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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 | tools.hellokeyboard.com | Erase.bg | Switch / compare |
|---|---|---|---|
| Background removal | 89/100 2048 × 2048 · PNG | 60/100 1536 × 1536 · PNG | Active task |
| Image compression | 92/100 JPEG · Output attached | Not tested in topic | Compare in task topic → |
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Browse this task →| Criterion | Hello Keyboard Tools Background removal 89/100 Seven-aspect task score Hello Keyboard Tools Background Remover is a completely free, login-free, ad-free online utility. In our standard 2048×2048 curly hair portrait benchmark, its single-call Cloudflare Images pipeline achieved 99.88% foreground recall with just 0.019% background leakage and an impressive 0.086 mad_band transition error. The service exports the full 2048×2048 transparent PNG without downscaling or watermarks, with a verified server processing time of 2.97 seconds. With transparent terms, zero login walls, and no persistent file retention, it stands out as an exceptional free option for quick background removal. Tested export 2048 × 2048 · PNG Historical test · 2026-11-06 | 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 |
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| Pricing & rules | ||
| Pricing plans | Hello Keyboard Tools site-wide free utilities · 2026-11-06 Plan · source date Monthly / one-time Annual bill / period Quota & limits Web Free2026-11-06 ↗ Free Free Free Free use across all utilities without registration; supports up to 20 MB per file depending on the tool 1 plan / billing-period records, all listed; — means that period is not recorded. The official site declares tools are free to use, require no login, no subscription, with files primarily processed locally in the browser. Cancellation, sources & verification recordCompletely free utility suite; no subscription or cancellation required. Hello Keyboard Tools homepage declaration and tool directory ↗ · 2026-11-06 Capture 1 ↗ Hello Keyboard Tools privacy and processing policy ↗ · 2026-11-06 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 | Not verified | Guest tier exports at 75% dimension (1536×1536); registering a PixelBin account grants 3 credits on console.pixelbin.io |
| Cancellation & refunds | Completely free utility suite; no subscription or cancellation required. | Current packs are non-refundable. FAQ subscription cancellation text may describe legacy plans. |
| Disclosure of costs & limits | Not verified | 1536×1536 downscaling and cross-product redirect to PixelBin are not disclosed before clicking |
| Task quality | ||
| Measured fixture results | Edge error MAD: 0.0863 (Lower is better) · Global error SAD(k): 39.716 (Lower is better) · Foreground retention: 99.880% (Higher is better) · Background residue: 0.019% (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 | On the standard curly hair portrait anchor (anchor_bgremove_v1), Hello Keyboard Tools delivered a full-resolution 2048×2048 watermark-free transparent PNG. It achieved 99.88% foreground recall with minimal 0.019% background leakage, clean hair boundary matting (mad_band=0.086, SAD(k)=39.7), and zero baked-in checkerboard artifacts. With a verified 2.97s server wait time, deliverable fidelity and performance are exemplary. | Fine curls were well retained with low edge error in this test; other subjects are not established by this result. |
| Original historical observation | Not verified | 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 | Not verified | 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 · Check watermark record | 1536 × 1536 · PNG · No watermark in test |
| Historical specification note · not an official maximum | 2048 × 2048 (preserving native dimensions, watermark-free transparent PNG) | 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 | Not verified | None |
| Batch & API | Not verified | 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: 2.97s · End-to-end reference: 24.78s | Network-observed server wait: 8.3s · End-to-end reference: 30.64s |
| Date & fixture | 2026-11-06 · 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 | Not verified | No login in this test |
| Sign-in methods | Not verified | No login required for 1536×1536 export; HD button prompts Google / GitHub / Email login |
| Manual adjustment | Not verified | Basic background color replacement on Erase.bg; no brush tool |
| Interaction observations | Not verified | 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 | Not verified | Not verified |
| Operator | Not verified | Shopsense Retail Technologies Ltd. (Fynd / PixelBin, Reliance-backed) |
| Recorded origin | Not verified | Mumbai, India |
| Domain history record | Not verified | Launched 2021 |
| Background & reputation assessment | Not verified | Shopsense Retail Technologies Ltd. (Fynd / PixelBin, backed by Reliance Industries, Mumbai, India). |
| External reputation record | Not verified | 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 | Processing location unconfirmed | Uploaded for cloud processing |
| Third-party tracking record | Google Analytics · Cloudflare Web Analytics | PostHog · Google Analytics |
| Engineering & privacy assessment | Not verified | Supports HTTPS, but in guest mode the page still displayed previous session upload history from the same browser profile. |
| Retention statement | Explicit retention period unconfirmed; inspect policy record | Explicit retention period unconfirmed; inspect policy record |
| Evaluation basis | ||
| Pricing transparency | 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 | 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 | 21 / 25 Shopsense Retail Technologies Ltd. (Fynd / PixelBin, backed by Reliance Industries, Mumbai, India). | |
| Engineering & privacy | 11 / 15 Supports HTTPS, but in guest mode the page still displayed previous session upload history from the same browser profile. | |
| Task quality | 54.2 / 65 Transition band error mad_band=0.0863 · Global SAD(k)=39.716 · Foreground recall 99.88% / Background leak 0.019% | 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 (preserving native dimensions, watermark-free transparent PNG) | 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 | 13 / 15 Network-observed server wait: 2.97s (API mode: sync; network upload 17.41s / end-to-end 24.78s 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) |

