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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 | Cleanup.pictures | Aiseesoft | Switch / compare |
|---|---|---|---|
| Background removal | Not tested in topic | 84/100 2048 × 2048 · PNG | Compare in task topic → |
| Image compression | Not tested in topic | 87/100 2048 × 2048 · PNG | Compare in task topic → |
| Image upscaling | Not tested in topic | 83/100 1024 × 1024 · PNG | Compare in task topic → |
| Object removal | 80/100 720×720 (No Watermark PNG) · Historical description; output not attached | 72/100 2048 × 2048 · PNG | Active task |
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Browse this task →| Criterion | Cleanup.pictures (Clipdrop / Jasper) Object removal 80/100 Seven-aspect task score Login-free brush editing is simple with upfront size disclosure; signs were removed cleanly, but free output is only 720px and HD needs Pro. Tested export 720×720 (No Watermark PNG) · Historical description; output not attached Historical test · 2026-10-16 | Aiseesoft Free Watermark Remover Online Object removal 72/100 Seven-aspect task score Free login-free full-size export offers varied selection tools; large repairs look blurred and took about 28 seconds, making simpler edits a better fit. Tested export 2048 × 2048 · PNG Historical test · 2026-10-17 |
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| Pricing & rules | ||
| Pricing plans | Cleanup.pictures web and cross-platform plans (Free / Pro / ClipDrop Pro / API); USD · 2026-10-21 Plan · source date Monthly / one-time Annual bill / period Quota & limits Free2026-10-21 ↗ Free Free Free Unlimited images without login; export resolution limited to 720p (unwatermarked). Pro Monthly2026-10-21 ↗ USD 5/month — Monthly Unlimited images, unlimited resolution, and high-quality refiner across desktop and mobile (1 user). Pro Annual2026-10-21 ↗ — USD 36/year Annual Billed annually at USD 36/year (USD 3/month equivalent); unlimited images, unlimited resolution, and high-quality refiner. ClipDrop Pro (Cross-sell bundle card)2026-10-21 ↗ Monthly price not verified — Monthly Multi-tool suite including Cleanup, Remove background, Replace background, Uncrop, and Generative fill. Card only displays "11 starting from" and redirects to clipdrop.co/pricing; full monthly/annual checkout breakdown is not listed on this page. 5 plan / billing-period records, all listed; — means that period is not recorded. The official pricing section and FAQ explicitly state Free (USD 0, unlimited images capped at 720p) and Cleanup Pro (USD 5/month or USD 36/year, equivalent to USD 3/month, with unlimited resolution and images). The page also displays a "ClipDrop Pro · 11 starting from" cross-sell card without full billing-period details on this page (see clipdrop.co for standalone ClipDrop pricing), so ClipDrop Pro is marked unverified with partial coverage. Verification has gaps; unknown prices and quotas are not inferred. Cancellation, sources & verification recordManage, pause, or cancel anytime in the "manage subscription" section. Refunds after activation are granted only in rare cases such as technical difficulties or platform incompatibilities (full within 14 days, prorated thereafter). Cleanup.pictures official pricing and FAQ ↗ · 2026-10-21 Capture 1 ↗ | This web background remover; excludes desktop software and stock subscriptions · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits Free web tool2026-10-20 ↗ Free Free Free Officially described as fully free; no paid tier listed No published count or maximum output size; this does not establish unlimited HD 1 plan / billing-period records, all listed; — means that period is not recorded. No published count or maximum output size; this does not establish unlimited HD Cancellation, sources & verification recordCancellation and refund terms follow official checkout and help policies. Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ |
| Free & trial allowance on the test date | Unlimited free no-login brushing and 720p watermark-free PNG exports | Anonymous guests can freely process images up to 10MB and download full-resolution unwatermarked results |
| Cancellation & refunds | Manage, pause, or cancel anytime in the "manage subscription" section. Refunds after activation are granted only in rare cases such as technical difficulties or platform incompatibilities (full within 14 days, prorated thereafter). | Cancellation and refund terms follow official checkout and help policies. |
| Disclosure of costs & limits | Disclosed upfront upon file selection (comparing 720×720 SD vs 2048×2048 HD) | Clearly states "Support JPG, PNG, WEBP, etc. up to 10MB" on the landing page |
| Task quality | ||
| Measured fixture results | Not verified | Not verified |
| Fixture findings | Removed signs promptly after brushing in this test; free output was reduced to 720px. | Allows full-size guest export; large solid signs were not fully removed in this run and needed repeated adjustment. |
| Original historical observation | Cleanup.pictures’ signature release-to-erase workflow removes each sign in ~3.3s with clean background continuation; its only limitation is the upfront 720×720 SD resolution cap on the free tier. | Aiseesoft Free Watermark Remover Online delivers outstanding commercial honesty (exporting full 2048×2048 unwatermarked images without login, unmasked_psnr_db = 30.74 dB), though its classical pixel-diffusion algorithm is tailored for thin text watermarks rather than large solid object reconstruction. |
