Thanks! and the cross-reference against Serpstat, Labrika, and MarketMuse is meaningful. Those are real comparables, and "data is relative" is exactly the bar I'm trying to hit. On the roadmap, here's where I'm focused (rough, not contractual) Next 2-4 weeks I am rebuilding the keyword-import workflow so you can drop in a 1000+ keyword list and get it clustered into a proper topical map with real DataForSEO/Ahrefs data attached. Right now if you bring your own keywords, the system mostly ignores them and generates a fresh AI map, that's the biggest gap costing me credibility and it's first in queue.1-3 months: "Real-search-demand mode" instead of AI generating topic structure first and enriching with search data after, pull the real Google demand data for a niche first, then AI organizes that into a topic structure. Topics on the map would always be backed by demonstrated search volume. Just shipped (last 48 hours): Ahrefs BYOK integration - plug your Ahrefs API key in via the account page and the map enhance flow will fall back to Ahrefs data for any keyword where DataForSEO returned null. This is meaningful for non-English markets and long-tail queries where Keyword Planner has coverage gaps. If you have Ahrefs, give it a try. Longer-term plan is deeper SERP analysis with locale awareness, content gap analysis against specific competitor sites you provide, better support for multi-language sites. On the upgrade question - happy to answer specifics if you tell me what your workflow looks like. The tier value depends a lot on whether you're doing a few high-quality maps a month or running them at volume for clients. Tier 1 is fine for testing and small project work; Tier 2-3 makes sense if you're producing content for multiple sites.

Best,
Megan