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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 | Adobe | Switch / compare |
|---|---|---|---|
| Background removal | 91/100 1024 × 1024 · PNG | 77/100 2048 × 2048 · PNG | Active task |
| Image upscaling | 88/100 1024×1024 (PNG · 2.0x Unwatermarked) · Historical description; output not attached | 88/100 2048×2048 (4.0x Unwatermarked JPG) · Historical description; output not attached | |
| Object removal | 84/100 1024×1024 (Free SD, No Watermark) · Historical description; output not attached | 89/100 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached | |
| Image generation | Not tested in topic | 90/100 1024 × 1024 · PNG | 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 | Adobe Firefly (Express) BG Remover Background removal 77/100 Seven-aspect task score Free full-size export without login opens the Firefly editor; the subject is retained, but gaps between curls need cleanup. 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 ↗ | US individual Firefly web free feature and four monthly subscriptions; excludes student/business, full Creative Cloud and other regions; includes four generative credit add-on subscriptions · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits Firefly web background remover2026-10-20 ↗ Free Free Free Official feature page describes free removal; single JPG/PNG/WebP input up to 50MB Count and free export specification are not stated; subsequent generative editing may require separate credits Firefly Standard2026-10-20 ↗ USD 9.99/month — Monthly 2,000 generative credits/month; not removal counts Rules [1] Firefly Pro2026-10-20 ↗ USD 19.99/month — Monthly 4,000 generative credits/month; not removal counts Rules [1] Firefly Pro Plus2026-10-20 ↗ USD 34.97/month — Monthly 10,000 generative credits/month; not removal counts First-year promotion advertised through October 21; regular price USD 49.99/month. Renewal and eligibility follow the offer terms. Rules [1]Firefly Premium2026-10-20 ↗ USD 139.91/month — Monthly 50,000 generative credits/month; not removal counts First-year promotion advertised through October 21; regular price USD 199.99/month. Renewal and eligibility follow the offer terms. Rules [1]2,000 generative credit add-on2026-10-20 ↗ USD 9.99/month — Monthly 2,000 generative credits/month; not removal counts 7,000 generative credit add-on2026-10-20 ↗ USD 29.99/month — Monthly 7,000 generative credits/month; not removal counts 10,000 generative credit add-on2026-10-20 ↗ USD 49.99/month — Monthly 10,000 generative credits/month; not removal counts 50,000 generative credit add-on2026-10-20 ↗ USD 199.99/month — Monthly 50,000 generative credits/month; not removal counts 9 plan / billing-period records, all listed; — means that period is not recorded. Four US individual Firefly monthly plans and four credit add-on subscriptions are listed. Pro Plus/Premium first-year promotions end October 21, with regular prices separately shown. Official pages do not quantify daily free removal counts or regional tax amounts. Generative credits concern other AI features and do not establish a payment requirement for free removal. Verification has gaps; unknown prices and quotas are not inferred. Cancellation, sources & verification recordSelf-serve cancellation in Adobe Account (monthly plans cancel anytime; annual billed-monthly plans subject to Adobe terms) Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ US individual Firefly subscriptions ↗ · 2026-10-20 Capture 1 ↗ Official generative credit add-on subscriptions ↗ · 2026-10-20 Capture 1 ↗ |
| 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 | Quick web background removal & full-res download are free without login; generative AI features in Firefly use Generative Credits |
| Cancellation & refunds | Self-serve cancellation anytime in account settings | Self-serve cancellation in Adobe Account (monthly plans cancel anytime; annual billed-monthly plans subject to Adobe terms) |
| Disclosure of costs & limits | Login prompt appears on clicking 'Remove background'; 1024×1024 SD cap is disclosed via modal before processing | File formats (JPG/PNG/WEBP) and 50MB limit are disclosed directly inside the upload dropzone |
| 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: 0.1235 (Lower is better) · Global error SAD(k): 49.851 (Lower is better) · Foreground retention: 99.850% (Higher is better) · Background residue: 0.442% (Lower is better) |
| Fixture findings | Fine hair transitions with little background residue in this portrait test; coverage is limited to the recorded fixture. | Hair and subject are largely retained; some background remains between curls. |
| 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. | Very high foreground hair preservation (fg_recall=99.85%) in a 9.23MB 2048×2048 PNG, though a small patch of bookshelf background remained inside left curly hair gaps (bg_leak=0.442%, mad_band=0.1235, SAD(k)=49.85). |
