We rebuilt the analysis around categories. See where Abto Software competes and where the funnel disagrees.

Abto Software

No multi-source channel presence captured for this brand yet — substrate refresh in flight.

Vantage divergence

No divergence rows captured yet for abto.software — brand isn't in the V3 sidecar substrate for this week.

Latest snapshot
2026-W11
This page always shows the current stable week.
WINNING+6 pts

AI Memory Score Over Time

Historical performance and 4-week projection. Confidence improves with more data.

0%25%50%75%100%2025-W522025-W532026-W022026-W032026-W052026-W062026-W11
Historical (7 weeks)
Moderate confidence: 65%
Past weeks
Week pages are noindex to avoid duplicate content.

CategoryRank Doorways

2 categories AI uses to find Abto Software. Click to take action.

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