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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 | Adobe | Erase.bg | Switch / compare |
|---|---|---|---|
| Background removal | 77/100 2048 × 2048 · PNG | 60/100 1536 × 1536 · PNG | Active task |
| Image upscaling | 88/100 2048×2048 (4.0x Unwatermarked JPG) · Historical description; output not attached | Not tested in topic | Compare in task topic → |
| Object removal | 89/100 2048×2048 (Full-Res Unwatermarked PNG) · Historical description; output not attached | Not tested in topic | Compare in task topic → |
| Image generation | 90/100 1024 × 1024 · PNG | Not tested in topic | Compare in task topic → |
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Browse this task →| Criterion | 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 | Erase.bg Background removal 60/100 Seven-aspect task score Hair quality is good, but the HD signup flow failed to deliver, promotions interrupt the workflow, and prior images remain visible in a shared browser. Tested export 1536 × 1536 · PNG Historical test · 2026-10-15 |
|---|---|---|
| Pricing & rules | ||
| Pricing plans | 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 ↗ | Current purchase cards on the Chinese pricing page; dollar pricing · 2026-10-20 Plan · source date Monthly / one-time Annual bill / period Quota & limits 10 credits2026-10-20 ↗ USD 6 · one-time payment Usage / one-time Usage / one-time 10 removals; 1 credit each Rules [1] 100 credits2026-10-20 ↗ USD 12 · one-time payment Usage / one-time Usage / one-time 100 removals; 1 credit each Rules [1] 1000 credits2026-10-20 ↗ USD 50 · one-time payment Usage / one-time Usage / one-time 1000 removals; 1 credit each Rules [1] 5 plan / billing-period records, all listed; — means that period is not recorded. The conflict persists on recheck: purchase cards offer only 10/100/1,000-credit one-time packs, while the FAQ claims unlimited Pro at $15/month or $5/month billed annually without a matching subscription purchase option. These subscriptions are not marked purchasable. Signup grants 3 HD downloads; each removal costs 1 credit; purchased credits expire after one year and are nonrefundable. Verification has gaps; unknown prices and quotas are not inferred. Cancellation, sources & verification recordCurrent packs are non-refundable. FAQ subscription cancellation text may describe legacy plans. Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ Current purchase cards and FAQ conflict recheck ↗ · 2026-10-20 Capture 1 ↗ |
| Free & trial allowance on the test date | Quick web background removal & full-res download are free without login; generative AI features in Firefly use Generative Credits | Guest tier exports at 75% dimension (1536×1536); registering a PixelBin account grants 3 credits on console.pixelbin.io |
| Cancellation & refunds | Self-serve cancellation in Adobe Account (monthly plans cancel anytime; annual billed-monthly plans subject to Adobe terms) | Current packs are non-refundable. FAQ subscription cancellation text may describe legacy plans. |
| Disclosure of costs & limits | File formats (JPG/PNG/WEBP) and 50MB limit are disclosed directly inside the upload dropzone | 1536×1536 downscaling and cross-product redirect to PixelBin are not disclosed before clicking |
| Task quality | ||
| Measured fixture results | 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) | Edge error MAD: 0.0739 (Lower is better) · Global error SAD(k): 27.914 (Lower is better) · Foreground retention: 99.960% (Higher is better) · Background residue: 0.036% (Lower is better) |
| Fixture findings | Hair and subject are largely retained; some background remains between curls. | Fine curls were well retained with low edge error in this test; other subjects are not established by this result. |
| Original historical observation | 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). | Underlying segmentation model is outstanding (mad_band=0.0748, SAD(k)=27.9, #2 in raw hair edge accuracy), which makes its aggressive cross-product redirect dark pattern all the more unfortunate. |
| Suitable uses · historical assessment | Designers and everyday users who value Adobe's enterprise privacy standards and want a zero-login 2048×2048 full-res PNG | Users who strictly use the guest no-login button for 1536×1536 exports and ignore the HD sign-up prompt |
| Result & output evidence | ||
| Delivery capabilities | ||
| Recorded export specifications | 2048 × 2048 · PNG · No watermark in test | 1536 × 1536 · PNG · No watermark in test |
| Historical specification note · not an official maximum | 2048×2048 (Guests directly download full 2048×2048 PNG without sign-in; supports files up to 50MB) | 1536×1536 guest export (75% of input dimension; 'Sign up & Download HD 2048×2048' button redirected to console.pixelbin.io without delivering the image) |
