Executive Summary SaaS pricing has evolved by expanding dimensionality. Seats defined the early era of subscription software. Secondary metrics such as contacts, storage, and API volume introduced more precise alignment between usage intensity and revenue capture. Cloud infrastructure later normalized consumption-based economics, reshaping how enterprises approached variable cost. Artificial intelligence introduces a structurally distinct axis. Unlike traditional software features, AI capabilities carry measurable marginal cost while simultaneously generating measurable business output. Vendors are responding by formalizing what can be described as AI access pricing: a monetization layer that meters access to intelligent automation through structured, business-aligned units. It is important to distinguish between subscription as a revenue model and seat-based pricing as a specific implementation. The pressure AI introduces is not against recurring revenue itself, […]
The Interface Layer Is Becoming The New GTM Battleground
The Desk Is Moving The MCP story is useful because it gives us a concrete signal to look at. But after sitting with the broader market scan, I do not think the bigger story is really about a protocol. The bigger story is that vendors are competing to become the layer where AI understands business context, retrieves the right information, and triggers action across workflows. Some of that competition is happening through MCP. Some of it is happening through agent studios, context graphs, embedded copilots, AI connectors, and conversational workspaces. The control point may be moving upward. The system of record still matters because it holds structured customer memory. But the place where operators ask questions, interpret signals, and move work forward may become just as important. […]
Model Context Protocol Is Becoming The New Interface Between Revenue Data And AI Execution
For the last year, much of the AI conversation in GTM has focused on assistants. Sellers get writing help. Marketers get content suggestions. Customer teams get summaries. Those use cases matter, but a different pattern is emerging across revenue technology. AI systems are moving closer to execution, and that creates a practical problem. They need access to business context before they can do useful work. That is where MCP is starting to matter. MCP, or Model Context Protocol, is a way for AI tools to connect with business systems so they can retrieve relevant information and, in some cases, take action without every vendor building an integration. In plain terms, it gives AI a more standardized way to ask trusted systems what is happening and what it is allowed to do […]
The 30-Minute Rule: Why GTM Buyers Are Rewriting How Software Gets Selected
Here is a great little story on how one GTM team made a software purchase decision. It’s something I believe is a good reminder if you’re still thinking in terms of feature comparisons and vendor evaluations. Most teams are no longer trying to find the best tool, they’re trying to find something that works quickly enough to justify moving forward. Good enough is winning as long as it returns value quickly and is easy for the team to use. A Different Starting Point In a recent conversation with Tom Weiss, the Chief Product and Technology Officer at MX8 Labs, that shift showed up in a way that felt almost casual. His team needed a CRM. They had tried stretching tools like ClickUp into that role, moved through a couple of alternatives, and ended up in a familiar place. Inconsistent usage, incomplete data, and very little confidence in what the […]
The Quiet Death of the SDR: Why Some GTM Teams Are Letting Marketing Reclaim the Pipeline
The Signal People buy from people they trust. That’s not new. What is changing is when that trust gets built, and who is responsible for creating it. In a growing number of go-to-market teams, that responsibility is shifting earlier in the process. Not to sales, but to marketing. The SDR function is not disappearing overnight. In many organizations, it remains a critical part of the revenue engine. But in a specific and increasing subset of companies, we are seeing something more subtle unfold. The work SDRs used to do is being absorbed. Not eliminated, not replaced, but absorbed into marketing. And in that shift, ownership of the early pipeline begins to move with it. Why This Is Happening Now This shift does not come from a single decision. It is the result of several pressures converging at […]
Anatomy of a Decision: When Marketing Owns the Pipeline – How Fuel50 Rebuilt Its Go-to-Market Operating Model
From Alignment to Elimination For years, B2B companies have tried to solve the same problem: how to get sales and marketing aligned. Fifteen years ago, when I was at HubSpot, we called it smarketing. Weekly meetings, shared definitions, handoff agreements. The goal was straightforward. If both teams could operate against the same metrics and communicate consistently, the system would perform better. And in many cases, it did. But even at its best, alignment still assumes something fundamental. It assumes that sales and marketing are separate functions, coordinating across a boundary. Leads are generated, qualified, and then passed from one team to another. What if that boundary is the problem? That is the question Fuel50 has answered, not through theory, but through how they operate. Continue […]
Solution Spotlight: From Responses to Resolution – Intercom’s Shift to Fin, Its AI Customer System
From AI Feature to Customer System There was a time when customer support software had a clear job: Capture tickets, route them, and help teams respond faster. That model still exists, but it is increasingly misaligned with what customers actually want. Customers do not want responses. They want resolution. Intercom’s recent evolution is best understood through that lens. The company has moved early and aggressively into AI, but more importantly, it has begun reorganizing its product, architecture, and operating model around a single idea: support is no longer about answering questions. It is about delivering outcomes. What makes this shift notable is not just the introduction of AI, but how Intercom has used early adoption, data, and system design to move from AI as a […]
