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Cross-task capability coverage across selected products
Each product is scored independently per task edge; switch tasks below while keeping shared products selected| Task edge | remover.work | media.io | Switch / compare |
|---|---|---|---|
| Background removal | 72/100 1024 × 1024 · PNG | 62/100 2000 × 2000 · PNG | Active task |
| Image upscaling | Not tested in topic | 78/100 1024 × 1024 · PNG | Compare in task topic → |
| Object removal | Not tested in topic | 71/100 JPEG · Output attached | Compare in task topic → |
| Image generation | Not tested in topic | 75/100 JPEG · Output attached | Compare in task topic → |
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Browse this task →| Criterion | remover.work Background removal 72/100 Seven-aspect task score remover.work offers a login-free preview experience for image background removal. Server-side AI processing completed in 31.92s, providing an unwatermarked 1024x1024 transparent PNG preview export (25.0% pixel retention). It achieved 99.86% foreground recall with 0.118% background leak and natural hair transitions; full-resolution 2048x2048 export requires 2 credits (~$0.16-$0.24). Tested export 1024 × 1024 · PNG Historical test · 2026-11-03 | Wondershare Media.io AI Background Remover Background removal 62/100 Seven-aspect task score Signed-in free Wondershare accounts export an unwatermarked transparent PNG for 1 credit (99.72% foreground recall), but guest use is blocked, curly hair edges retain background residue, and free-queue server wait was 26.1s. Tested export 2000 × 2000 · PNG Historical test · 2026-10-21 |
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| Pricing & rules | ||
| Pricing plans | remover.work credit packs and multimedia cleanup pricing · 2026-11-03 Plan · source date Monthly / one-time Annual bill / period Quota & limits Starter Pack (40 credits)2026-11-03 ↗ USD 4.99 · one-time payment Usage / one-time Usage / one-time 40 credits (approx. 40 images ≤2MP or 10 min video ≤1080p) HD unwatermarked downloads, commercial use, non-expiring credits；$0.12 per credit, approx. $0.50 per min up to 1080p Rules [1] [2]Creator Pack (180 credits)2026-11-03 ↗ USD 14.99 · one-time payment Usage / one-time Usage / one-time 180 credits (approx. 180 images ≤2MP or 45 min video ≤1080p) HD unwatermarked downloads, commercial use, non-expiring credits；Most popular pack (save 33%), $0.08 per credit, approx. $0.33 per min up to 1080p Rules [1] [2]Studio Pack (800 credits)2026-11-03 ↗ USD 49.99 · one-time payment Usage / one-time Usage / one-time 800 credits (approx. 800 images ≤2MP or 200 min video ≤1080p) HD unwatermarked downloads, commercial use, non-expiring credits；Studio pack (save 50%), $0.06 per credit, approx. $0.25 per min up to 1080p Rules [1] [2]3 plan / billing-period records, all listed; — means that period is not recorded. All tiers are one-time pay-as-you-go credit packages with no subscriptions. Credits never expire and only deduct upon job success (0 cost for failed jobs). Free tier covers 1024px image previews and 5s full-resolution unwatermarked video previews. Cancellation, sources & verification recordCancellation and refund terms unverified remover.work Official Pricing ↗ · 2026-11-03 Capture 1 ↗ | Media.io membership plans (Free Trial / Standard / Premium monthly and annual); USD · 2026-10-21 Plan · source date Monthly / one-time Annual bill / period Quota & limits Free Trial2026-10-21 ↗ Free Free Free 5 signup credits for new accounts (image upscaling costs 2 credits/run, allowing 2 free unwatermarked 2x PNG exports); pricing table also lists 3 daily check-in credits and 1 GB cloud storage. Standard Monthly2026-10-21 ↗ USD 10.99/month — Monthly 100 credits/month + 5 daily check-in credits (up to 100 images or 10 videos/month), watermark-free exports, and 20 GB cloud storage. Rules [1] Standard Annual2026-10-21 ↗ — USD 71.88/year Annual Billed annually at USD 71.88/year (USD 5.99/month equivalent); 100 credits/month + 5 daily check-in credits, watermark-free exports, and 20 GB cloud storage. Rules [2] Premium Monthly2026-10-21 ↗ USD 19.99/month — Monthly 400 credits/month + 10 daily check-in credits (up to 400 images or 40 videos/month), Turbo speed, watermark-free exports, 50 GB cloud storage, and 15% off extra credits. Rules [1] Premium Annual2026-10-21 ↗ — USD 119.88/year Annual Billed annually at USD 119.88/year (USD 9.99/month equivalent); 400 credits/month + 10 daily check-in credits, Turbo