Competitive & market analysis

Competitive work splits into two jobs that need different tools, and the fastest way to waste money here is to buy for the wrong one. The first job is fast, ad-hoc research — “what did this competitor just ship,” “how big is this segment,” “give me three sources on this claim before the roadmap review.” A cited LLM answers this in minutes for the price of a coffee, and it’s where most PMs should start. The second job is continuous monitoring and enablement — always-on tracking, battlecards your sales team actually opens, win/loss patterns across dozens of competitors. That’s a dedicated platform, sales-led and five figures a year, and it’s usually owned by product marketing, not you.

We cut the enterprise CI suites (Klue, Crayon, Kompyte, AlphaSense) from this list. They’re real products that do real work, but they start around $10k–$50k a year, are sales-led with no self-serve path, and land on a product-marketing budget — if you have that, you have a CI team and you don’t need our shortlist. Keeping them here padded the count and wasted your time. What’s left is what a PM can actually adopt this week.

Watch two failure modes in what remains: tools that summarize confidently without citations (useless for a claim you’ll defend in a review), and traffic estimates quoted as fact when they’re models.