Side-by-side comparison · 24 data points
AI size recommender with personalized size recommendations. Reduce Returns, Increase Conversions.
| AI Fit Finder Size Recommender | Outfit Builder by DBRMAN | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed |
Let shoppers drag & drop clothes to build outfits instead of just scrolling through static pictures.
| Metric | AI Fit Finder Size Recommender | Outfit Builder by DBRMAN |
|---|---|---|
| Rating | 5.0 ★ | 5.0 ★ |
| Total reviews | ★ 21 | 5 |
| Free plan | Yes | Yes |
| Pricing | Free trial available | Free trial available |
| Built for Shopify | — | — |
| Pricing tiers | ★ 4 tiers | 3 tiers |
| Listed features | 5 | 5 |
| Review velocity (30d) | 1 new | — |
| Languages | 20 supported | 1 supported |
| Listed since | Dec 2024 | Oct 2025 |
AI Fit Finder Size Recommender and Outfit Builder by DBRMAN are evenly matched on rating (5.0★ vs 5.0★) — the differentiator comes down to pricing fit, feature breadth, and which app's interaction pattern suits your team's workflow.
Pricing entry tiers: AI Fit Finder Size Recommender at Free trial available, Outfit Builder by DBRMAN at Free trial available. Check each app's tier structure for the capacity limits you actually need before deciding — the headline number is the same shape, but the gating shape per tier (seats, usage volume, integrations) varies.
Recommended evaluation path: install both apps' free tiers (where available) and run them in parallel on a small cohort for 7-14 days before committing. The data tables below show the per-feature breakdown — for most merchants the deciding factor will be a single integration or workflow detail that's hard to compare from listing pages alone.
This verdict is generated from the live marketplace data on this page — rating, review count, pricing tier, and category position all refresh from the canonical Shopify App Store listing every 24 hours. AppRanks does not accept payment to influence comparison outcomes; the methodology is documented on the About page and applies identically to every pair on the site.
Read each app's audit: AI Fit Finder Size Recommender audit • Outfit Builder by DBRMAN audit
| Last updated | — | — |
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| Keyword | AI Fit Finder Size Recommender | Outfit Builder by DBRMAN |
|---|---|---|
| size recommender | #1 | Not ranked |
| size recommendations | #2 | Not ranked |
| comparison | #20 | Not ranked |
| quiz builder | Not ranked | #188 |
| form builder with file upload | Not ranked | #208 |
| Signal | AI Fit Finder Size Recommender | Outfit Builder by DBRMAN |
|---|---|---|
| Average rating | 5.0 ★ (21) | 5.0 ★ (5) |
| Rating distribution | 5100% 40% 30% 20% 10% | 5— 4— 3— 2— 1— |
| Reviews · last 7 days | +0 | — |
| Reviews · last 30 days | +1 | — |
| Reviews · last 90 days | +5 | — |
Both AI Fit Finder Size Recommender and Outfit Builder by DBRMAN offer paid plans only. AI Fit Finder Size Recommender starts at Free trial available; Outfit Builder by DBRMAN starts at Free trial available. Compare the per-tier features in the Pricing section above before committing.
AI Fit Finder Size Recommender (5.0★, 21 reviews) and Outfit Builder by DBRMAN (5.0★, 5 reviews) are essentially tied on rating. Look at review velocity and individual reviewer quotes — both visible on each app's detail page — to differentiate.
AppRanks cannot separate these two on rating — both sit at 5.0★. AI Fit Finder Size Recommender does carry the larger published review base (21 vs 5). Read both apps' detail pages for the feature breakdown and recent listing changes.
Both apps are one-click installs from the Shopify App Store. AI Fit Finder Size Recommender has the deeper published review base (21 vs 5), which often — though not always — accompanies better-tested setup docs. AppRanks doesn't measure setup time directly: read the recent reviews on each app's detail page for user-reported install experience.
AI Fit Finder Size Recommender typically suits early-stage and growth-mode teams based on its published review base (21 reviews). Outfit Builder by DBRMAN typically suits early-stage and growth-mode teams based on its published review base (5 reviews). A larger review base generally means the app has been exercised at scale — relevant if you are processing high volume or handling enterprise compliance requirements.
Exceptional customer support. Bhumika guided the whole process with ease and the team was very supportive in calibrating the sizes. The customisation options are vast as well.
A very good app, easy to use and has all the functionality I needed. They also have good technical support.
AI Fit Finder has been a great addition to our Shopify store. The app works well, but what really stood out was their exceptional customer support. We had several customization requests and their team responded quickly, and communicated clearly. That level of flexibility and willingness to help is rare. Throughout the
They were able to customise my AI fit finder, which I think will help my customers. They are also working with good customer service and is always available to help. Friendly and supportive team
I love the size recommendation system! The team got to work immediately to implement all the measurements on the website and has been a huge help with the changes I've requested. Although I'm still waiting to see the final results, I'm very happy with the support service. They are always available and offer excellent r
No reviews yet.
Migration support varies by app and category. AI Fit Finder Size Recommender and Outfit Builder by DBRMAN both publish their export options on their marketplace listing pages (or in their support docs); some apps offer one-click import from competitors, others require CSV. The fastest check: search "import from Outfit Builder by DBRMAN" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
