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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 | Cutout.pro | media.io | Switch / compare |
|---|---|---|---|
| Background removal | 81/100 2048 × 2048 · PNG | 62/100 2000 × 2000 · PNG | Active task |
| Image upscaling | 87/100 750×750 (PNG · 1.46x Free Preview) · Historical description; output not attached | 78/100 1024 × 1024 · PNG | |
| Object removal | 73/100 510×510 (No-Login Free PNG); 2048×2048 HD (1 Credit) · Historical description; output not attached | 71/100 JPEG · Output attached | |
| Image generation | 87/100 1024×1024 (Unwatermarked JPEG, 667KB) · Historical description; output not attached | 75/100 JPEG · Output attached | |
| Photo restoration | 68/100 JPEG · Output attached | Not tested in topic | Compare in task topic → |
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Browse this task →| Criterion | Cutout.Pro Background removal 81/100 Seven-aspect task score This signed-in run delivered full size for free without a subscription block; hair handling is good, but the login requirement appears late. Tested export 2048 × 2048 · PNG Historical test · 2026-10-16 | 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 |
|---|---|---|
| Pricing & rules | ||
| Pricing plans | Web image removal: free, all expanded monthly tiers and packs; API priced separately · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits 2,400 credits2026-10-20 ↗ USD 108/month — Monthly 2,400 credits/month; removal 1 credit/image Rules [1] 5,600 credits2026-10-20 ↗ USD 239/month — Monthly 5,600 credits/month; removal 1 credit/image Rules [1] 10,000 credits2026-10-20 ↗ USD 399/month — Monthly 10,000 credits/month; removal 1 credit/image Rules [1] 15,000 credits2026-10-20 ↗ USD 549/month — Monthly 15,000 credits/month; removal 1 credit/image Rules [1] 25,000 credits2026-10-20 ↗ USD 859/month — Monthly 25,000 credits/month; removal 1 credit/image Rules [1] 50,000 credits2026-10-20 ↗ USD 1,599/month — Monthly 50,000 credits/month; removal 1 credit/image Rules [1] 75,000 credits2026-10-20 ↗ USD 2,299/month — Monthly 75,000 credits/month; removal 1 credit/image Rules [1] 150,000 credits2026-10-20 ↗ USD 4,049/month — Monthly 150,000 credits/month; removal 1 credit/image Rules [1] 250,000 credits2026-10-20 ↗ USD 5,749/month — Monthly 250,000 credits/month; removal 1 credit/image Rules [1] 1,000,000 credits2026-10-20 ↗ USD 20,000/month — Monthly 1,000,000 credits/month; removal 1 credit/image Rules [1] 2,000,000 credits2026-10-20 ↗ USD 34,000/month — Monthly 2,000,000 credits/month; removal 1 credit/image Rules [1] 30 credits2026-10-20 ↗ USD 4.99 · one-time payment Usage / one-time Usage / one-time 30 credits; removal 1 credit/image Rules [2] 300 credits2026-10-20 ↗ USD 39 · one-time payment Usage / one-time Usage / one-time 300 credits; removal 1 credit/image Rules [2] 900 credits2026-10-20 ↗ USD 79 · one-time payment Usage / one-time Usage / one-time 900 credits; removal 1 credit/image Rules [2] 3,000 credits2026-10-20 ↗ USD 199 · one-time payment Usage / one-time Usage / one-time 3,000 credits; removal 1 credit/image Rules [2] 30,000 credits2026-10-20 ↗ USD 1,399 · one-time payment Usage / one-time Usage / one-time 30,000 credits; removal 1 credit/image Rules [2] 5,000,000 credits2026-10-20 ↗ USD 37,500 · one-time payment Usage / one-time Usage / one-time 5,000,000 credits; removal 1 credit/image Rules [2] 25 plan / billing-period records, all listed; — means that period is not recorded. High-volume tiers expanded; removal costs 1 credit/image, other operations differ. Taxes are not stated on the cards. Cancellation, sources & verification recordDowngrade, upgrade or cancel anytime; advertised 14-day money-back guarantee 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 | Signed-in accounts on the web background-remover page exported consecutive 2048×2048 images labeled 'Full Image 2048 x 2048, free'; API and other tools bill 1–2 Credits per image | 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 | Downgrade, upgrade or cancel anytime; advertised 14-day money-back guarantee 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 | Login prompt appears on clicking 'Free Download'; full 2048×2048 resolution is stated right below the button | Generate button clearly labels 'Generate 1' and top header shows remaining credit balance before submission |
| Task quality | ||
| Measured fixture results | Edge error MAD: 0.1118 (Lower is better) · Global error SAD(k): 43.538 (Lower is better) · Foreground retention: 99.740% (Higher is better) · Background residue: 0.082% (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 | Full-size output with strong subject retention; fine outer curls have slightly hard edges. | 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 | Delivers full 2048×2048 resolution (4.69MB PNG) with mad_band=0.1118, SAD(k)=43.54, bg_leak=0.082%, and 99.74% foreground recall. | 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 who don't mind a one-click Google login in exchange for free 2048×2048 full-resolution PNG exports | Existing Wondershare account holders needing occasional unwatermarked cutouts of simple-edge subjects |
