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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 | Inpaint-web | Switch / compare |
|---|---|---|---|
| Background removal | 91/100 1024 × 1024 · PNG | Not tested in topic | Compare in task topic → |
| Image upscaling | 88/100 1024×1024 (PNG · 2.0x Unwatermarked) · Historical description; output not attached | Not tested in topic | Compare in task topic → |
| Object removal | 84/100 1024×1024 (Free SD, No Watermark) · Historical description; output not attached | 83/100 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached | Active task |
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Browse this task →| Criterion | Clipdrop by Jasper (Cleanup) Object removal 84/100 Seven-aspect task score Login-free, ad-free editing offers undo and before/after comparison with clear modes; free output is 1024px and large repairs look smooth. Tested export 1024×1024 (Free SD, No Watermark) · Historical description; output not attached Historical test · 2026-10-16 | Inpaint-web (Open-Source Browser WebGPU Inpainting) Object removal 83/100 Seven-aspect task score Free open-source, login-free and ad-free on-device processing exports full size; complex bookshelf repairs show blocky texture and need inspection. Tested export 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached 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 ↗ | Inpaint-web in-browser open-source object removal and upscaling tool · 2026-10-21 Plan · source date Monthly / one-time Annual bill / period Quota & limits Inpaint-web Open-Source Free2026-10-21 ↗ Free Free Free Free open-source tool without login; unlimited local in-browser object removal and 4x upscaling with full-resolution unwatermarked export. 1 plan / billing-period records, all listed; — means that period is not recorded. Open-source free web tool (MIT License) powered by client-side WebGPU and WebAssembly. Models run locally in the browser with no registration, paid plans, or usage limits. Cancellation, sources & verification recordCompletely free open-source project with no accounts or billing. Inpaint-web official web workspace ↗ · 2026-10-21 Capture 1 ↗ |
| Free & trial allowance on the test date | Free no-login Fast mode with 1024px unwatermarked export; High Quality full resolution requires Pro | 100% free and open-source; unlimited local browser inference and full-resolution exports |
| Cancellation & refunds | Self-serve cancellation anytime in account settings | Completely free open-source project with no accounts or billing. |
| Disclosure of costs & limits | Disclosed upfront in the top toolbar before brushing | Completely free and open-source with zero hidden charges |
| Task quality | ||
| Measured fixture results | Not verified | Not verified |
| Fixture findings | Removed all three signs with surrounding areas retained; inspect complex backgrounds locally. | Processes locally with full-size export; smooth areas worked better than complex bookshelf texture. |
| Original historical observation | Using its signature neon-green brush mask (02_workspace.png), Clipdrop Cleanup completely erased all 3 signs (03_download.png) while achieving the highest unmasked background preservation in the benchmark (unmasked_psnr=25.77dB). | Inpaint-web runs the MIGAN inpainting model locally in the browser via ONNX Runtime Web, erasing all 3 signs directly on the 2048×2048 image and exporting a full-size PNG without uploading a single byte to any server. Smooth wood surfaces restore cleanly, while complex bookshelves show lightweight client-model texture patterns. |
| Suitable uses · historical assessment | Users who prioritize non-destructive inpainting (zero changes outside the brush mask) and fast no-login cleanup | Privacy-conscious users who require 100% local in-browser processing (zero cloud upload) and unlimited free 2048px+ unwatermarked exports |
| Result & output evidence | No native output obtained; the preview does not establish final export quality. | No native output obtained; the preview does not establish final export quality. |
| Delivery capabilities | ||
| Recorded export specifications | 1024×1024 (Free SD, No Watermark) · Historical description; output not attached · Check watermark record No native output is attached; check the evidence for specification and watermark claims. | 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached · Check watermark record No native output is attached; check the evidence for specification and watermark claims. |
| Historical specification note · not an official maximum | 1024×1024 (Free SD, No Watermark) | 2048×2048 (Full-Res Unwatermarked PNG) |
| Watermark observation | 100% Watermark-Free | None (100% watermark-free) |
| Batch & API | REST Cleanup API available for developers | Supports multi-step history snapshots, hold-to-compare original, and built-in local 4x upscaling |
| Recorded free-tier dimensions | Not verified | Not verified |
| Attached file dimensions | Not verified | Not verified |
