Artificial intelligence has become the defining narrative across enterprise software. Nearly every briefing, product announcement, and marketing campaign now emphasizes AI capabilities, agents, automation, and the technological advances taking place behind the scenes. From an innovation standpoint, the excitement is warranted. The pace of progress has been remarkable, and capabilities that once seemed years away are quickly becoming reality. Yet amid all of this innovation, many vendors appear to be making a fundamental mistake. They are speaking about AI in ways that matter deeply to technologists and industry insiders, but often fail to connect with the people they are actually trying to sell to. As an example, at 3Sixty Insights, we have spent considerable time examining AI adoption among HR organizations. Across multiple studies, one […]
Sales & Marketing Enablement
AI SaaS Needs a New Sales Conversation
The Feature Pitch Is Not Enough B2B SaaS companies have spent years explaining what their products do. That worked reasonably well when the product was a system of record, workflow tool, or analytics layer. AI changes the sales conversation because the visible feature is no longer the whole product. When a company sells an AI agent, copilot, or workflow assistant, it is also selling a point of view about how work should be done. The buyer is not only asking whether the product can generate an answer or complete a task. They are asking whether the vendor understands the workflow well enough to shape intelligence into something useful, reliable, and worth trusting. Workflow Expertise Becomes the Differentiator If many vendors can access similar model capacity, […]
Why B2B SaaS Companies Are Becoming Intelligence Factories
The Product Is Not the Raw Material One of the more useful ways to understand AI in B2B software is to stop thinking about it as a feature for a moment. AI is starting to behave more like a productive input. That may sound abstract, so think about aluminum. Aluminum is not usually the finished product. It can become a can, an aircraft component, a roof, a window frame, packaging, machinery, or countless other goods. The material matters, but the finished product depends on the design, tooling, process, quality control, and use case around it. AI intelligence is beginning to work in a similar way. The same underlying intelligence capacity can become different finished products depending on the system around it. Fin (formerly Intercom) turns […]
Monthly Research Recap | May 2026
Recent Report Publications: Mitratech: State of HR Compliance 2026 Study The State of HR Compliance Report, developed through survey research and analysis conducted by the 3Sixty Insights team in collaboration with Mitratech, examines how organizations are navigating the growing complexity of workforce governance, compliance operations, and AI oversight. The study explores key challenges including fragmented systems, documentation and auditability requirements, operational consistency, and evolving expectations around explainability and accountability as HR functions continue to intersect more closely with risk, legal, and enterprise operations. Case Study: How MacLean-Fogg Used Quantum Workplace to Create a Thriving culture MacLean-Fogg, a family-owned precision manufacturer with approximately 2,100 employees, partnered with Quantum Workplace to modernize its employee listening and talent management strategy across a predominantly frontline workforce. After struggling with […]
Video: Why Analyst Coverage Is Breaking in the Age of AI and Exploding Vendor Growth
At 3Sixty Insights, the pace of change across the software and technology landscape is accelerating beyond what traditional research models can realistically keep up with. In this video, Nicholas Biron explains how the rapid expansion of solution providers, continuous product innovation, and growing volume of vendor communications are fundamentally reshaping the way independent research must be conducted. As a result, 3Sixty Insights is evolving its approach to market coverage. Moving forward, the firm will prioritize vendors that actively engage in direct, ongoing conversations with analysts. These real-time discussions provide the context necessary to better understand go-to-market strategy, customer outcomes, product direction, and market positioning. Secondary inputs — including earnings calls, websites, AI-generated summaries, press releases, and curated customer stories, still provide value, but they […]
AI Monetization Is Becoming A GTM Systems Problem
Pricing Gets Pulled Into The Workflow The first two articles in this thread focused on AI execution and the GTM interface layer. But once AI systems move from assistance to action, another question becomes harder to avoid: how does the business meter, price, package, govern, bill, and reconcile the work those systems perform? That may sound like a finance question at first. In practice, it quickly becomes a GTM systems problem. The reason is straightforward. If AI agents generate research, enrich records, resolve support issues, recommend pricing, trigger workflows, consume credits, or make purchases on behalf of users, monetization has to keep up with behavior that is more dynamic than traditional seat-based software. Seats Stop Explaining The Value Traditional SaaS pricing worked well when value could be approximated by human access. A user had a seat. A team bought […]
Analyst Insight: The AI Access Axis – The New Dimension of SaaS Pricing
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. […]
