Alok Chakraborty
Most content reports answer the wrong question. They show how much traffic a blog got and how many people shared it, then go quiet the moment someone asks whether any of it produced revenue. That gap is why a third of B2B marketers still name measuring content effectiveness as a top challenge, according to the … Read more
Most enterprise deals don’t die at the closing table. They die in week 14, when a security questionnaire lands in an inbox nobody owns, or when a procurement lead the rep never met asks for a second round of redlines. The deal was never really one deal. It was a consensus, slowly assembled across a … Read more
Last updated: Q2 2026. When Ahrefs crawled more than a million domains for its Site Audit study, it found slow pages on 72.3% of them and a 3XX redirect issue on 95.2%. Technical problems are not rare edge cases. They sit on almost every site, quietly capping how much of your content Google can crawl, … Read more
The fastest way to lose the ability to email your own customers is to run a cold outreach campaign from your main company domain. One flagged sequence, a few hundred spam complaints, and the domain that carries your invoices, password resets, and renewal notices starts dropping into junk folders. That risk is what the choice … Read more
Ask ten B2B marketers what the average CTR for LinkedIn ads should be and you’ll get ten answers, most of them quietly wrong. Some quote a single platform-wide number. Some compare their feed ads to Google Search and panic. A few chase a high click rate that never turns into a single booked meeting. The … Read more
A static form scan can find campaign fields that are already visible in a page, but it cannot prove what a form sends when somebody clicks submit. We tested that gap on a deliberately selected validation set: 23 public B2B forms were attempted, and 20 produced a definitive submission-payload result. In those 20 definitive cases, … Read more
A cold email follow up should earn another moment of attention, not repeat the first message with “just checking in.” The strongest follow-ups add one new reason to reply: clearer relevance, useful proof, a different angle, or a polite close. This guide gives you a four-email B2B sequence, seven follow-up templates, and the stop rules … Read more
Marketing hits its MQL target, sales calls the leads junk, and both teams point fingers across the same pipeline. The fix is a stage most funnels skip: the sales accepted lead. A sales accepted lead (SAL) is the formal checkpoint where sales agrees that a marketing lead is worth a rep’s time and commits to … Read more
At any given moment, roughly 95% of the companies you want as customers are not buying anything. Only about 5% are in-market this quarter, a pattern the 95-5 rule from LinkedIn’s B2B Institute and Prof. John Dawes has held up across decades of data. Yet most outbound teams point their most expensive reps at executives … Read more
You already picked your revenue brackets and the points each one earns. That decision lives in your approved band-to-points table, and it is settled. This article is the next step: encoding that table as first-match rules so the same logic scores every record in SQL, Python, or pandas, not just one spreadsheet. First-match logic, also … Read more
A demand generation framework is the system a B2B team uses to create demand, capture it, and convert it into revenue on purpose instead of by accident. Most teams don’t have one. They have a pile of tactics: a webinar here, a paid search campaign there, a newsletter nobody measures, and a quarterly scramble when … Read more
Most B2B copywriting fails for one reason: it’s written for a single reader who doesn’t exist. The person who lands on your page rarely signs the contract alone. Behind them sits a buying group of six to ten people, and your words have to win over every one of them before a deal moves an … Read more