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Test scope & comparison notes
These are recorded facts, not a unified ranking. Tested tiers and scope are not consistently recorded. Read pricing with its date and timing with its conditions. Privacy observations reflect visible flows and statements, not a security audit.
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 | Removal.AI | media.io | Switch / compare |
|---|---|---|---|
| Background removal | 82/100 600 × 600 · 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 | Removal.AI Background removal 82/100 Seven-aspect task score Direct preview downloads and accessible HD pricing accompany good hair handling; free output is 600px, full size costs credits, and a promotion widget is present. Tested export 600 × 600 · PNG Historical test · 2026-10-15 | 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 | Public web packs, monthly and high-volume options (dollar pricing) · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits 100-credit plan2026-10-20 ↗ USD 5.99/month — Monthly 100 credits; 1 credit per image or less depending on feature Rules [1] 450-credit plan2026-10-20 ↗ USD 25.99/month — Monthly 450 credits; 1 credit per image or less depending on feature Rules [1] 1150-credit plan2026-10-20 ↗ USD 63.99/month — Monthly 1150 credits; 1 credit per image or less depending on feature Rules [1] 2800-credit plan2026-10-20 ↗ USD 120.9/month — Monthly 2800 credits; 1 credit per image or less depending on feature Rules [1] 9500-credit plan2026-10-20 ↗ USD 359.9/month — Monthly 9500 credits; 1 credit per image or less depending on feature Rules [1] 3-credit plan2026-10-20 ↗ USD 1.89 · one-time payment Usage / one-time Usage / one-time 3 credits; 1 credit per image or less depending on feature Rules [2] 25-credit plan2026-10-20 ↗ USD 8.99 · one-time payment Usage / one-time Usage / one-time 25 credits; 1 credit per image or less depending on feature Rules [2] 150-credit plan2026-10-20 ↗ USD 45.99 · one-time payment Usage / one-time Usage / one-time 150 credits; 1 credit per image or less depending on feature Rules [2] 350-credit plan2026-10-20 ↗ USD 95.99 · one-time payment Usage / one-time Usage / one-time 350 credits; 1 credit per image or less depending on feature Rules [2] 800-credit plan2026-10-20 ↗ USD 189.99 · one-time payment Usage / one-time Usage / one-time 800 credits; 1 credit per image or less depending on feature Rules [2] High-volume and API2026-10-20 ↗ Contact sales Quoted Quoted Custom quotes for 10,000+ images/month and unlimited API 12 plan / billing-period records, all listed; — means that period is not recorded. Packs are labelled Lifetime but explicitly expire after 3 years. The stated validity limits apply. Cancellation, sources & verification recordPage advertises a 14-day money-back guarantee and flexible changes/cancellation; eligibility is subject to terms. Official plans and usage terms ↗ · 2026-10-20 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 | Unlimited guest 600×600 previews; new registered accounts receive 1 free High-Quality credit | 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 | Page advertises a 14-day money-back guarantee and flexible changes/cancellation; eligibility is subject to terms. | 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 | Disclosed directly on the result page download buttons before clicking | Generate button clearly labels 'Generate 1' and top header shows remaining credit balance before submission |
| Task quality | ||
| Measured fixture results | Edge error MAD: 0.0846 (Lower is better) · Global error SAD(k): 41.816 (Lower is better) · Foreground retention: 99.760% (Higher is better) · Background residue: 0.013% (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 | Good hair transitions and little residue in this test; timing and quality cover only the recorded run. | 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 | Balanced hair edge transition (mad_band=0.0970, SAD(k)=36.6, bg_leak=0.013%), slightly higher preview resolution (600×600) than remove.bg/Slazzer (500×500), though server processing is slower (8.55s). | 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 | Users wanting low-cost pay-as-you-go credits ($1.89 for 3 images) or 600×600 guest previews | Existing Wondershare account holders needing occasional unwatermarked cutouts of simple-edge subjects |
| Result & output evidence | ||
| Delivery capabilities | ||
| Recorded export specifications | 600 × 600 · PNG · No watermark in test | 2000 × 2000 · PNG · No watermark in test |
| Historical specification note · not an official maximum | 2048×2048 (Paid/Credit unlocks full 2048×2048; free guest preview exports 600×600) | 2000×2000 (from 2048×2048 PNG via upload confirm modal; 2048×2048 retained on JPEG input) |
| Watermark observation | None (free tier is gated by 600×600 preview resolution) | No watermark (native RGBA transparent PNG) |
| Batch & API | Desktop bulk remover app & API available | Single-image web workspace with one-click handoff to MediaAgent refinement or image-to-video animation |
| Recorded free-tier dimensions | 600 × 600 | 2000 × 2000 |
| Attached file dimensions | 600 × 600 · PNG | 2000 × 2000 · PNG |
| Speed & reliability | ||
| Timing observation | Network-observed server wait: 8.55s · End-to-end reference: 11.91s | Network-observed server wait: 26.08s · End-to-end reference: 26.08s |
| Date & fixture | 2026-10-15 · 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 | No login required for 600×600 preview; High Quality (2048×2048) requires login and 1 Credit | Requires Wondershare account sign-in (supports email code or Google OAuth) |
| Manual adjustment | Built-in online photo editor with erase/restore brush and background templates | Not verified |
| Interaction observations | No login required for 600×600 preview download; minor promotional banner on result page. | 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 | Removal.AI ( Grafika / Removal AI Team ) | Publicly Listed Multimedia Software Giant AI Flagship (Wondershare, 300624.SZ) |
| Recorded origin | Ho Chi Minh City, Vietnam / Singapore | Shenzhen, China / Vancouver, Canada |
| Domain history record | Launched 2020 | Publicly operating online service |
| Background & reputation assessment | Removal.AI (Vietnam / Singapore visual AI team, launched 2020), well-known remove.bg alternative. | Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| External reputation record | Praised for consumer-friendly small credit packs ($1.89 for 3 credits valid for 3 years) without forcing monthly subscriptions. | Not verified |
| Engineering & privacy | ||
| Processing location | Uploaded for cloud processing | Uploaded for cloud processing |
| Third-party tracking record | Google Analytics · Facebook Pixel | Not verified |
| Engineering & privacy assessment | Standard multipart upload over HTTPS; server processing took 8.55s. | 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 | Claims deletion within 1 hours; deletion not independently verified | Explicit retention period unconfirmed; inspect policy record |
| Evaluation basis | ||
| Pricing transparency | 28 / 40 Result view clearly labels 'Preview Image (600×600) Free' vs 'High Quality (2048×2048) 1 Credit' before download; pricing page offers transparent micro-packs starting at $1.89 for 3 credits. | 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 | 16 / 20 No login required for 600×600 preview download; minor promotional banner on result page. | 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 | 21 / 25 Removal.AI (Vietnam / Singapore visual AI team, launched 2020), well-known remove.bg alternative. | 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 | 53.8 / 65 Transition band error mad_band=0.0846 · Global SAD(k)=41.816 · Foreground recall 99.76% / Background leak 0.013% | 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 | 20 / 20 True Alpha channel (8/8); Max deliverable spec: 2048×2048 (Paid/Credit unlocks full 2048×2048; free guest preview exports 600×600) | 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 | 10 / 15 Network-observed server wait: 8.55s (API mode: async; network upload 0.52s / end-to-end 11.91s 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). |