Anatomy of a Decision: How MX8 Labs Selected NetHunt CRM
When Friction Becomes the Signal For most growing teams, the decision to replace a CRM does not start with a formal evaluation process. It starts with friction. At MX8 Labs, that friction had been building for a while. The team had initially tried to stretch tools like ClickUp into a CRM role. On paper, it seemed flexible enough to handle anything. In practice, it never quite worked the way the team needed. Deals were tracked inconsistently. Opportunities were often entered late. Pipeline visibility depended more on individual habits than on a shared system. They moved on to another solution after ClickUp, but the outcome was similar. The system existed, but it was not something the team relied on. Over time, that gap becomes hard to […]
Why AI Governance Requires Narrative Alignment
A Simple Example That Isn’t So Simple Pulling on another thread from Conga Connect 2026, one of the more interesting conversations I had during the week was with Geoff Webb, VP Product and Portfolio Marketing at Conga. While much of the event focused on pricing, workflows, and AI embedded into revenue systems, our discussion kept circling a deceptively simple example that revealed a much larger issue. We started talking about NDAs. Not complex contracts or pricing strategy. Just NDAs. As Geoff pointed out, these are among the most common documents in any deal process, and yet they regularly slow things down. A rep sends one over, legal reviews it, questions come back, revisions happen, and what should be routine turns into delay. This is exactly […]
Market Alert: Inside Conga’s Purple Pivot – A B2B Rebrand Done Right
I was at Conga Connect 2026 last week and had the chance to witness something you don’t see very often in B2B technology. A brand redesign revealed live to customers. Not teased on social media. Not rolled out quietly through a press release. But introduced directly from the keynote stage to the people who use the platform every day. I had heard some hints that a brand update might be coming, but like everyone else in the room, I got to see how it unfolded in real time. And looking back, the clues were there from the beginning. Before the keynote even started, something felt slightly off as I walked through the venue. Customers wore the standard conference badges, but Conga employees throughout the event […]
Three Signals About the Future of Revenue Execution from Conga Connect 2026
I spent this past week at Conga Connect 2026, speaking with customers, executives, and operators across the revenue ecosystem. The brand reveal will likely be the moment most attendees remember from the event. I covered that story separately. But in conversations with operators and revenue leaders throughout the week, a different set of signals stood out. They all pointed to the same underlying challenge: revenue teams are still struggling with friction inside the deal process. During the opening session, Conga CMO Celia Fleischaker shared several statistics that framed the scale of the problem. Only 8% of organizations report strong confidence in their pricing decisions. 45% say they lose deals due to slow quote approvals. 72% report that slow contracting increases risk and compliance exposure. […]
Infographic: How One Company Rebuilt a Fragile SDR Engine with Apollo.io
This 3Sixty Insights infographic examines how one organization rebuilt a fragile SDR engine after realizing that its outbound motion had become overly dependent on email and weighed down by a costly “Franken-stack” of tools such as ZoomInfo, Groove, and Gong. What began as an attempt to fix declining email deliverability quickly evolved into a broader transformation, as the company consolidated data, engagement, and automation into a single sales operating environment with Apollo.io. The shift eliminated tool-hopping and manual list management, allowing SDRs to spend significantly more time on calls and active selling. The result was a step-function improvement in performance, including an 80 percent reduction in technology spend, a 95 percent increase in daily activities, and a threefold increase in pipeline generation.
Infographic: 3x Pipeline, 80% Lower Costs – Rethinking the Modern Sales Stack
This infographic, based on analysis from Kyle James, examines the hidden cost of the typical “Franken-stack” sales environment where multiple disconnected tools handle data, engagement, calling, and analytics. This fragmentation creates a significant productivity drain as teams spend hours each week shuffling data and managing integrations rather than building customer relationships. The analysis highlights how a unified platform approach, exemplified by Apollo, can eliminate these seams by consolidating workflows and applying AI to handle the mechanical aspects of outreach while sellers focus on judgment and personalization. The result is a leaner revenue engine capable of generating up to 3x more pipeline, reducing overlapping technology costs by nearly 80%, and dramatically improving productivity.
The Web Is Forking Again
Last week I wrote that SaaS isn’t dying. It’s being sorted. Thin workflow tools are under pressure, systems of record are becoming infrastructure, and the era of easy multiple expansion is behind us. That conversation was about repricing. This one is about rewiring. Underneath the market volatility, the internet itself is quietly adapting to a new kind of client. And if you zoom out far enough, the pattern looks familiar. When mobile arrived, the web did not disappear. It evolved. The same underlying systems and content still existed, but they were redesigned to render differently depending on the device. Responsive design and mobile-first frameworks did not replace the desktop web; they standardized it for a second client. Companies that recognized that shift early rebuilt their interfaces accordingly and captured the next wave of growth. We […]
SaaS Isn’t Dead. It’s Growing Up.
