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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 | playground.com | media.io | Switch / compare |
|---|---|---|---|
| Background removal | 83/100 2048 × 2048 · 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 | 90/100 1600 × 1600 · PNG | 75/100 JPEG · Output attached |
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Browse this task →| Criterion | Playground AI (Background Removal) Background removal 83/100 Seven-aspect task score Playground (Playground AI Inc.) provides 3 login-free full-size background removals. Cloud GPU inference completed in 13.87s, exporting an unwatermarked 2048x2048 transparent PNG (5.0 MB) with 99.99% foreground recall and only 0.24% background residue with zero downscaling. Tested export 2048 × 2048 · 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 | Playground web AI image generation and design subscriptions · 2026-11-01 Plan · source date Monthly / one-time Annual bill / period Quota & limits Free Tier2026-11-01 ↗ Free Free Free Up to 10 images every 3 hours; 3 monthly generations across advanced models Access to text-to-image and canvas editing with worldwide royalty-free commercial license；Slower generation during peak hours; waiting period after limits are reached；Permanently free, no renewal；Perpetual access Pro Monthly2026-11-01 ↗ USD 15/month — Monthly Up to 75 images every 3 hours; 150 monthly credits across advanced models Unlimited premium templates, upscaling and background removal included, up to 2K (2048x2048) editing, commercial use；150 monthly credits for advanced models；Auto-renews monthly; cancel anytime Rules [1]Pro Annual2026-11-01 ↗ — USD 144/year Annual Up to 75 images every 3 hours, 150 monthly credits, billed as $144/year ($12/mo equivalent) Full Pro features, upscaling, background removal, and 2K resolution editing；Prepaid annually at $144 Rules [2] [3]Pro Plus Monthly2026-11-01 ↗ USD 45/month — Monthly Unlimited image generations without caps, 1,000 monthly credits across all models Unlimited upscaling and background removal, up to 4K (3840x2160) editing, priority support, and API access；1,000 monthly credits for advanced models；Auto-renews monthly Rules [1]Pro Plus Annual2026-11-01 ↗ — USD 432/year Annual Unlimited generations, 1,000 monthly credits, billed as $432/year ($36/mo equivalent) Full Pro Plus features, 4K super-resolution upscaling, and unlimited background removal；Prepaid annually at $432 Rules [2] [3]5 plan / billing-period records, all listed; — means that period is not recorded. Offers a permanent free tier with commercial rights alongside Pro and Pro Plus subscriptions; annual plans receive a 20% discount with exact annual billed totals explicitly listed. Cancellation, sources & verification recordCancellation and refund terms unverified Playground AI Official Pricing and Plans ↗ · 2026-11-01 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 | 3 free full-size removals for anonymous guests; free accounts receive 10 generations every 3 hours with commercial use | 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 | Upfront on the upload interface with the 'Remove background 3 left' tag | Generate button clearly labels 'Generate 1' and top header shows remaining credit balance before submission |
| Task quality | ||
| Measured fixture results | Edge error MAD: 0.0953 (Lower is better) · Global error SAD(k): 35.236 (Lower is better) · Foreground retention: 99.990% (Higher is better) · Background residue: 0.239% (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 2048x2048 anchor_bgremove_v1 fixture, Playground achieved solid metrics: boundary error mad_band=0.0953, global SAD(k)=35.24, foreground recall 99.99%, and background leakage 0.239%, delivering a full-resolution 5.0 MB transparent PNG. | 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 | On the 2048x2048 anchor_bgremove_v1 fixture, Playground delivered solid results: foreground hair and garment contours remained intact (fg_recall 99.99%) with only 0.239% background leakage, exporting a full 5.0 MB transparent PNG. | 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 and e-commerce creators needing login-free 2048px ultra-high-resolution cutouts with high hair and garment fidelity | 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 (Direct export of 5.0 MB unwatermarked transparent PNG at original resolution) | 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 | Single-image web processing; canvas studio supports multi-layer editing | 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: 13.87s · End-to-end reference: 17s | 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 | Google sign-in and email login supported (guests can directly use 3 free removals without signing in) | Requires Wondershare account sign-in (supports email code or Google OAuth) |
| Manual adjustment | Result page supports one-click transition to Canvas for erase, expand, and touch-up | Not verified |
| Interaction observations | Delivers full-res PNG without mandatory sign-in or payment barriers; optional 'Edit in Canvas' button allows multi-layer design editing. | 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 | Playground AI Inc. | Publicly Listed Multimedia Software Giant AI Flagship (Wondershare, 300624.SZ) |
| Recorded origin | San Francisco, California, United States | Shenzhen, China / Vancouver, Canada |
| Domain history record | Founded in 2022 (Founder Suhail Doshi previously co-founded Mixpanel) | Publicly operating online service |
| Background & reputation assessment | Playground AI Inc. (San Francisco, CA, founded 2022 by Suhail Doshi), creator of open-source diffusion models with over 13M users. | Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| External reputation record | Over 13 million creators; acclaimed creator of open-source Playground v2.5 diffusion models. | Not verified |
| Engineering & privacy | ||
| Processing location | Uploaded for cloud processing | Uploaded for cloud processing |
| Third-party tracking record | Google Tag Manager · Mixpanel · Stripe | Not verified |
| Engineering & privacy assessment | Uploads original image directly to dedicated cloud GPU cluster via HTTPS with zero silent client-side downscaling. | 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 | 35 / 35 Landing page clearly displays a 'Remove background 3 left' counter before upload; test confirms guests download a 2048×2048 watermark-free PNG (5.0 MB) without signing 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 | 30 / 30 Delivers full-res PNG without mandatory sign-in or payment barriers; optional 'Edit in Canvas' button allows multi-layer design editing. | 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 Playground AI Inc. (San Francisco, CA, founded 2022 by Suhail Doshi), creator of open-source diffusion models with over 13M users. | 18 / 20 Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. |
| Engineering & privacy | 14 / 15 Uploads original image directly to dedicated cloud GPU cluster via HTTPS with zero silent client-side downscaling. | 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 | 51 / 65 Transition band error mad_band=0.0953 · Global SAD(k)=35.236 · Foreground recall 99.99% / Background leak 0.239% | 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 (Direct export of 5.0 MB unwatermarked transparent PNG at original resolution) | 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: 13.87s (API mode: sync; network upload 0s / end-to-end 17s 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). |
