect applications to Microsoft 365, Salesforce, Google Workspace, and other cloud platforms with just a few clicks. Over time, these integrations accumulate. Ask yourself: * Does this application still need access? * Does it require this level of permission? * Who approved the connection? * When was it last reviewed? Applications should only have the minimum permissions necessary to perform their intended function. Strengthen your vendor security strategy. Reducing third-party risk starts with visibility. Some best practices include: * Maintain an inventory of software vendors and integrations. * Remove unused applications and inactive accounts. * Require multi-factor authentication (MFA) wherever possible. * Regularly review OAuth permissions. * Monitor for unusual login activity. * Ask vendors about their cybersecurity practices before sharing sensitive information. * Include third-party risk reviews as part of your annual cybersecurity assessment. These simple steps can significantly reduce your organization's exposure. Cybersecurity doesn't stop at your front door. Today's businesses rely on dozens of technology vendors every day. While these tools improve productivity, they also expand your attack surface. The Klue incident is another reminder that cybercriminals are constantly looking for overlooked accounts, excessive permissions, and trusted third-party connections to gain access to valuable business data. A proactive cybersecurity strategy includes protecting not only your own systems but also understanding the risks introduced by every vendor you trust. Is your business managing third-party risk? At Ironside IT, Ironside IT help businesses throughout South Jersey, the Greater Philadelphia area, and Delaware identify security gaps, secure Microsoft 365 environments, review third-party integrations, and build layered cybersecurity strategies that reduce risk. If you're unsure how many applications have access to your business data - or whether those permissions are still necessary - now is a great time to take a closer look.