I was super early at HubSpot, a first one hundred employee. I watched the company go public. I used some of the gains from that IPO to put a down payment on my house. It was one of those rare moments where a long bet actually paid off in a tangible way. A year ago, HubSpot was trading above $800 a share. Today it sits in the low $200s. That is a decline of more than 70 percent in roughly twelve months. And it is not alone. Across B2B SaaS, billions in market cap have evaporated. Multiples have compressed. Growth stocks have been punished. The easiest narrative is that SaaS is dead and AI finished the job. I do not think that is what is happening. What we are seeing feels much more like SaaS growing up. The Easy Era […]
Is CRM Becoming Infrastructure?
A Quiet Migration Play Reshaping GTM For more than two decades, CRM has functioned as both the filing cabinet where structured customer data lives and the desk where go-to-market work gets done. If you wanted visibility, you logged into CRM. If you wanted to move a deal forward, you logged into CRM. If leadership wanted forecast accuracy, you logged into CRM. That coupling may be loosening. In a recent conversation with Burley Kawasaki at Creatio, a trend surfaced that I have begun to hear in multiple vendor discussions. Platforms like Creatio are being layered on top of existing CRM systems, including Salesforce. The CRM continues to store data and enforce workflow. But users increasingly operate elsewhere. Teams. Outlook. Mobile interfaces. Agent-driven environments. The system of […]
Rethinking Recurring Revenue: Why Customer Retention Is the Real Growth Strategy
Kyle James and I recently had a conversation with Zuora, one of the early pioneers and leading platforms in subscription-based billing. They have spent more than a decade helping organizations operationalize recurring revenue models. What stood out in our discussion was a simple but critical distinction. Subscription billing technology enables recurring revenue. It does not guarantee recurring success. Across the B2B software market and other subscription-driven industries, companies have adopted recurring billing infrastructure at scale. Platforms like Zuora provide the mechanics. They allow organizations to invoice accurately, manage subscription terms, automate renewals, and support complex pricing models. That enablement layer is foundational. However, many organizations mistakenly believe that implementing subscription billing is synonymous with building a sustainable recurring revenue engine. The financial model tells a […]
From Data Abundance to Decision Scarcity in Sales Intelligence
Sales teams have more data and more recommendations than ever. What they have less of is confidence in what to do next. Across GTM organizations, a consistent pattern is emerging: sales intelligence systems are excellent at surfacing signals, but far less effective at reducing decisions. The result is not ignorance, but hesitation. Not a lack of insight, but analysis paralysis. Sales intelligence has largely solved for visibility. It has not yet solved for conviction. Why this is happening now Over the past decade, sales intelligence vendors have steadily filled in every layer of the data stack. Conversation intelligence platforms like Gong introduced a powerful form of judgment scaffolding. They surface deal risk, coaching gaps, and behavioral signals that were previously invisible. For many teams, Gong […]
Anatomy of a Decision: How One Customer Rebuilt Its Entire SDR Motion with Apollo.io
For most B2B SaaS companies, the SDR function is the daily engine of pipeline creation. For one Apollo.io customer, that engine had become fragile: over-reliant on email, constrained by tool sprawl, and misaligned with how modern buyers actually want to engage. What started as a narrow search for a fix to email deliverability became a full-scale rebuild of the customer’s sales development motion on Apollo. A Legacy SDR Engine Starts to Strain Apollo’s customer helps organizations deliver personalized, data-driven video experiences at scale, thereby increasing engagement, conversion, and long-term customer value. After nearly two decades in market and a long-established SDR organization, the customer had a mature outbound motion that had been refined over many years. But by early 2024, the cracks were hard to […]
Revenue Orchestration Is Replacing Point Solutions as the Unit of Value
Over the last year, one of the strongest signals emerging from ongoing GTM research has been a clear shift toward efficiency. Not incremental efficiency, but structural efficiency. GTM teams are under pressure to do more with fewer tools, fewer handoffs, and less operational drag. That pressure is reshaping buying behavior, stack design, and increasingly, the M&A landscape across B2B SaaS. Consolidation has become one of the clearest expressions of that shift. Not consolidation for scale alone, but consolidation in service of simpler workflows and clearer accountability. Buyers are showing less appetite for assembling best-in-class stacks and more interest in reducing complexity across how revenue is actually planned, executed, and measured. That context is what made the recent completion of Conga’s acquisition of the B2B business […]