Buyer intent data identifies which accounts appear to be actively researching your category. 6sense, Bombora, and Demandbase collect it in meaningfully different ways. False positive rates are high and signal decay is fast. Here’s an honest evaluation of what the category delivers and where its limits sit.
Highspot and Seismic were the two most closely matched competitors in sales enablement. Their February 2026 merger announcement changes the category landscape. Both platforms continue to operate independently pending regulatory close. Here’s what each offered distinctly, what the merger means practically, and the questions teams should be asking now.
Conversation intelligence platforms — Gong, Chorus, Salesloft, Clari — analyze the seller-present portion of the buying journey. That is approximately 17% of total buyer purchasing time. The other 83%, where buyer understanding forms and committee alignment develops or breaks down, produces no signal in any CI platform. Here’s what that means in practice.
Gong is the conversation intelligence category leader: call analysis, coaching signal, deal risk scoring, and forecast grounding in actual interaction data. Its structural boundary is equally clear. It generates signal only from seller-present interactions — which Gartner puts at 17% of total buyer purchasing time. Here’s what that means for revenue teams.
Navattic leads on ABM intent data and CRM attribution. Reprise leads on enterprise pre-sales environment fidelity. Storylane leads on format breadth, accessibility, and speed to value. The choice between them is a use-case fit question, not a quality ranking. Here’s the framework.
Interactive demo platforms deliver real value for top-of-funnel qualification and consistent user-persona messaging. Their structural limits are equally clear: predefined paths that cannot adapt to individual buyers, no relevance for CFO, IT, or legal stakeholders, a champion translation dependency, and no presence in the post-demo evaluation where most of the buying committee forms its understanding.
DSRs solve a real problem: content sprawl and coordination overhead in multi-stakeholder deals. But they record access, not comprehension. 48% of deal rooms receive no buyer engagement at all, and the ones that do still cannot tell you whether buyers left with accurate understanding or confident misunderstanding. Here’s where the structural boundary sits.
Digital sales rooms have moved from early-adopter experiment to mainstream consideration. They solve a real problem: content sprawl, version control, and visibility in multi-stakeholder deals. But they record access, not comprehension. Here’s what DSRs do well, where the category boundary sits, and a practical framework for deciding if one fits your team.
Sales engineers are the most expensive and highest-leverage resource in complex B2B sales — and most organizations are spending that resource in the wrong places. When buyers can self-educate through governed, accurate explanation before engaging with an SE, the nature of the SE conversation changes fundamentally. This article explains how.
AI has transformed how fast B2B sales content is produced — but governance hasn’t kept pace. Forrester predicts more than $10 billion in enterprise value loss from AI-generated misrepresentation. The solution isn’t abandoning AI. It’s ensuring every buyer-facing claim is grounded in governed, approved knowledge.