| Suitable uses · historical assessment | Casual users who want frictionless, unlimited, release-to-erase cleanup for social/web images where 720p suffices | Users needing a no-login, zero-watermark, full-resolution (2048px) tool to erase semi-transparent text watermarks or small date stamps |
| Result & output evidence | No native output obtained; the preview does not establish final export quality. | |
| Delivery capabilities | ||
| Recorded export specifications | 720×720 (No Watermark PNG) · Historical description; output not attached · Check watermark record No native output is attached; check the evidence for specification and watermark claims. | 2048 × 2048 · PNG · No watermark in test |
| Historical specification note · not an official maximum | 720×720 (No Watermark PNG) | 2048 × 2048 (Full Native Resolution, Unwatermarked) |
| Watermark observation | 100% Watermark-Free | None (100% watermark-free) |
| Batch & API | Supports iterative multi-stroke brushing and Clipdrop API integration | Single-image free web tool; batch watermark removal in desktop app |
| Recorded free-tier dimensions | Not verified | 2048 × 2048 |
| Attached file dimensions | Not verified | 2048 × 2048 · PNG |
| Speed & reliability | ||
| Timing observation | Network-observed server wait: 3.33s · End-to-end reference: 10s | Network-observed server wait: 28s · End-to-end reference: 31.5s |
| Date & fixture | 2026-10-16 · anchor_inpaint_v1 · US-West (California, AS2914) | 2026-10-17 · 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; Pro subscribers can sign in via Email/Google | No login required; optional account login and desktop app download |
| Manual adjustment | Manual erase / adjustment recorded in the historical flow | Not verified |
| Interaction observations | Focused single-page canvas: drag-and-drop to upload, release mouse to erase, toggle original preview, and click Download for an unwatermarked PNG (03_download.png). | Zero registration, zero login walls, and no forced paywall on single-image 2048×2048 exports, with only an optional Upgrade link in the header. |
| Background & reputation | ||
| Service lifecycle notice | Not verified | Not verified |
| Operator | Init ML / Clipdrop (Jasper AI Inc.) | Aiseesoft Studio |
| Recorded origin | Paris, France / San Francisco, USA | Established Multimedia Software Vendor (Founded 2008) |
| Domain history record | 2021–Present | 2008–present (18+ years) |
| Background & reputation assessment | Built by Paris-based Init ML (the founding team behind Clipdrop, later acquired by Stability AI and Jasper AI). | Developed by Aiseesoft Studio (founded in 2008), completing a 3-category guest-free, watermark-free web suite alongside its Background Remover (93.8) and Image Upscaler (83.2). |
| 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 | Calls Google Cloud Functions (cleanup_proxy) to run LaMa/generative inpainting in 3.33s per stroke (10.0s total across 3 strokes). | Preserves full 2048×2048 resolution in a client-side Blob export with high unmasked background fidelity (unmasked_psnr_db = 30.74 dB). |
| Retention statement | Explicit retention period unconfirmed; inspect policy record | Claims deletion within 24 hours; deletion not independently verified |
| Evaluation basis | ||
| Pricing transparency | 29 / 35 Immediately upon uploading the 2048×2048 original, an upfront resolution modal (04_sd_downscale_modal.png) transparently discloses that the free tier processes at 720×720 SD with free unwatermarked export while 2048×2048 HD requires Pro—zero post-interaction ambush. | 32.5 / 35 Anonymous guests can upload a full 2048×2048 image into the modal workspace (offering Brush, Lasso, Polygonal, and Eraser tools), click Remove, and click Download to export a full-size 2048×2048 unwatermarked image for free (02_workspace.png, 03_download.png). |
| Interaction restraint | 27 / 30 Focused single-page canvas: drag-and-drop to upload, release mouse to erase, toggle original preview, and click Download for an unwatermarked PNG (03_download.png). | 27.5 / 30 Zero registration, zero login walls, and no forced paywall on single-image 2048×2048 exports, with only an optional Upgrade link in the header. |
| Background & reputation | 19 / 20 Built by Paris-based Init ML (the founding team behind Clipdrop, later acquired by Stability AI and Jasper AI). | 18.5 / 20 Developed by Aiseesoft Studio (founded in 2008), completing a 3-category guest-free, watermark-free web suite alongside its Background Remover (93.8) and Image Upscaler (83.2). |
| Engineering & privacy | 14 / 15 Calls Google Cloud Functions (cleanup_proxy) to run LaMa/generative inpainting in 3.33s per stroke (10.0s total across 3 strokes). | 12.5 / 15 Preserves full 2048×2048 resolution in a client-side Blob export with high unmasked background fidelity (unmasked_psnr_db = 30.74 dB). |
| Task quality | 50 / 65 Occluded Region GT Restoration (23.5/30: structural PSNR=15.63dB · SSIM=0.4317) · Unmasked Preservation (15.5/20: unmasked_psnr=23.94dB, capped by 720px SD downscaling) · Texture Coherence & Zero Ghosting (11.0/15: all 3 signs 100% erased with clean edges) | 35.2 / 65 Unmasked background areas retain full 2048×2048 fidelity (unmasked_psnr_db = 30.74 dB), while its classical neighborhood texture-diffusion algorithm feathers edges rather than hallucinating complex underlying bookshelves on large solid signs (inpaint_psnr_db = 6.74 dB, 35.2/65). |
| Deliverable specifications | 13 / 20 Free no-login 720×720 watermark-free PNG export (13/20) with upfront client pre-downscale disclosure | 20 / 20 Free tier exports full native 2048×2048 unwatermarked images without login (20.0/20). |
| Processing speed | 8.5 / 15 2048×2048 multi-region upload and cloud watermark removal completed in ~28.0s (8.5/15). | |
