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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 | Icons8 | media.io | Switch / compare |
|---|---|---|---|
| Background removal | 73/100 2048 × 2048 · PNG | 62/100 2000 × 2000 · PNG | Active task |
| Image upscaling | 66/100 1024 × 1024 · PNG | 78/100 1024 × 1024 · PNG | |
| 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 | Icons8 Background Remover Background removal 73/100 Seven-aspect task score Trial limits are disclosed upfront, with full-size output and batch support without login; only three free trials and a notification prompt limit convenience. Tested export 2048 × 2048 · PNG Historical test · 2026-10-17 | 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 | Icons8 web background remover: monthly, annual and prepaid, excluding API · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits Minimum prepaid package2026-10-20 ↗ USD 10 · one-time payment Usage / one-time Usage / one-time Minimum charge $10; at the listed $0.20/image this equals 50 images; use anytime Limited2026-10-20 ↗ USD 9/month USD 90/year Monthly 100 images/month; unused credits roll over Annual 100 images/month; unused credits roll over Prepaid $502026-10-20 ↗ USD 50 · one-time payment Usage / one-time Usage / one-time 250 images at the listed $0.20/image; use anytime Prepaid $1002026-10-20 ↗ USD 100 · one-time payment Usage / one-time Usage / one-time 500 images at the listed $0.20/image; use anytime Prepaid $2002026-10-20 ↗ USD 200 · one-time payment Usage / one-time Usage / one-time 1,000 images at the listed $0.20/image; use anytime 9 plan / billing-period records, all listed; — means that period is not recorded. Prepaid entry confirms a $10 minimum and $50/$100/$200/custom choices. Displayed discounted prices are retained. Reviewed general terms assign applicable taxes to the user but do not specify background-remover subscription refund/cancellation details, which remain unconfirmed. Verification has gaps; unknown prices and quotas are not inferred. Cancellation, sources & verification recordCancellation and refund terms follow official checkout and help policies. Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ · Capture 2 ↗ Minimum prepaid charge and amount choices ↗ · 2026-10-20 Capture 1 ↗ Relevant official terms excerpts ↗ · 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 | Anonymous visitors get 3 free demo background removals at full resolution; additional images cost $0.20/image or $9/mo | 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 | Cancellation and refund terms follow official checkout and help policies. | 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 upfront in the landing page hero subtitle ("Try it with 3 demo removes") | Generate button clearly labels 'Generate 1' and top header shows remaining credit balance before submission |
| Task quality | ||
| Measured fixture results | Edge error MAD: 0.1653 (Lower is better) · Global error SAD(k): 52.608 (Lower is better) · Foreground retention: 99.070% (Higher is better) · Background residue: 0.260% (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 | Clean subject contours and free full-size output in the record; the finest flyaway hairs are cut sharply. | 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 | Clean main subject and inner curl separation (99.07% foreground recall) with slightly firmer outer flyaway cutoffs (mad_band=0.1653) at full 2048×2048 native resolution. | 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 | Designers needing 1–3 full-resolution 2048×2048 unwatermarked cutouts without creating an account | 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 (Unwatermarked 2048×2048 RGBA PNG within 3 free guest demo removals) | 2000×2000 (from 2048×2048 PNG via upload confirm modal; 2048×2048 retained on JPEG input) |
| Watermark observation | No watermark | No watermark (native RGBA transparent PNG) |
| Batch & API | Batch upload up to 500 images, REST API, Mac app, and Figma/Photoshop plugins | 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: 7.4s · End-to-end reference: 10.2s | Network-observed server wait: 26.08s · End-to-end reference: 26.08s |
| Date & fixture | 2026-10-17 · 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 3 full-res demo images; supports Email / Google / GitHub sign-in | Requires Wondershare account sign-in (supports email code or Google OAuth) |
| Manual adjustment | Not verified | Not verified |
| Interaction observations | Triggers a browser notification permission prompt during upload to alert when background processing completes, but allows direct 2048×2048 unwatermarked export within the 3-image demo quota without forced signup. | 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 | Icons8 LLC | Publicly Listed Multimedia Software Giant AI Flagship (Wondershare, 300624.SZ) |
| Recorded origin | New York, USA (Global Distributed Team) | Shenzhen, China / Vancouver, Canada |
| Domain history record | 2012–Present | Publicly operating online service |
| Background & reputation assessment | Developed by Icons8 LLC (founded in 2012 by Ivan Boyko, creator of Pichon, Lunacy, Smart Upscaler, and Generated Photos). | 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 | Not verified | Not verified |
| Engineering & privacy assessment | Supports batch drag-and-drop up to 500 images (JPG/PNG/WebP) via the ai-cdn.icons8.com async pipeline, plus native Mac app, Figma/Photoshop plugins, and REST API. | 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 | 29 / 35 The landing page (01_landing.png) explicitly states "Try it with 3 demo removes" in the hero subtitle. Anonymous guests can upload and download full 2048×2048 unwatermarked RGBA PNG cutouts (02_workspace.png) for up to 3 demo images before hitting the "$0.20 per image / $9 per month" paywall (03_download.png). | 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 | 24 / 30 Triggers a browser notification permission prompt during upload to alert when background processing completes, but allows direct 2048×2048 unwatermarked export within the 3-image demo quota without forced signup. | 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 | 19 / 20 Developed by Icons8 LLC (founded in 2012 by Ivan Boyko, creator of Pichon, Lunacy, Smart Upscaler, and Generated Photos). | 18 / 20 Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| Engineering & privacy | 12 / 15 Supports batch drag-and-drop up to 500 images (JPG/PNG/WebP) via the ai-cdn.icons8.com async pipeline, plus native Mac app, Figma/Photoshop plugins, and REST API. | 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 | 38.6 / 65 Transition band error mad_band=0.1653 · Global SAD(k)=52.608 · Foreground recall 99.07% / Background leak 0.260% | 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 (Unwatermarked 2048×2048 RGBA PNG within 3 free guest demo removals) | 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: 7.4s (API mode: async; network upload 1.6s / end-to-end 10.2s 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). |
