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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 | Clipdrop | Leonardo.Ai | Switch / compare |
|---|---|---|---|
| Background removal | 91/100 1024 × 1024 · PNG | 86/100 2048 × 2048 · PNG | Active task |
| Image upscaling | 88/100 1024×1024 (PNG · 2.0x Unwatermarked) · Historical description; output not attached | 78/100 1024×1024 (2.0x · Unwatermarked high-quality JPG · 271.9 KB) · Historical description; output not attached | |
| Object removal | 84/100 1024×1024 (Free SD, No Watermark) · Historical description; output not attached | 88/100 2048×2048 (Native full-resolution watermark-free PNG) · Historical description; output not attached | |
| Image generation | Not tested in topic | 88/100 1024×1024 (Unwatermarked JPEG, 147.5KB, 100% pixel retention) · Historical description; output not attached | Compare in task topic → |
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Browse this task →| Criterion | Clipdrop (by Jasper) Background removal 91/100 Seven-aspect task score Detailed hair handling with upfront size limits and no ads; login is required, free output is 1024px, and HD needs Pro. Tested export 1024 × 1024 · PNG Historical test · 2026-10-16 | Leonardo.Ai (Remove Background) Background removal 86/100 Seven-aspect task score Full-size export plus shadow and transparency controls offer flexibility with upfront credit disclosure; login and 40 tokens were required in this run. Tested export 2048 × 2048 · PNG Historical test · 2026-10-16 |
|---|---|---|
| Pricing & rules | ||
| Pricing plans | Current public web Free and monthly Pro plans; API separate · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits 3 plan / billing-period records, all listed; — means that period is not recorded. Recheck confirms Pro at USD 15/month; free removal 20/24h and Pro HD removal 1,000/24h. No annual offer appears on this page; tax and refund details were not separately verified. Cancellation, sources & verification recordSelf-serve cancellation anytime in account settings Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ | Web individual and default three-seat team plans; excludes API · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits Essential2026-10-20 ↗ 2026-10-20 ↗ USD 12/month USD 120/year Monthly 8,500 Fast Tokens/month; token bank 25,500 Annual 8,500 Fast Tokens/month Rules [1] Premium2026-10-20 ↗ 2026-10-20 ↗ USD 30/month USD 288/year Monthly 25,000 Fast Tokens/month; token bank 75,000 Annual 25,000 Fast Tokens/month Rules [1] Ultimate2026-10-20 ↗ 2026-10-20 ↗ USD 60/month USD 576/year Monthly 60,000 Fast Tokens/month; token bank 180,000 Annual 60,000 Fast Tokens/month Rules [1] 10 plan / billing-period records, all listed; — means that period is not recorded. The app payment panel confirms personal annual prices of $120/$288/$576, differing from earlier rounded monthly equivalents on the marketing site. Public plans permit paid users to buy top-ups without quoting pack prices or per-removal token cost. Unlimited relaxed generation does not establish unlimited removal. Verification has gaps; unknown prices and quotas are not inferred. Cancellation, sources & verification recordSelf-serve cancellation in account settings Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ · Capture 2 ↗ Official app annual payment selection ↗ · 2026-10-20 Capture 1 ↗ · Capture 2 ↗ · Capture 3 ↗ |
| Free & trial allowance on the test date | 20 images per 24 hours (20/24h) on free logged-in accounts; up to 10 images per batch queue | 150 free daily tokens; each 25MP full-resolution background removal costs 40 tokens (3 free full-res cutouts/day) |
| Cancellation & refunds | Self-serve cancellation anytime in account settings | Self-serve cancellation in account settings |
| Disclosure of costs & limits | Login prompt appears on clicking 'Remove background'; 1024×1024 SD cap is disclosed via modal before processing | Remove Background dialog transparently lists resolution tiers (25MP/50MP) and 40-token cost before execution |
| Task quality | ||
| Measured fixture results | Edge error MAD: 0.0733 (Lower is better) · Global error SAD(k): 28.434 (Lower is better) · Foreground retention: 99.950% (Higher is better) · Background residue: 0.014% (Lower is better) | Edge error MAD: 0.164 (Lower is better) · Global error SAD(k): 25.541 (Lower is better) · Foreground retention: 99.870% (Higher is better) · Background residue: 0.410% (Lower is better) |
| Fixture findings | Fine hair transitions with little background residue in this portrait test; coverage is limited to the recorded fixture. | Fine curls were well retained with semi-transparency enabled; the result is specific to this mode and fixture. |
| Original historical observation | Ranked #1 in edge accuracy across all 10 tested tools: transition band error mad_band=0.0733, SAD(k)=28.43, and background leak of just 0.014%. Curly hair gaps and sweater edges are remarkably clean. | With Semi-transparency enabled, Leonardo.Ai's Remove Background preserves fine outer curls exceptionally well—achieving 99.87% foreground recall, SAD(k)=25.541, and mad_band=0.164 at full 2048×2048 resolution. |
| Suitable uses · historical assessment | E-commerce & design workflows needing best-in-class hair edge accuracy where 1024px resolution suffices | Creators needing ultra-high curly hair recall (99.87%) and direct integration with Canva Magic Layers or AI generation workflows |
| Result & output evidence | ||
| Delivery capabilities | ||
| Recorded export specifications | 1024 × 1024 · PNG · No watermark in test | 2048 × 2048 · PNG · No watermark in test |
