Generated from Mandelbaum.ai Search & Filter's audit data
Mandelbaum.ai Search & Filter scores 79/100 across 6 category checks, which puts it in the healthy band — focused gaps rather than systemic problems. Strengths: description & content at 94/100 and title optimization at 88/100 carry the headline — both above the 79/100 overall. Watch-items: languages (33/100) and technical & support (57/100) drag the average down; lifting languages is the single largest available lever. Per-category breakdown below.
This is an independent listing audit for Mandelbaum.ai Search & Filter on Shopify. It scored 79/100 (grade B) on today's snapshot. Top strength: Description & Content at 94/100. Biggest gap: Languages at 33/100. We re-audit every 24 hours from the canonical Shopify listing.
Six weighted areas, pass / warning / fail per check, tiers at 85 / 65. Full methodology · Glossary
Last updated: September 6, 2026
Mandelbaum.ai Search & Filter's overall score of 79/100 is a healthy result with specific areas to tighten, computed as the weighted average of 6 category checks. The spread is highly polarized across categories — 4 categories score above the headline number and 2 score below. The strongest category is Description & Content (94/100, +15 vs overall); the weakest is Languages (33/100), a 46-point gap below the headline score — the largest single lever. Top three by score: Description & Content (94), Title Optimization (88), Visual Assets (88).
Scoring criteria, category weightings, and the full rubric (identical across every Shopify App Store listing AppRanks audits) are documented on the methodology page and the audit-score glossary entry. Disputes or data corrections: [email protected].
Mandelbaum.ai Search & Filter scored 79/100 in the AppRanks listing audit — a healthy overall result. The score is the weighted average of 6 category checks: Title Optimization 88/100, Description & Content 94/100, Visual Assets 88/100, Categories & Discoverability 88/100, Technical & Support 57/100, Languages 33/100. Each category is scored against a fixed rubric that is identical for every app on the platform, so scores are directly comparable across Shopify listings.
Mandelbaum.ai Search & Filter's strongest audit area is Description & Content, scored at 94/100. Of the 8 checks AppRanks runs in this category, 7 pass cleanly, with the remainder in warning rather than failing state. This is the dimension a competing listing would need to match before Mandelbaum.ai Search & Filter loses its current edge in this category.
The weakest area in Mandelbaum.ai Search & Filter's audit is Languages, scored at 33/100. The failing checks are language count, english, each with a concrete fix described below. Tightening this category is the highest-impact change available to the listing — its weight in the overall score makes it the lever most likely to move the headline number on the next refresh.