speed, watermark-free exports, and 50 GB cloud storage. Rules [2] 5 plan / billing-period records, all listed; — means that period is not recorded. The official pricing page lists Free Trial (5 free signup credits in the workspace where upscaling costs 2 credits/run, plus 3 daily check-in credits on the pricing table), Standard (USD 10.99/month or billed annually at USD 71.88/year, displayed as USD 5.99/month, with 100 credits/month + 5 daily check-in credits), and Premium (USD 19.99/month or billed annually at USD 119.88/year, displayed as USD 9.99/month, with 400 credits/month + 10 daily check-in credits and 15% off extra credits). Cancellation, sources & verification recordCancel auto-renewal anytime; the official pricing page states a 7-day money-back guarantee, and uploaded/generated files are automatically deleted within 7 days. Media.io official monthly/annual pricing and comparison table ↗ · 2026-10-21 Capture 1 ↗ · Capture 2 ↗ |
| Free & trial allowance on the test date | Free preview up to 1024px max long edge for image background removal with no hard daily cap; exporting 2048px original consumes 2 credits | New free accounts receive 5 signup credits and can claim 3 free credits daily via the header gift icon; background removal costs 1 credit per image |
| Cancellation & refunds | Not verified | Cancel auto-renewal anytime; the official pricing page states a 7-day money-back guarantee, and uploaded/generated files are automatically deleted within 7 days. |
| Disclosure of costs & limits | Not verified | Generate button clearly labels 'Generate 1' and top header shows remaining credit balance before submission |
| Task quality | ||
| Measured fixture results | Edge error MAD: 0.1122 (Lower is better) · Global error SAD(k): 41.078 (Lower is better) · Foreground retention: 99.860% (Higher is better) · Background residue: 0.118% (Lower is better) | Edge error MAD: 0.1365 (Lower is better) · Global error SAD(k): 50.021 (Lower is better) · Foreground retention: 99.720% (Higher is better) · Background residue: 0.290% (Lower is better) |
| Fixture findings | On the Mode A curly hair portrait benchmark (anchor_bgremove_v1), remover.work produced a 1024x1024 RGBA transparent PNG with transition band error mad_band=0.1122 and global error SAD(k)=41.08. Foreground hair recall reached 99.86% with minimal 0.118% background leak and zero fake checkerboard artifacts. | Subject torso is well preserved (99.72% foreground recall), but outer curly hair strands exhibit visible background residue (mad_band = 0.1365, background leak = 0.290%) (37.6/65). |
| Original historical observation | remover.work directly outputs 1024×1024 transparent PNG with intact curly hair (99.86% recall), minimal background leak (0.118%), natural flyaway transitions, and zero checkerboard transparency artifacts. | High foreground recall (99.72%) and unwatermarked RGBA PNG delivery, but peripheral curly hair retains visible background fragments (MAD_band = 0.1365, bg_leak = 0.29%) and free-queue server wait was 26.08s. |
| Suitable uses · historical assessment | Creators needing fast, login-free 1024px unwatermarked transparent previews, or pay-as-you-go credits for high-res portraits and videos | Existing Wondershare account holders needing occasional unwatermarked cutouts of simple-edge subjects |
| Result & output evidence | ||
| Delivery capabilities | ||
| Recorded export specifications | 1024 × 1024 · PNG · No watermark in test | 2000 × 2000 · PNG · No watermark in test |
| Historical specification note · not an official maximum | 1024 × 1024 (25.0% pixel retention) | 2000×2000 (from 2048×2048 PNG via upload confirm modal; 2048×2048 retained on JPEG input) |
| Watermark observation | Watermark-free | No watermark (native RGBA transparent PNG) |
| Batch & API | Single-image interactive processing with pay-as-you-go credit packs | Single-image web workspace with one-click handoff to MediaAgent refinement or image-to-video animation |
| Recorded free-tier dimensions | 1024 × 1024 | 2000 × 2000 |
| Attached file dimensions | 1024 × 1024 · PNG | 2000 × 2000 · PNG |
| Speed & reliability | ||
| Timing observation | Network-observed server wait: 31.92s · End-to-end reference: 32.93s | Network-observed server wait: 26.08s · End-to-end reference: 26.08s |
| Date & fixture | 2026-11-03 · anchor_bgremove_v1 · US-West (California, AS2914) | 2026-10-21 · anchor_bgremove_v1 · US-West (California, AS2914) |
