Analyst Perspectives

Revenue leadership is under pressure. Pipeline predictability is eroding, seller productivity is stalling and artificial intelligence (AI)-generated noise is clouding decision-making. While boards demand consistent growth, the operational scaffolding beneath most revenue engines remains outdated, over-reliant on siloed KPIs, fragmented tech stacks and an overpromised customer relationship...

Sales performance management (SPM) is undergoing a reinvention. Once viewed as a back-office, compliance-oriented process largely owned by finance, it is now becoming a strategic platform at the heart of modern revenue operations. The rise of artificial intelligence (AI), particularly machine learning (ML), generative artificial intelligence (GenAI), and predictive modeling, is transforming how...

Earlier this year I was a guest at the PROS 2025 Outperform conference in Las Vegas, Nevada. PROS is a well-established price optimization and revenue management software provider that, although well-known within the airline and hospitality industries, has a lower profile outside of these specific verticals. An original premise of PROS was to offer advanced analytics and pricing as well as...

At this year’s Conga Connect 2025 conference held in Orlando, FL, the enterprise software provider unveiled both a new chief executive and a sharpened vision for the future of revenue management technology. David Osborne, recently appointed CEO of Conga, took the stage for his keynote address with a foundational question: “Why?”—as in, why does Conga exist?

Ten years have passed since artificial intelligence (AI) first appeared in sales technology, and the results are mixed. Early tools applied rudimentary machine learning (ML) models to customer relationship management (CRM) exports, assigning win probability scores or advising on the “ideal” time to call. The mathematics was sound, the demos impressive, yet adoption faltered because little thought...

I was recently a guest of SugarCRM at their 2025 Analyst summit with an opportunity to meet with the executive team and new CEO, David Roberts.

Based on the number of invitations I have received to speak on the topic, usage pricing (also referred to as consumption pricing) is hot. But as I have remarked elsewhere, it is not new. I recall a conversation with a customer over 30 years ago when I was involved with analytic software who asked, “Why can’t we just pay for the software we use?” And this of course makes sense: only pay for what...

In a previous role I was actively involved with identifying and implementing dashboards and reports tracking key sales department metrics and KPIs for enterprise-size customers as well as high-tech growth companies. These included recognizable examples such as opportunity conversion rate, average deal size and sales velocity (length of time to close, won or lost). Wind the clock forward and in my...

Spring and fall are conference seasons, and this spring I was fortunate to be invited to several software provider events that are part of my coverage of the Office of Revenue.

I am happy to share insights gleaned from our latest Buyers Guide, an assessment of how well software providers’ offerings meet buyers’ requirements. The Subscription Management: Ventana Research Buyers Guide is the distillation of a year of market and product research by ISG and Ventana Research.

As a business application tech analyst, I tend to focus more on B2B than B2C and the differences between the two. So, when it comes to digital commerce, I am interested in the differences from a process or functional point of view and therefore the potential digital commerce application or platform needs required to support B2B commerce. With more B2B enterprises looking to provide access in a...

Much development and marketing resource is being directed at technology that supports tracking and managing the customer experience (CX) and identifying prospects. All of this is good for business and highlights some of the exciting potential for artificial intelligence (AI) and generative AI (GenAI) to really accelerate the basic need of matching buyers and sellers to create more efficient...

Revenue and sales performance used to be the preserve of a few software providers as many enterprises made do with in-house solutions, often built on the ubiquitous spreadsheet. But increasingly managing revenue and sales performance is becoming too complex as business models are changing in response to customer behavior.

Sales and revenue operations teams have for the most part traditionally relied on CRMs for information relating to leads and opportunities. For inside sales (sometimes referred to as high-velocity sales) as well as field sales, relevant product, pricing and customer have been loaded or entered into the CRM to be accessed via reports, dashboards or spreadsheets. For inside sales teams, dialers...

Ventana Research recently announced its 2024 research agenda for the Office of Revenue, continuing the guidance we have offered for nearly two decades to help enterprises across industries derive optimal value and improved outcomes from business technology. Chief Sales and Revenue Officers face an imperative to manage their sales and revenue organizations, but they do not always have the guidance...

I recently published an Analyst Perspective on how the rise of omnichannel buyer engagement coupled with subscription pricing is increasing the complexity in achieving corporate targets. An example is the software provider who implemented a new self-service capability to speed fulfillment for existing customers by enabling the direct purchase of additional licenses without assistance from the...

I have a phrase I like to use when describing the changing nature of sales: Not all revenue and sales dollars look the same. This is in reference to the changing nature of both how in addition to traditional offerings, organizations are now selling subscription and usage-based products and services through multiple channels. These customer-driven shifts in the approach to buying and selling are...

There are stark reminders that all is not well in business-to-business sales and marketing land. Many organizations struggle to hit revenue targets, and individuals consistently fail to hit their quotas. Various reasons are put forward, but the more convincing argument is that buyer behavior has transformed over the years, requiring changes to the traditional way of engaging with B2B prospects...

Customer relationship management systems have been around since Tom Siebel created one while working at Oracle in the late ‘80s and then monetized it founding Siebel Systems that eventually was bought by Oracle. When Salesforce launched its “No Software” slogan in the early 2000s, CRM moved to the cloud, but the concept was still based on a object model centered around an opportunity that...

Having worked at a start-up during the first wave of artificial intelligence (AI) that was predicted to revolutionize sales in the mid-2010s, I guess I am a natural skeptic when it comes to new claims about how AI will change sales forever. In the mid-2010s, vendors were using machine learning (ML) models trained on sets of historical opportunity data that represented closed won and closed lost...