A practical cookbook for founders and product teams who want to make roadmap decisions on evidence, not vibes.
Competitive intelligence, product thinking, and research.
8/13/2026 · 6 min read
Manual competitive checks produce artifacts that decay: stale spreadsheet rows, undated screenshots, and memory. A standing evidence archive replaces them with dated captures you can diff, cite in enablement, and defend in front of leadership — and a free analysis is the zero-commitment way to see one.
8/13/2026 · 7 min read
A manual action or algorithmic link devaluation is rare, but its implication chain is long: organic turns unreliable, CAC and pipeline math shift, attribution gets murky, and recovery runs through audits, disavows, and waiting. Here is the sober version of the risk, and the cheap insurance against it.
8/13/2026 · 7 min read
Raw backlink counts are contaminated by manufactured links, so comparing them across competitors misleads before it informs. Learn the recognizable footprint of PBN and aged-domain networks — throwaway TLD clusters, templated titles, cloned filler pages, abnormal link velocity — plus a manual triage checklist for filtering the noise.
8/13/2026 · 6 min read
A competitor's anchor-text distribution records which queries they are deliberately anchoring to and how their category language is drifting. This guide shows a PMM how to classify branded, exact-match, and category anchors, and how to read shifts in that mix as an early messaging changelog.
8/13/2026 · 5 min read
Roadmap reviews argue about features while skipping a cheaper question: can search engines and AI assistants see your product's claims at all? A free gap check — your pages versus two competitors' — often reorders the quarter, because an invisibility fix can beat a feature bet on effort-to-impact.