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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 | Img2Go | Adobe | Switch / compare |
|---|---|---|---|
| Background removal | 88/100 2048 × 2048 (4.2 MB full-resolution RGBA PNG) · Historical description; output not attached | 77/100 2048 × 2048 · PNG | Active task |
| Image compression | 80/100 2048 × 2048 · PNG | Not tested in topic | Compare in task topic → |
| Image upscaling | 84/100 1024 × 1024 (2.0x default PNG, 1.1 MB) / custom dimensions · Historical description; output not attached | 88/100 2048×2048 (4.0x Unwatermarked JPG) · Historical description; output not attached | |
| Object removal | Not tested in topic | 89/100 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached | Compare in task topic → |
| Image generation | 87/100 1024 × 1024 · PNG | 90/100 1024 × 1024 · PNG | |
| Photo restoration | 89/100 1024 × 1024 · PNG | Not tested in topic | Compare in task topic → |
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Browse this task →| Criterion | Img2Go AI Background Remover Background removal 88/100 Seven-aspect task score Free full-size output without login offers model and mask controls; subject retention is good, with about 11.5 seconds of cloud processing in this run. Tested export 2048 × 2048 (4.2 MB full-resolution RGBA PNG) · Historical description; output not attached Historical test · 2026-10-19 | 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 |
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| Pricing & rules | ||
| Pricing plans | Website free, monthly, annual and education plans; USD, Business billed per person · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits Starter2026-10-20 ↗ USD 8/month USD 77/year Monthly Baseline 1× AI usage; batch processing Annual Baseline 1× AI usage; 64GB files and batch processing Business2026-10-20 ↗ USD 89/month USD 854/year Monthly Per-user billing; 20× Starter AI usage Annual Per-user billing; 20× Starter AI usage Education program2026-10-20 ↗ Free Free Free Paid apps free after student/teacher eligibility verification; non-commercial educational use only 8 plan / billing-period records, all listed; — means that period is not recorded. Actual annual amounts are $77/$278/$854. Absolute removal quotas and per-image credit usage are unpublished; 1×/5×/20× cannot be converted into image counts. Cancellation, sources & verification recordPage advertises a 14-day money-back guarantee and cancellation anytime; eligibility is subject to terms. Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ · Capture 2 ↗ | 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 | Free visitors can directly upload and export full-resolution 2048×2048 transparent PNGs | Quick web background removal & full-res download are free without login; generative AI features in Firefly use Generative Credits |
| Cancellation & refunds | Page advertises a 14-day money-back guarantee and cancellation anytime; eligibility is subject to terms. | Self-serve cancellation in Adobe Account (monthly plans cancel anytime; annual billed-monthly plans subject to Adobe terms) |
| Disclosure of costs & limits | Openly exposes dedicated Humans / Clothes segmentation models and Alpha Matting toggles in the workspace | File formats (JPG/PNG/WEBP) and 50MB limit are disclosed directly inside the upload dropzone |
| Task quality | ||
| Measured fixture results | Edge error MAD: 0.137 (Lower is better) · Global error SAD(k): 62.545 (Lower is better) · Foreground retention: 99.890% (Higher is better) · Background residue: 0.802% (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 | This test offered full-size export without login and a mask option; complex-scene coverage remains limited. | Hair and subject are largely retained; some background remains between curls. |
| Original historical observation | Img2Go exports a full 2048×2048 transparent PNG (4.2 MB) without login, achieving 99.89% foreground recall and 0.80% background leak while uniquely offering free 'Return Mask' and 'Alpha Matting' controls in the browser. | 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 | Designers and developers needing free, no-login 2048×2048 unwatermarked transparent PNGs or direct binary mask exports (Return Mask) | Designers and everyday users who value Adobe's enterprise privacy standards and want a zero-login 2048×2048 full-res PNG |
| Result & output evidence | No native output obtained; the preview does not establish final export quality. | |
