Insights

A generative engine optimization tool is only as good as what it measures. Here is the evaluation framework for citation frequency, share of voice, and cited-page data, plus a vendor scorecard.

B2B manufacturing marketing isn’t SaaS marketing with an industrial coat of paint. Here’s why bigger buying committees, longer sales cycles, and technical proof (spec sheets, case studies) change the strategy.

How to structure XML sitemaps for large B2B SaaS sites: segmentation by content type, sitemap index files, the noindex and lastmod mistakes that quietly cap indexing, and how sitemaps interact with crawl budget.

A practical guide to canonical tags for B2B SaaS sites: what they do, the four most common implementation mistakes (pagination, cross-domain, noindex conflicts, faceted nav), and how to audit them at scale across pSEO and blog archives.

A buyer framework for AEO monitoring tools: what to demand for featured snippet ownership, AI Overview citation tracking, and voice answer-box visibility, plus a 30-day evaluation test.

A breakdown of retail merchandising software using Increff’s IRIS and ASSURE platforms as the reference point, covering demand planning, allocation, assortment, markdown, and omnichannel fulfillment for fashion and lifestyle retailers.

Most Core Web Vitals advice is generic. Here is what actually causes LCP, INP, and CLS failures on B2B SaaS marketing sites, and the fixes that move the needle instead of the ones that just look thorough.

How robots.txt trips up B2B SaaS sites (blocked CSS/JS, live paths mistaken for staging, conflicting rules), where GPTBot, Google-Extended, PerplexityBot, and ClaudeBot fit in, and how to audit the file.

Most Amazon seller tools give you more data to check manually. The ones that actually save time do the checking themselves. Here is the automate-versus-human-judgment framework for marketplace operations.

Rank tracking, competitor monitoring, and price checks at any real scale all hit the same wall: a single IP gets blocked. Here is how to choose a proxy type for your actual use case, not just the cheapest option.