| Suitable uses · historical assessment | E-commerce & design workflows needing best-in-class hair edge accuracy where 1024px resolution suffices | Designers and everyday users who value Adobe's enterprise privacy standards and want a zero-login 2048×2048 full-res PNG |
| 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 (Guests directly download full 2048×2048 PNG without sign-in; supports files up to 50MB) |
| Watermark observation | None | None |
| Batch & API | Web UI supports dragging up to 10 images at once; commercial API available | Batch workflows available via Photoshop, Lightroom, or Creative Cloud APIs |
| 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: 7.75s · End-to-end reference: 11.98s |
| 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 | No login in this test |
| Sign-in methods | Google / Apple / Facebook one-click OAuth or email link (mandatory before processing) | No login required for background removal and full-res PNG download; Adobe sign-in only needed for Generative Fill in Firefly |
| Manual adjustment | Manual erase / adjustment recorded in the historical flow | Seamlessly opens in Adobe Firefly canvas for Remove brush & Generative Fill |
| 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.) | Removed the legacy mandatory Adobe ID sign-in wall for downloading! Clicking Download immediately saves the PNG while opening firefly.adobe.com/hub in a new tab (-2 pts) alongside a floating chat bubble (-2 pts). |
| Background & reputation | ||
| Service lifecycle notice | Not verified | The legacy Adobe Express background-remover URL now redirects to the upgraded Adobe Firefly visual pipeline (/products/firefly/features/remove-background.html). |
| Operator | Jasper AI, Inc. (formerly Init ML / Stability AI Clipdrop) | Adobe Inc. (NASDAQ: ADBE) |
| Recorded origin | Founded in Paris, France / Austin, TX, USA (Jasper AI) | San Jose, California, USA |
| Domain history record | Launched 2020 | Domain registered 1986 / Firefly pipeline 2023–2026 |
| 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. | Adobe Inc. (NASDAQ: ADBE, creator of Photoshop, Creative Cloud, and Firefly), global authority in digital imaging. |
| 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. | Users historically criticized Adobe Express for forcing sign-in before download; our 2026 test confirms the migrated Firefly page now lets guests download full-res PNGs without logging in. |
| Engineering & privacy | ||
| Processing location | Uploaded for cloud processing | Uploaded for cloud processing |
| Third-party tracking record | Cloudflare Turnstile · Firebase Auth/Firestore · Sentry | Adobe Experience Platform / Alloy |
| Engineering & privacy assessment | Protected by Cloudflare Turnstile + AppCheck over a fast synchronous API (api.clipdrop.co/remove-background/v2). | Backed by Adobe Creative Cloud enterprise blob storage (acp-aep-cs-blobstore-prod-va6-data.adobe.io) with signed temporary URLs and strict enterprise privacy commitments. |
| Retention statement | Explicit retention period unconfirmed; inspect policy record | Claims deletion within 4 hours; deletion not independently verified |
| 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. | 40 / 40 Landing page clearly states 'Remove the background from your image for free' and 'File must be JPEG (JPG), PNG, or WEBP and up to 50MB'; real-machine testing confirms guests download a 2048×2048 full-res PNG (9.23MB) without any sign-in wall. |
| 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.) | 16 / 20 Removed the legacy mandatory Adobe ID sign-in wall for downloading! Clicking Download immediately saves the PNG while opening firefly.adobe.com/hub in a new tab (-2 pts) alongside a floating chat bubble (-2 pts). |
| 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. | 25 / 25 Adobe Inc. (NASDAQ: ADBE, creator of Photoshop, Creative Cloud, and Firefly), global authority in digital imaging. |
| Engineering & privacy | 14 / 15 Protected by Cloudflare Turnstile + AppCheck over a fast synchronous API (api.clipdrop.co/remove-background/v2). | 15 / 15 Backed by Adobe Creative Cloud enterprise blob storage (acp-aep-cs-blobstore-prod-va6-data.adobe.io) with signed temporary URLs and strict enterprise privacy commitments. |
| 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% | 39.1 / 65 Transition band error mad_band=0.1235 · Global SAD(k)=49.851 · Foreground recall 99.85% / Background leak 0.442% |
| 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 (Guests directly download full 2048×2048 PNG without sign-in; supports files up to 50MB) |
| 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) | 10 / 15 Network-observed server wait: 7.75s (API mode: async; network upload 0.01s / end-to-end 11.98s shown for reference only, never penalized) |