The Uncomfortable Truth About Modern Analyst Coverage
Why Modern Research Requires More Than Press Releases and Earnings Calls Over the last few months, I’ve found myself in a familiar conversation with vendors across multiple technology markets, and it usually starts in a straightforward way. One of our analysts reaches out to learn more about a platform, and we ask for a briefing so we can understand the company’s direction, recent product changes, customer adoption trends, and overall go-to-market strategy. We also try to speak directly with customers so we can understand how the solution performs in real environments rather than just in theory. The responses we get vary widely. Some vendors are open, collaborative, and willing to engage in meaningful discussion. Others are far more constrained in their ability or willingness to […]
Video: The Hidden Reason No One Is Winning in B2B Tech Right Now
Most software and technology providers are not losing because of market conditions. They are losing momentum because they are stuck in a cycle of constant planning, reorganization, and strategic resets. In this video, Nicholas break down what we are seeing across the market: organizations that continuously redefine their go-to-market strategy but never fully commit to execution. Leadership turnover, shifting priorities, and repeated restructuring are creating internal misalignment and externally, messaging that feels flat, generic, and indistinguishable. The result is a market filled with capable providers, but very few that are truly pulling ahead. He walks through a real-world pattern that is becoming increasingly common, why it is happening, and the impact it is having on growth, positioning, and competitive differentiation. More importantly, he outlines what […]
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 […]
Monthly Research Recap | April 2026
Upcoming Events: PrismHR Live 2026 | June 14 – 16th, 2026 PrismHR LIVE brings together HR service providers, PEOs, payroll organizations, and HCM technology leaders for a focused exchange on workforce management, compliance, benefits administration, and platform innovation. Representing 3Sixty Insights, Dylan Teggart will be on site engaging with industry leaders, participating in key discussions, and capturing insights that reflect where the market is heading, making this a valuable opportunity for both learning and meaningful connection across the HR services ecosystem. Recent Research: Benchmark Report: State of HR Compliance 2026 – Benchmark Findings on Confidence, Complexity, and the AI Effect The State of HR Compliance 2026 Benchmark Report examines how organizations are navigating an increasingly complex compliance landscape shaped by regulatory change, workforce evolution, and […]
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 […]
The Hamster Wheel of Reorganization: Why Solution Providers Are Struggling to Win
In today’s software and technology landscape, one question continues to surface in our conversations with vendors and service providers: who is truly winning? Historically, this was a relatively straightforward question to answer. There were always clear market leaders, organizations that consistently differentiated themselves through sharp strategy, compelling messaging, and disciplined execution. Over the past 12 to 24 months, however, that answer has become increasingly difficult. Outside of a handful of pure-play AI organizations, infrastructure leaders and a small handful of solution providers, the market is no longer defined by clear breakout winners. Instead, many providers appear to be locked in a competitive stalemate, winning their share of business but failing to establish sustained momentum. At 3Sixty Insights, we believe one of the most significant contributors […]
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 […]
The Growing Gap Between Vendor Messaging and Organizational Reality
At 3Sixty Insights, we have a dedicated practice focused on HR, Benefits, and Payroll. Over the past several years, we have seen a clear shift in how organizations in this space position themselves in the market. The messaging has evolved beyond helping companies become more effective and efficient, expanding into themes centered on improving employee experience and building stronger workplace cultures. Conceptually, this evolution makes sense. There is no shortage of research supporting the idea that engaged and satisfied employees are more productive and contribute more meaningfully to organizational success. It is a logical progression in messaging, and one that resonates with buyers. However, over time, I have found myself increasingly questioning whether some of these organizations are truly operating in alignment with what they […]
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 Some Restaurants Win and Others Struggle
For the better part of the last decade, Wednesdays have followed a simple pattern in my household. Somewhere between the workday winding down and the week feeling just long enough, my family and I head out to dinner. It is not a special occasion, not a celebration, just a routine. And over time, that routine has turned into something more valuable than I expected. It has become a lens into the restaurant industry at its most honest point. Wednesday is not a peak night. There are no built-in excuses. No surge of weekend traffic to mask operational issues. What you see on a Wednesday evening is, more often than not, the reality of a restaurant’s performance. What stands out is how stark the contrast has […]