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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 | remove.bg | media.io | Switch / compare |
|---|---|---|---|
| Background removal | 89/100 500 × 500 · 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 | remove.bg Background removal 89/100 Seven-aspect task score Detailed hair handling and a simple download flow are offset by 500px free output and paid HD; size limits appear on the result page. Tested export 500 × 500 · 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 | Current public standalone website plans: free, pay-as-you-go, monthly and enterprise (dollar pricing) · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits Free website previews2026-10-20 ↗ Free Free Free Website previews are free; high-resolution export is separate Pay-as-you-go 3 credits2026-10-20 ↗ USD 3 · one-time payment Usage / one-time Usage / one-time 3 credits; 1 credit per full-resolution removal Rules [1] Pay-as-you-go 10 credits2026-10-20 ↗ USD 9 · one-time payment Usage / one-time Usage / one-time 10 credits; 1 credit per full-resolution removal Rules [1] Pay-as-you-go 75 credits2026-10-20 ↗ USD 49 · one-time payment Usage / one-time Usage / one-time 75 credits; 1 credit per full-resolution removal Rules [1] Pay-as-you-go 200 credits2026-10-20 ↗ USD 99 · one-time payment Usage / one-time Usage / one-time 200 credits; 1 credit per full-resolution removal Rules [1] Pay-as-you-go 500 credits2026-10-20 ↗ USD 199 · one-time payment Usage / one-time Usage / one-time 500 credits; 1 credit per full-resolution removal Rules [1] Pay-as-you-go 1200 credits2026-10-20 ↗ USD 399 · one-time payment Usage / one-time Usage / one-time 1200 credits; 1 credit per full-resolution removal Rules [1] Pay-as-you-go 4000 credits2026-10-20 ↗ USD 999 · one-time payment Usage / one-time Usage / one-time 4000 credits; 1 credit per full-resolution removal Rules [1] Pay-as-you-go 8000 credits2026-10-20 ↗ USD 1,699 · one-time payment Usage / one-time Usage / one-time 8000 credits; 1 credit per full-resolution removal Rules [1] Subscription 40 credits2026-10-20 ↗ USD 9/month — Monthly 40 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 200 credits2026-10-20 ↗ USD 39/month — Monthly 200 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 500 credits2026-10-20 ↗ USD 89/month — Monthly 500 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 1200 credits2026-10-20 ↗ USD 189/month — Monthly 1200 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 2800 credits2026-10-20 ↗ USD 389/month — Monthly 2800 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 5000 credits2026-10-20 ↗ USD 589/month — Monthly 5000 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 7500 credits2026-10-20 ↗ USD 789/month — Monthly 7500 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 10000 credits2026-10-20 ↗ USD 989/month — Monthly 10000 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 15000 credits2026-10-20 ↗ USD 1,389/month — Monthly 15000 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 25000 credits2026-10-20 ↗ USD 2,150/month — Monthly 25000 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 50000 credits2026-10-20 ↗ USD 3,950/month — Monthly 50000 credits/month; 1 credit per full-resolution removal Rules [2] Subscription 75000 credits2026-10-20 ↗ USD 5,450/month — Monthly 75000 credits/month; 1 credit per full-resolution removal Rules [2] 23 plan / billing-period records, all listed; — means that period is not recorded. Every displayed tier was expanded. Taxes depend on checkout. The FAQ mentions annual subscriptions but the current cards do not offer an annual price. Successor Canva and Leonardo plans are separate. Cancellation, sources & verification recordCancel in account settings; access continues to the current period end. Refund terms were not separately checked. Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ · Capture 2 ↗ | 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 500×500 previews; new registered accounts typically receive 1 free HD 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 | Cancel in account settings; access continues to the current period end. Refund terms were not separately checked. | 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 on the result page download menu ('500×500 Free' vs '2048×2048 Unlock') before downloading | Generate button clearly labels 'Generate 1' and top header shows remaining credit balance before submission |
| Task quality | ||