| Watermark observation | None | None |
| Batch & API | Batch workflows available via Photoshop, Lightroom, or Creative Cloud APIs | Requires switching to PixelBin console for batch & API workflows |
| Recorded free-tier dimensions | 2048 × 2048 | 1536 × 1536 |
| Attached file dimensions | 2048 × 2048 · PNG | 1536 × 1536 · PNG |
| Speed & reliability | ||
| Timing observation | Network-observed server wait: 7.75s · End-to-end reference: 11.98s | Network-observed server wait: 8.3s · End-to-end reference: 30.64s |
| Date & fixture | 2026-10-16 · anchor_bgremove_v1 · US-West (California, AS2914) | 2026-10-15 · 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 for background removal and full-res PNG download; Adobe sign-in only needed for Generative Fill in Firefly | No login required for 1536×1536 export; HD button prompts Google / GitHub / Email login |
| Manual adjustment | Seamlessly opens in Adobe Firefly canvas for Remove brush & Generative Fill | Basic background color replacement on Erase.bg; no brush tool |
| Interaction observations | 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). | Clicking the free download triggers two consecutive overlay modals (sign-up prompt + PostHog PixelBin survey popup), and the HD sign-up flow redirects across products. |
| Background & reputation | ||
| Service lifecycle notice | The legacy Adobe Express background-remover URL now redirects to the upgraded Adobe Firefly visual pipeline (/products/firefly/features/remove-background.html). | Not verified |
| Operator | Adobe Inc. (NASDAQ: ADBE) | Shopsense Retail Technologies Ltd. (Fynd / PixelBin, Reliance-backed) |
| Recorded origin | San Jose, California, USA | Mumbai, India |
| Domain history record | Domain registered 1986 / Firefly pipeline 2023–2026 | Launched 2021 |
| Background & reputation assessment | Adobe Inc. (NASDAQ: ADBE, creator of Photoshop, Creative Cloud, and Firefly), global authority in digital imaging. | Shopsense Retail Technologies Ltd. (Fynd / PixelBin, backed by Reliance Industries, Mumbai, India). |
| External reputation record | 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. | Built by Indian retail-tech giant Fynd with an excellent segmentation model, but heavily penalized by our 60.0 hard cap due to unfulfilled HD sign-up redirect to PixelBin. |
| Engineering & privacy | ||
| Processing location | Uploaded for cloud processing | Uploaded for cloud processing |
| Third-party tracking record | Adobe Experience Platform / Alloy | PostHog · Google Analytics |
| Engineering & privacy assessment | 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. | Supports HTTPS, but in guest mode the page still displayed previous session upload history from the same browser profile. |
| Retention statement | Claims deletion within 4 hours; deletion not independently verified | Explicit retention period unconfirmed; inspect policy record |
| Evaluation basis | ||
| Pricing transparency | 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. | 25 / 40 Guest download silently scales 2048×2048 input to 1536×1536 (75% dimension) without stating pixel dimensions on the button; clicking 'Sign up & Download HD (2048×2048)' and completing Google OAuth redirected to console.pixelbin.io instead of downloading the HD image. |
| Interaction restraint | 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). | 6 / 20 Clicking the free download triggers two consecutive overlay modals (sign-up prompt + PostHog PixelBin survey popup), and the HD sign-up flow redirects across products. |
| Background & reputation | 25 / 25 Adobe Inc. (NASDAQ: ADBE, creator of Photoshop, Creative Cloud, and Firefly), global authority in digital imaging. | 21 / 25 Shopsense Retail Technologies Ltd. (Fynd / PixelBin, backed by Reliance Industries, Mumbai, India). |
| Engineering & privacy | 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. | 11 / 15 Supports HTTPS, but in guest mode the page still displayed previous session upload history from the same browser profile. |
| Task quality | 39.1 / 65 Transition band error mad_band=0.1235 · Global SAD(k)=49.851 · Foreground recall 99.85% / Background leak 0.442% | 59.6 / 65 Transition band error mad_band=0.0739 · Global SAD(k)=27.914 · Foreground recall 99.96% / Background leak 0.036% |
| Deliverable specifications | 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) | 20 / 20 True Alpha channel (8/8); Max deliverable spec: 1536×1536 guest export (75% of input dimension; 'Sign up & Download HD 2048×2048' button redirected to console.pixelbin.io without delivering the image) |
| Processing speed | 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) | 10 / 15 Network-observed server wait: 8.3s (API mode: async; network upload 15.61s / end-to-end 30.64s shown for reference only, never penalized) |
