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Intent Data Types Explained: What Verified Data Means for Lead Scoring

Chart comparing top-fit vs. lowest-fit account conversion, showing 10x higher conversion for top-fit accounts, 60%+ of purchases as replacement buys, an 11.6% verified Salesforce-to-HubSpot switch rate, $1.03B average IT spend among confirmed switchers, and HG Insights tracing every score to a verified source.

Intent data types fall into more buckets than most B2B teams realize, but the split that actually changes how a scoring model behaves is verified versus unverified. Verified intent data traces back to a real account through a confirmed source: an installed technology, a contract event, or direct first-party engagement. Unverified intent data infers interest […]

Glass-Box Scoring: The Case Against Black-Box AI in Lead Qualification

Static, assumption-based lead scoring is quietly leaking pipeline, and the instinct to fix it with black-box AI lead scoring only trades one kind of distrust for another. Growing company’s marketing teams are right to want a smarter model. Where the upgrade goes wrong is treating “smarter” and “trustworthy” as the same requirement. A model nobody […]

Best Lead Scoring Software for B2B Sales Teams in 2026

Lead scoring software in 2026

Lead scoring software ranks inbound leads by fit and intent so sales teams know who to call first. Most B2B organizations already own one: a rules-based point system bolted onto their CRM or marketing automation platform. The problem is that 85 percent of marketing-qualified leads never become sales-qualified leads, according to Martal Group’s 2026 benchmark […]

The Hidden Flaw in Most B2B Lead Scoring Models

Lead Scoring

Most B2B lead scoring models don’t fail because the leads are bad. They fail because nobody on the sales team believes the number next to each name. A lead scores 91, a rep asks why, and the honest answer is usually “the model decided.” That answer doesn’t change behavior, and a scoring model nobody acts […]

Competitive Intelligence and Analysis: A Step-by-Step Framework for B2B

Competitive Intelligence and Analysis A Step-by-Step Framework for B2B

Competitive knowledge usually exists somewhere inside your GTM motion. It lives in call notes, win-loss feedback, Slack threads, sales objections, review sites, and the gut feel of your best reps. The problem is that scattered intelligence rarely turns into repeatable action. A rep spots a displacement opportunity too late. Product marketing updates positioning after the […]

How to Use Firmographic Segmentation to Build a Winning B2B Strategy

How to Use Firmographic Segmentation to Build a Winning B2B Strategy

Most B2B teams have an ICP documented somewhere. Fewer have translated it into consistent targeting that sales and marketing actually execute against in the same way. That gap between a defined profile and an operational segmentation framework is where campaigns lose focus, territories get drawn without regard for real opportunity, and account lists drift from […]

The Punch List Problem: Why Reps Work Leads Wrong

Punch List Problem

Every morning, somewhere in a B2B SaaS company, a sales rep opens Salesforce and sees a list of leads. That list may be sorted by date, alphabetically, or not sorted at all. The rep starts at the top and works down. Lead prioritization (the practice of ranking that list by actual likelihood to convert) is […]

Using B2B Data To Strengthen Prospecting and Pipeline Development

Using B2B Data To Strengthen Prospecting and Pipeline Development

In most cases, a pipeline weakens not from a lack of rep effort, but from B2B sales data that is inaccurate, outdated, or disconnected across systems. Sales teams already spend only about 40% of their week selling, with the rest consumed by research, admin work, and tool management. When prospecting starts with weak sales prospecting […]

How to Choose the Right Sales Intelligence Platform in 2026

How to Choose the Right Sales Intelligence Platform in 2026

The sales intelligence market is projected to surpass $7.35 billion by 2030, driven by advances in artificial intelligence, real-time intent data, and increasingly complex B2B buying journeys. For revenue teams under pressure to do more with less, the platform you choose in 2026 isn’t just a tool; it’s a strategic lever that shapes pipeline quality, […]

Build Smart GTM Pipelines With 240M+ Verified Tech Installs Inside RGI Fabric

Build Smart GTM Pipelines With 240M+ Verified Tech Installs Inside RGI Fabric (1)

A RevOps leader at a B2B tech company spends a piece of every quarter doing the same thing: rebuilding the target account list. That means  pulling from the CRM, layering on intent signals, and cross-referencing what reps flagged on recent calls. It’s time-consuming work. And when it’s done, there is still no clear answer on  […]