| Measured fixture results | Edge error MAD: 0.08 (Lower is better) · Global error SAD(k): 30.687 (Lower is better) · Foreground retention: 99.870% (Higher is better) · Background residue: 0.034% (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 | Fine translucent hair transitions; a little background remains between strands in this test. | 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 | Delicate semi-transparent hair transitions (mad_band=0.0802, SAD(k)=30.7); left curly hair gap retained a tiny patch of background foliage (bg_leak=0.034%). | 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 | Complex hair portraits and production workflows needing smooth semi-transparent alpha transitions (with paid HD or small previews) | Existing Wondershare account holders needing occasional unwatermarked cutouts of simple-edge subjects |
| Result & output evidence | ||
| Delivery capabilities | ||
| Recorded export specifications | 500 × 500 · PNG · No watermark in test | 2000 × 2000 · PNG · No watermark in test |
| Historical specification note · not an official maximum | 2048×2048 (1 Credit / paid unlocks up to 25MP; free preview tier is 500×500) | 2000×2000 (from 2048×2048 PNG via upload confirm modal; 2048×2048 retained on JPEG input) |
| Watermark observation | None (free tier is gated by 0.25MP resolution cap) | No watermark (native RGBA transparent PNG) |
| Batch & API | Desktop app, API, and Photoshop/Figma plugins support batch processing | Single-image web workspace with one-click handoff to MediaAgent refinement or image-to-video animation |
| Recorded free-tier dimensions | 500 × 500 | 2000 × 2000 |
| Attached file dimensions | 500 × 500 · PNG | 2000 × 2000 · PNG |
| Speed & reliability | ||
| Timing observation | Network-observed server wait: 1.99s · End-to-end reference: 7.28s | 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 500×500 preview; full HD requires sign-in (Google / Canva / Email) and 1 Credit | 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 | Clean, restrained UI with no blocking popups; clicking the free preview downloads immediately without forced paywall modals. | 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 | The standalone website closes on 1 December 2026 at 09:00 CET; pay-as-you-go credits expire at the same time. | Not verified |
| Operator | Kaleido AI GmbH (part of Canva) | Publicly Listed Multimedia Software Giant AI Flagship (Wondershare, 300624.SZ) |
| Recorded origin | Vienna, Austria / Sydney, Australia (Canva) | Shenzhen, China / Vancouver, Canada |
| Domain history record | Launched 2018 | Publicly operating online service |
| Background & reputation assessment | Kaleido AI GmbH (Vienna, Austria; acquired by Canva in 2021), the long-standing industry benchmark. | Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| External reputation record | Pioneer of one-click AI background removal; rock-solid alpha quality, though free preview is capped at 500×500 and standalone site sunsets on 2026-12-01. | Not verified |
| Engineering & privacy | ||
| Processing location | Uploaded for cloud processing | Uploaded for cloud processing |
| Third-party tracking record | Google Analytics · Canva Telemetry | Not verified |
| Engineering & privacy assessment | Rock-solid reliability; privacy policy explicitly states uploaded images are automatically deleted within ~1 hour after processing. | 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 | 28 / 40 Hero headline says '100% Automatically and Free' without stating the pixel cap up front, but the download menu clearly lists 'Preview 500×500 Free' alongside '2048×2048 Unlock' before clicking. | 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 / 20 Clean, restrained UI with no blocking popups; clicking the free preview downloads immediately without forced paywall modals. | 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 | 25 / 25 Kaleido AI GmbH (Vienna, Austria; acquired by Canva in 2021), the long-standing industry benchmark. | 18 / 20 Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| Engineering & privacy | 15 / 15 Rock-solid reliability; privacy policy explicitly states uploaded images are automatically deleted within ~1 hour after processing. | 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 | 57.5 / 65 Transition band error mad_band=0.08 · Global SAD(k)=30.687 · Foreground recall 99.87% / Background leak 0.034% | 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 (1 Credit / paid unlocks up to 25MP; free preview tier is 500×500) | 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: 1.99s (API mode: async; network upload 4.3s / end-to-end 7.28s 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). |
