Alok Chakraborty
Most attribution models were built for a buyer who doesn’t exist in B2B: one person, one journey, one form fill. Forrester’s State of Business Buying, 2026 puts the typical buying decision at 13 people inside the buyer’s organization and nine more outside it. Twenty-two people, one purchase, and your CRM hands the credit to whichever … Read more
Backlinks still decide who wins competitive search results, yet the wrong ones can sink a site overnight. That tension sits behind how to get backlinks without Google penalty risk in 2026: the same signal that lifts your rankings can also get you demoted. Google’s own data shows how much links matter, and its spam policies … Read more
Ask four systems where your last big deal came from and you will get four answers. Google Analytics says paid search. The CRM’s original-source field says organic. The ads platform claims it outright. Sales says they sourced it themselves at a conference. Nobody is lying. That is what makes B2B attribution so maddening: every one … Read more
Updated Q3 2026. This guide reflects current B2B enrichment workflows, CRM controls, and data-governance practices. Your CRM can look full and still be nearly useless. A contact record with a name and work email does not tell marketing whether the account fits the ICP, does not tell sales who owns the buying decision, and does … Read more
You can see every session, every form fill, and every email open in your dashboards, and still not answer the one question that decides the quarter: what actually moved this account from stranger to signed? That blind spot is what customer journey analytics closes. Instead of scoring one visit or one campaign in isolation, it … Read more
By the time a B2B buyer books a demo, the decision is usually half-made. They’ve read your pricing page, compared you against two competitors on G2, asked a peer in a private Slack group, and quietly built a shortlist, all before your sales team knows they exist. That gap between what the buyer is doing … Read more
Search customer journey orchestration and every result on page one is a software vendor explaining why you need their platform. That isn’t a conspiracy, it’s a gap. The category is defined almost entirely by the companies selling it, and most of them describe a consumer world of cart abandonment, loyalty points, and app push notifications. … Read more
Most B2B buying journeys are quietly broken even when you win the deal. Forrester’s State of Business Buying, 2024, a survey of more than 16,000 buyers, found that 86% of purchases stall somewhere in the process and 81% of buyers end up dissatisfied with the provider they chose. Customer journey optimization is the discipline that … Read more
Most B2B teams can buy a list of 10,000 companies by lunch. The hard part is knowing which 200 are worth a rep’s time this quarter. That is the job firmographic and technographic data do together: firmographics tell you what a company is, and technographics tell you how it operates and what it already runs. … Read more
A source-revalidated audit of public AI pricing information for 100 named B2B software vendors, with unresolved access kept separate from information not found.
At any given moment, only about 5% of the companies in your market are actively looking to buy. The other 95% are not, no matter how sharp your outreach is. That figure comes from the LinkedIn B2B Institute’s research with the Ehrenberg-Bass Institute, and it is the whole reason B2B intent data exists: to find … Read more
The best ecommerce platform for SEO is the one that hands you the most control over the parts of a store search engines actually judge: your URLs, your canonical tags, and how your filters generate pages. Two stores can sell the same 3,000 products and rank worlds apart, because one platform lets a merchant shape … Read more