| Result & output evidence | ||
| Delivery capabilities | ||
| Recorded export specifications | 2048 × 2048 · PNG · No watermark in test | 2000 × 2000 · PNG · No watermark in test |
| Historical specification note · not an official maximum | 2048×2048 (Clicking Free Download after one-click Google sign-in directly exports full 2048×2048 PNG) | 2000×2000 (from 2048×2048 PNG via upload confirm modal; 2048×2048 retained on JPEG input) |
| Watermark observation | None | No watermark (native RGBA transparent PNG) |
| Batch & API | Desktop app and commercial API support batch processing | Single-image web workspace with one-click handoff to MediaAgent refinement or image-to-video animation |
| Recorded free-tier dimensions | 2048 × 2048 | 2000 × 2000 |
| Attached file dimensions | 2048 × 2048 · PNG | 2000 × 2000 · PNG |
| Speed & reliability | ||
| Timing observation | Network-observed server wait: 3.25s · End-to-end reference: 6.29s | Network-observed server wait: 26.08s · End-to-end reference: 26.08s |
| Date & fixture | 2026-10-16 · 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 | Account required in this test | Account required in this test |
| Sign-in methods | Guests can upload & preview; downloading requires Google / Facebook OAuth or email login | Requires Wondershare account sign-in (supports email code or Google OAuth) |
| Manual adjustment | Manual erase / adjustment recorded in the historical flow | Not verified |
| Interaction observations | Guests can upload and preview; clicking 'Free Download' triggers a sign-in modal (-2 pts), after which full-resolution PNG/JPG downloads directly without paywall popups. | 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 | LibAI Lab / Cutout.Pro (shared infrastructure with PromeAI) | Publicly Listed Multimedia Software Giant AI Flagship (Wondershare, 300624.SZ) |
| Recorded origin | Founded in Hangzhou, China / Global Operations | Shenzhen, China / Vancouver, Canada |
| Domain history record | Launched 2021 | Publicly operating online service |
| Background & reputation assessment | LibAI Lab / Cutout.Pro (visual AI team behind Cutout.Pro & PromeAI, launched 2021) with strong global traffic. | Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| External reputation record | Popular suite for e-commerce, ID photos, and portrait cutouts; offering free full-res 2048×2048 web downloads after login is high value. | Not verified |
| Engineering & privacy | ||
| Processing location | Uploaded for cloud processing | Uploaded for cloud processing |
| Third-party tracking record | Google Analytics · Google Ads Conversion | Not verified |
| Engineering & privacy assessment | Page explicitly states uploaded files are discarded automatically after 60 minutes; includes Google Ads / Analytics trackers. | 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 60 minutes; deletion not independently verified | Explicit retention period unconfirmed; inspect policy record |
| Evaluation basis | ||
| Pricing transparency | 32 / 40 Landing headline says 'Free Batch Image Background Remover' without mentioning login upfront, but the result view explicitly states 'Full Image 2048 x 2048, free' and delivers the full 2048×2048 watermark-free PNG (4.69MB) immediately after Google sign-in. | 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 Guests can upload and preview; clicking 'Free Download' triggers a sign-in modal (-2 pts), after which full-resolution PNG/JPG downloads directly without paywall popups. | 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 LibAI Lab / Cutout.Pro (visual AI team behind Cutout.Pro & PromeAI, launched 2021) with strong global traffic. | 18 / 20 Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| Engineering & privacy | 13 / 15 Page explicitly states uploaded files are discarded automatically after 60 minutes; includes Google Ads / Analytics trackers. | 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 | 46.8 / 65 Transition band error mad_band=0.1118 · Global SAD(k)=43.538 · Foreground recall 99.74% / Background leak 0.082% | 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 (Clicking Free Download after one-click Google sign-in directly exports full 2048×2048 PNG) | 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 | 13 / 15 Network-observed server wait: 3.25s (API mode: async; network upload 1.18s / end-to-end 6.29s 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). |