| Delivery capabilities | ||
| Recorded export specifications | 2048 × 2048 (4.2 MB full-resolution RGBA 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 | 2048×2048 (Free no-login 4.2 MB native RGBA PNG export) | 2048×2048 (Guests directly download full 2048×2048 PNG without sign-in; supports files up to 50MB) |
| Watermark observation | Watermark-Free | None |
| Batch & API | Supports multi-image uploads, Alpha Matting threshold tuning, and instant Delete Task | Batch workflows available via Photoshop, Lightroom, or Creative Cloud APIs |
| Recorded free-tier dimensions | Not verified | 2048 × 2048 |
| Attached file dimensions | Not verified | 2048 × 2048 · PNG |
| Speed & reliability | ||
| Timing observation | Network-observed server wait: 11.5s · End-to-end reference: 13s | Network-observed server wait: 7.75s · End-to-end reference: 11.98s |
| Date & fixture | 2026-10-19 · 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 | No login in this test | No login in this test |
| Sign-in methods | No login required | No login required for background removal and full-res PNG download; Adobe sign-in only needed for Generative Fill in Firefly |
| Manual adjustment | Not verified | Seamlessly opens in Adobe Firefly canvas for Remove brush & Generative Fill |
| Interaction observations | Provides rich pro controls in the workspace—Model (Generic 1 / Generic 2 / Humans / Clothes) and Function (Remove Background / Return Mask / Alpha Matting)—and presents a direct Download button with zero login popups. | 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 | QaamGo Web GmbH (Radolfzell, Germany) | Adobe Inc. (NASDAQ: ADBE) |
| Recorded origin | Radolfzell, Germany | San Jose, California, USA |
| Domain history record | 2016–Present | Domain registered 1986 / Firefly pipeline 2023–2026 |
| Background & reputation assessment | Developed and operated by QaamGo Web GmbH in Radolfzell, Germany (the same parent company behind PDF2Go and Online-Convert). | Adobe Inc. (NASDAQ: ADBE, creator of Photoshop, Creative Cloud, and Firefly), global authority in digital imaging. |
| External reputation record | Not verified | 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 | Not verified | Adobe Experience Platform / Alloy |
| Engineering & privacy assessment | Strictly follows EU GDPR rules, providing an immediate Delete Task button on the result page and automatic deletion within 24 hours. | 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 | Claims deletion within 24 hours; deletion not independently verified | Claims deletion within 4 hours; deletion not independently verified |
| Evaluation basis | ||
| Pricing transparency | 33 / 35 Prominently promises '100% free · No signup required · AI-powered' on the landing page (01_landing.png); in our anonymous test with the 2048×2048 (6.1 MB) curly-hair portrait anchor, it exported the full 2048×2048 (4.2 MB) transparent PNG without login, downscaling, or watermark traps (02_result.png, 03_download.png). | 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 | 27 / 30 Provides rich pro controls in the workspace—Model (Generic 1 / Generic 2 / Humans / Clothes) and Function (Remove Background / Return Mask / Alpha Matting)—and presents a direct Download button with zero login popups. | 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 | 19 / 20 Developed and operated by QaamGo Web GmbH in Radolfzell, Germany (the same parent company behind PDF2Go and Online-Convert). | 25 / 25 Adobe Inc. (NASDAQ: ADBE, creator of Photoshop, Creative Cloud, and Firefly), global authority in digital imaging. |
| Engineering & privacy | 14 / 15 Strictly follows EU GDPR rules, providing an immediate Delete Task button on the result page and automatic deletion within 24 hours. | 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 | 54.8 / 65 2048×2048 full-resolution Alpha Ground-Truth verification: achieves 99.89% foreground recall (fg_recall = 0.9989) with only 0.80% background leak (bg_leak = 0.00802), trimap band error mad_band = 0.1370, and global SAD = 62.55k (54.8/65) | 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 Preserves 100% of the original 2048×2048 pixel grid and 8-bit RGBA alpha transparency without login or pre-downscaling (20.0/20) | 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 | 11 / 15 Processes the 6.1 MB portrait anchor in ~11.5s on its cloud segmentation pipeline (11.0/15) | 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) |