| Historical specification note · not an official maximum | 2048×2048 (Pro unlocks full HD; free logged-in tier prompts and downscales to 1024×1024 SD) | 2048×2048 (100% native RGBA PNG, supports up to 25MP/50MP) |
| Watermark observation | None | No Watermark |
| Batch & API | Web UI supports dragging up to 10 images at once; commercial API available | Sequential uploads in Library |
| Recorded free-tier dimensions | 1024 × 1024 | 2048 × 2048 |
| Attached file dimensions | 1024 × 1024 · PNG | 2048 × 2048 · PNG |
| Speed & reliability | ||
| Timing observation | Network-observed server wait: 3.45s · End-to-end reference: 0.91s | Network-observed server wait: 7.5s · End-to-end reference: 9s |
| Date & fixture | 2026-10-16 · anchor_bgremove_v1 · US-West (California, AS2914) | 2026-10-16 · 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 | Google / Apple / Facebook one-click OAuth or email link (mandatory before processing) | Free login via Google, Apple, Microsoft, or Email |
| Manual adjustment | Manual erase / adjustment recorded in the historical flow | Can open directly in Canvas Editor or Canva Magic Layers |
| Interaction observations | No ad clutter or countdown popups; once SD 1024×1024 is selected, clicking Download immediately exports a watermark-free PNG. (-2 pts for allowing guest file staging before showing the mandatory login modal.) | Clean configuration dialog with Resolution (25MP/50MP), Shadow (None/Drop/3D), Background (Transparent/Color/Image), and Semi-transparency toggles. |
| Background & reputation | ||
| Service lifecycle notice | Not verified | Not verified |
| Operator | Jasper AI, Inc. (formerly Init ML / Stability AI Clipdrop) | Leonardo Interactive Pty Ltd (Canva Group) |
| Recorded origin | Founded in Paris, France / Austin, TX, USA (Jasper AI) | Sydney, Australia |
| Domain history record | Launched 2020 | 2022–Present |
| Background & reputation assessment | Originally founded by Init ML in Paris, acquired by Stability AI, and joined Jasper AI (Jasper AI, Inc.) in 2024; industry-leading computer vision pedigree. | Operated by Leonardo Interactive Pty Ltd (Sydney, Australia; part of Canva Group), with built-in Edit in Canva / Magic Layers integration. |
| External reputation record | Renowned for top-tier segmentation and Relight models; requires sign-in and caps free tier at 1024px, but delivers tier-1 hair matting quality. | Flagship generative AI suite deeply integrated with Canva. |
| Engineering & privacy | ||
| Processing location | Uploaded for cloud processing | Uploaded for cloud processing |
| Third-party tracking record | Cloudflare Turnstile · Firebase Auth/Firestore · Sentry | No third-party services listed in this record; this is not proof that none exist. |
| Engineering & privacy assessment | Protected by Cloudflare Turnstile + AppCheck over a fast synchronous API (api.clipdrop.co/remove-background/v2). | Natively supports 25MP–50MP cutouts without client-side pre-downscaling, returning an exact 2048×2048 RGBA PNG. |
| Retention statement | Explicit retention period unconfirmed; inspect policy record | Explicit retention period unconfirmed; inspect policy record |
| Evaluation basis | ||
| Pricing transparency | 32 / 40 Guests can stage an image, and clicking 'Remove background' prompts sign-in first. Once signed in, an explicit 'Image too large for the SD Mode' modal compares SD 1024×1024 vs. HD 2048×2048 side by side before processing—zero silent downscaling. Pricing page clearly states 20/24h free daily quota. | 34 / 40 Requires a free login; free accounts receive 150 daily tokens (01_landing.png), clicking Remove Background on an uploaded image clearly displays resolution tiers (Up to 25 MP / 50 MP) and the 40-token cost (02_workspace.png), and delivers a full 2048×2048 true-Alpha PNG download (03_download.png). |
| Interaction restraint | 16 / 20 No ad clutter or countdown popups; once SD 1024×1024 is selected, clicking Download immediately exports a watermark-free PNG. (-2 pts for allowing guest file staging before showing the mandatory login modal.) | 19 / 20 Clean configuration dialog with Resolution (25MP/50MP), Shadow (None/Drop/3D), Background (Transparent/Color/Image), and Semi-transparency toggles. |
| Background & reputation | 24 / 25 Originally founded by Init ML in Paris, acquired by Stability AI, and joined Jasper AI (Jasper AI, Inc.) in 2024; industry-leading computer vision pedigree. | 22 / 25 Operated by Leonardo Interactive Pty Ltd (Sydney, Australia; part of Canva Group), with built-in Edit in Canva / Magic Layers integration. |
| Engineering & privacy | 14 / 15 Protected by Cloudflare Turnstile + AppCheck over a fast synchronous API (api.clipdrop.co/remove-background/v2). | 13 / 15 Natively supports 25MP–50MP cutouts without client-side pre-downscaling, returning an exact 2048×2048 RGBA PNG. |
| Task quality | 59.9 / 65 Transition band error mad_band=0.0733 · Global SAD(k)=28.434 · Foreground recall 99.95% / Background leak 0.014% | 53 / 65 Transition band error mad_band=0.164 · Global SAD(k)=25.541 · Foreground recall 99.87% / Background leak 0.410% |
| Deliverable specifications | 20 / 20 True Alpha channel (8/8); Max deliverable spec: 2048×2048 (Pro unlocks full HD; free logged-in tier prompts and downscales to 1024×1024 SD) | 20 / 20 True Alpha channel (8/8); Max deliverable spec: 2048×2048 (100% native RGBA PNG, supports up to 25MP/50MP) |
| Processing speed | 13 / 15 Network-observed server wait: 3.45s (API mode: sync; network upload 0.71s / end-to-end 0.91s shown for reference only, never penalized) | 12.5 / 15 Network-observed server wait: 7.5s (API mode: async_queue; network upload 1.5s / end-to-end 9s shown for reference only, never penalized) |