| Repeated tests & reliability | No standardized repetition count, success rate or variability range is recorded. | No standardized repetition count, success rate or variability range is recorded. |
| Interaction experience | ||
| Account requirements | No login in this test | Account required in this test |
| Sign-in methods | Not verified | Requires Wondershare account sign-in (supports email code or Google OAuth) |
| Manual adjustment | Not verified | Not verified |
| Interaction observations | Not verified | Requires login before accessing the workspace, displays a persistent 50%-off subscription banner and an AI ad promo card above the creation list, and opens an 'Edit Uploaded Image' confirm modal on large PNG uploads (which outputs 2000×2000, whereas JPEG uploads retain 2048×2048); however, clicking the download icon directly saves the transparent PNG without extra paywall popups. |
| Background & reputation | ||
| Service lifecycle notice | Not verified | Not verified |
| Operator | remover.work | Publicly Listed Multimedia Software Giant AI Flagship (Wondershare, 300624.SZ) |
| Recorded origin | Not verified | Shenzhen, China / Vancouver, Canada |
| Domain history record | Not verified | Publicly operating online service |
| Background & reputation assessment | Not verified | Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| External reputation record | Not verified | Not verified |
| Engineering & privacy | ||
| Processing location | Uploaded for cloud processing | Uploaded for cloud processing |
| Third-party tracking record | Google Analytics · Google Ads | Not verified |
| Engineering & privacy assessment | Not verified | Submits cloud async jobs via POST vapi.media.io/v1/ai/create/mai_fs and polls POST /v1/ai/result/batch (server_s = 26.08s); workspace explicitly states free users' creations are kept for 7 days, and the page loads Sensors Data, Google Analytics, and Facebook Pixel. |
| Retention statement | Explicit retention period unconfirmed; inspect policy record | Explicit retention period unconfirmed; inspect policy record |
| Evaluation basis | ||
| Pricing transparency | 20 / 35 Requires free Wondershare account sign-in (grants 5 signup credits plus 3 daily free credits claimable via the header gift icon). The generate button explicitly shows 'Generate 1' (1 credit per cutout) and exports an unwatermarked RGBA PNG within free credits, though guest trial without login is blocked. | |
| Interaction restraint | 18 / 30 Requires login before accessing the workspace, displays a persistent 50%-off subscription banner and an AI ad promo card above the creation list, and opens an 'Edit Uploaded Image' confirm modal on large PNG uploads (which outputs 2000×2000, whereas JPEG uploads retain 2048×2048); however, clicking the download icon directly saves the transparent PNG without extra paywall popups. | |
| Background & reputation | 18 / 20 Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. | |
| Engineering & privacy | 11 / 15 Submits cloud async jobs via POST vapi.media.io/v1/ai/create/mai_fs and polls POST /v1/ai/result/batch (server_s = 26.08s); workspace explicitly states free users' creations are kept for 7 days, and the page loads Sensors Data, Google Analytics, and Facebook Pixel. | |
| Task quality | 45 / 65 Transition band error mad_band=0.1122 · Global SAD(k)=41.078 · Foreground recall 99.86% / Background leak 0.118% | 37.6 / 65 On our 2048×2048 ground-truth matte (evaluated on the 2026-10-21 same-run 2000×2000 RGBA PNG export): boundary MAD_band = 0.1365 (19.1/35), global SAD_k = 50.021 (7.7/15), MSE = 0.006244, Grad_err = 0.03018, foreground recall = 99.72%, and background leak = 0.290% (10.8/15). Main portrait torso is preserved, but outer curly hair strands exhibit noticeable background residue and haloing (37.6/65). |
| Deliverable specifications | 14 / 20 True Alpha channel (8/8); Max deliverable spec: 1024 × 1024 (25.0% pixel retention) | 19 / 20 Clean unwatermarked RGBA PNG export (8/8); canonical 2048×2048 PNG upload exports at 2000×2000 (10,664,626 bytes, 95.37% pixel retention) after the upload crop confirmation dialog, while 2048×2048 JPEG input retains full 2048×2048 (11.0/12). |
| Processing speed | 6 / 15 Network-observed server wait: 31.92s (API mode: async_verified; network upload 0s / end-to-end 32.93s shown for reference only, never penalized) | 3 / 15 2026-10-21 same-run CDP network timing: 26.08s server wait from POST /v1/ai/create/mai_fs (r4) to terminal POST /v1/ai/result/batch (r29) in the free queue (26.08s end-to-end, async_verified) (3.0/15). |
