Mahesh Sirvi
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
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
B2B sustainability marketing is how a company proves its environmental and social performance to business buyers, so procurement teams and ESG-accountable customers choose it with confidence. Most advice on the subject is recycled B2C green marketing: tell an authentic story, pick a cause, add a leaf to the logo. That approach fails in B2B, where … Read more
Only about 5% of your potential B2B buyers are in the market to buy right now. The other 95% are not, and they will not be for months or even years. Yet most sales teams still work their entire account list as one undifferentiated pile, top to bottom, then wonder why win rates sag and … Read more
Last updated: Q2 2026. You write what looks like a correct query, run it, and the rate comes back as 0. Or worse, the whole thing fails with a divide-by-zero error the moment one segment has no data. Almost every analyst who reports conversion, click-through, or churn numbers out of a database has hit both … Read more
Assigning points to revenue ranges means slicing company revenue into brackets and giving each bracket a fixed score, so a lead’s size feeds your model instead of sitting in a cell as raw data. A revenue figure like $4,238,000 tells a salesperson something useful; it tells a scoring formula nothing until you bucket it into … Read more
Last updated: Q2 2026. A B2B SaaS company that defines its ideal customer as “mid-market software firms in North America” has described tens of thousands of companies and qualified none of them. Sales feels it first: every inbound demo looks equally promising, reps work whoever replied fastest, and the pipeline fills with accounts that were … Read more
A cold lead converts at 1% to 3%. A warm lead converts at 10% to 20%. Put those two ranges side by side and a number falls out that most B2B teams never actually calculate: warm leads convert roughly 5 to 10 times better than cold ones. That ratio is the warm leads vs cold … Read more
A B2B webinar can pull 300 registrations and still produce zero pipeline. The seats fill, the chat scrolls, the replay collects a few hundred passive views, and then the whole program evaporates because nobody decided, before launch, what a qualified lead actually looked like. B2B webinar lead generation is the practice of using live and … Read more