| Speed & reliability | ||
| Timing observation | Network-observed server wait: 8.5s · End-to-end reference: 10.7s | Recorded local processing time: 13.8s · End-to-end reference: 13.8s |
| Date & fixture | 2026-10-16 · anchor_inpaint_v1 · US-West (California, AS2914) | 2026-10-16 · anchor_inpaint_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 | No login in this test |
| Sign-in methods | No login required for Fast mode (1024px) cleanup and unwatermarked download; Google / Apple / Email also supported | No registration or login required; works immediately in browser |
| Manual adjustment | Manual erase / adjustment recorded in the historical flow | Not verified |
| Interaction observations | Iconic neon-green brush UI (02_workspace.png) with an instant eye preview toggle, Undo/Redo, and brush slider. Zero ad popups. | Minimalist open-source workspace with zero popups, ads, or email gates; automatically preserves step-by-step history thumbnails along the top bar (02_workspace.png, 03_download.png). |
| Background & reputation | ||
| Service lifecycle notice | Not verified | Not verified |
| Operator | Jasper AI, Inc. / Init ML (Paris, France & Austin, USA) | Inpaint-web Open Source Project (lxfater) |
| Recorded origin | Paris, France / Austin, TX, USA | Open-Source Developer Community (GitHub: lxfater/inpaint-web) |
| Domain history record | 2020–Present | 2023–Present (Flagship WebGPU client-side AI vision project) |
| Background & reputation assessment | Created by Paris-based Init ML (creators of Cleanup.pictures, acquired by Stability AI and later Jasper AI)—the pioneer of modern web AI inpainting. | Popular GitHub open-source project lxfater/inpaint-web powered by ONNX Runtime Web / WebGPU with fully auditable MIT-licensed source code. |
| External reputation record | Not verified | Not verified |
| Engineering & privacy | ||
| Processing location | Uploaded for cloud processing | On-device processing |
| Third-party tracking record | Not verified | Not verified |
| Engineering & privacy assessment | Mature LaMa/diffusion hybrid architecture completing 3-zone cleanup in ~8.5s with benchmark-leading unmasked pixel preservation (unmasked_psnr=25.77dB). | 100% local browser-side WebGPU/WASM execution: once the ONNX model is cached in IndexedDB, all pixel processing happens inside local browser memory with zero server uploads. |
| Retention statement | Explicit retention period unconfirmed; inspect policy record | This flow runs locally; post-close deletion not independently verified |
| Evaluation basis | ||
| Pricing transparency | 30 / 35 Clearly displays "Mode: Fast | High quality 🔒" at the top of the workspace; guests can brush over all 3 occlusions, click Clean, and download a 1024×1024 watermark-free PNG for free (03_download.png). 2048px High Quality mode requires Pro. | 34 / 35 100% free open-source tool (01_landing.png): zero registration, zero login, unlimited runs, and no subscription paywalls. Clicking Download exports a native 2048×2048 unwatermarked PNG (03_download.png). |
| Interaction restraint | 28 / 30 Iconic neon-green brush UI (02_workspace.png) with an instant eye preview toggle, Undo/Redo, and brush slider. Zero ad popups. | 29 / 30 Minimalist open-source workspace with zero popups, ads, or email gates; automatically preserves step-by-step history thumbnails along the top bar (02_workspace.png, 03_download.png). |
| Background & reputation | 18 / 20 Created by Paris-based Init ML (creators of Cleanup.pictures, acquired by Stability AI and later Jasper AI)—the pioneer of modern web AI inpainting. | 14 / 20 Popular GitHub open-source project lxfater/inpaint-web powered by ONNX Runtime Web / WebGPU with fully auditable MIT-licensed source code. |
| Engineering & privacy | 14 / 15 Mature LaMa/diffusion hybrid architecture completing 3-zone cleanup in ~8.5s with benchmark-leading unmasked pixel preservation (unmasked_psnr=25.77dB). | 14 / 15 100% local browser-side WebGPU/WASM execution: once the ONNX model is cached in IndexedDB, all pixel processing happens inside local browser memory with zero server uploads. |
| Task quality | 52.5 / 65 Occluded Region GT Restoration (23.0/30: structural PSNR=15.15dB · SSIM=0.4392) · Unmasked Preservation (19.0/20: best-in-class unmasked_psnr=25.77dB) · Texture Coherence & Zero Ghosting (10.5/15: all 3 signs 100% removed with smooth LaMa continuation) | 49.5 / 65 Masked GT Reconstruction (21.5/30: structural PSNR=14.63dB · SSIM=0.4166) · Unmasked Fidelity (17.5/20: zero pixel alteration outside brush strokes) · Texture Continuity (10.5/15: smooth wood table restoration, though complex bookshelf spines show stylized MIGAN block patterns) |
| Deliverable specifications | 16.5 / 20 Free 1024×1024 unwatermarked PNG export (16.5/20); native 2048×2048 High Quality requires Pro | 20 / 20 Exports native 2048×2048 full-resolution unwatermarked PNG without login (20/20) |
| Processing speed | 9.5 / 15 Client-side ONNX/WASM 2048×2048 local inference takes ~13.8s per stroke with 0.0s network upload overhead | |
