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, […]
Revenue Orchestration
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 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 […]
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.
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 […]
Analyst Insight: Beyond Contact Data – How Apollo.io Is Rewiring the Sales Stack for the Efficiency Era
For years, Apollo.io was seen primarily as a data vendor. Most people who knew the name placed it next to ZoomInfo and Clearbit, assuming it was another place to find company and contact records. That framing made sense at the time, but it no longer fits the reality of what Apollo has become. What started as a large dataset of business contacts has quietly evolved into a single workspace for managing prospecting, outreach, and inbound sales workflows. The change reflects something larger happening across go-to-market teams everywhere. With budgets tightening and leaders under pressure to prove ROI on every line item, the modern stack is shrinking. Companies are asking one simple question: Why does this process need six tools when it could run in one? […]