Test record & evaluation basis

Wondershare Media.io AI Background Remover · Background removal

Signed-in free Wondershare accounts export an unwatermarked transparent PNG for 1 credit (99.72% foreground recall), but guest use is blocked, curly hair edges retain background residue, and free-queue server wait was 26.1s.

Test date 2026-10-21Subscription + creditsNative output attachedMethod 2.3.1
1 · Date, environment & tier2026-10-21 · Signed-in flow; paid tier not standardized

US-West (California, AS2914)

2 · Fixture & native exportCurly-haired portrait (anchor_bgremove_v1)

2000 × 2000 · PNG · Open native file ↗

3 · Price checks vs. test scoreOfficial pricing checked 2026-10-21

Subsequent pricing and service checks are shown separately without altering historical scores.

4 · What one test cannot proveScoped to this fixture & path

One run does not establish all complex scenes, untested paid maxima or long-term uptime.

Plans & historical pricing

Media.io membership plans (Free Trial / Standard / Premium monthly and annual); USD · 2026-10-21

Plan · source date
Monthly / one-time
Annual bill / period
Quota & limits
Free Trial2026-10-21 ↗
Free
Free
Free 5 signup credits for new accounts (image upscaling costs 2 credits/run, allowing 2 free unwatermarked 2x PNG exports); pricing table also lists 3 daily check-in credits and 1 GB cloud storage.
Standard Monthly2026-10-21 ↗
USD 10.99/month
—
Monthly 100 credits/month + 5 daily check-in credits (up to 100 images or 10 videos/month), watermark-free exports, and 20 GB cloud storage. Rules [1]
Standard Annual2026-10-21 ↗
—
USD 71.88/year
Annual Billed annually at USD 71.88/year (USD 5.99/month equivalent); 100 credits/month + 5 daily check-in credits, watermark-free exports, and 20 GB cloud storage. Rules [2]
Premium Monthly2026-10-21 ↗
USD 19.99/month
—
Monthly 400 credits/month + 10 daily check-in credits (up to 400 images or 40 videos/month), Turbo speed, watermark-free exports, 50 GB cloud storage, and 15% off extra credits. Rules [1]
Premium Annual2026-10-21 ↗
—
USD 119.88/year
Annual Billed annually at USD 119.88/year (USD 9.99/month equivalent); 400 credits/month + 10 daily check-in credits, Turbo speed, watermark-free exports, and 50 GB cloud storage. Rules [2]

5 plan / billing-period records, all listed; — means that period is not recorded.

[1] Automatically renews monthly; cancel anytime

[2] Automatically renews annually; cancel anytime

The official pricing page lists Free Trial (5 free signup credits in the workspace where upscaling costs 2 credits/run, plus 3 daily check-in credits on the pricing table), Standard (USD 10.99/month or billed annually at USD 71.88/year, displayed as USD 5.99/month, with 100 credits/month + 5 daily check-in credits), and Premium (USD 19.99/month or billed annually at USD 119.88/year, displayed as USD 9.99/month, with 400 credits/month + 10 daily check-in credits and 15% off extra credits).

Cancellation, sources & verification record

Cancel auto-renewal anytime; the official pricing page states a 7-day money-back guarantee, and uploaded/generated files are automatically deleted within 7 days.

Media.io official monthly/annual pricing and comparison table ↗ · 2026-10-21 Capture 1 ↗ · Capture 2 ↗

Pricing recorded on the test date · 2026-10-21

5 free signup credits + 3 daily claimable credits (1 credit/cutout); Standard USD 10.99/mo (USD 71.88/yr, 100 credits/mo), Premium USD 19.99/mo (USD 119.88/yr, 400 credits/mo)

Free signup/daily credits + monthly/annual subscriptions

Historical context only; not current purchase guidance.

Delivery & access

Free delivery record
2000×2000 (from 2048×2048 PNG via upload confirm modal; 2048×2048 retained on JPEG input)
Attached file dimensions
2000 × 2000 · PNG

Read directly from the attached file; this does not establish free download availability at that size.

Watermark
No watermark (native RGBA transparent PNG)
Free allowance
New free accounts receive 5 signup credits and can claim 3 free credits daily via the header gift icon; background removal costs 1 credit per image
Account requirements
Requires Wondershare account sign-in (supports email code or Google OAuth)
Maximum specification record
2000×2000 (from 2048×2048 PNG via upload confirm modal; 2048×2048 retained on JPEG input)

May include advertised capabilities; this does not establish a tested paid tier.

Batch & API
Single-image web workspace with one-click handoff to MediaAgent refinement or image-to-video animation
Manual refinement
Not recorded or not verified

Tested result & sample

High foreground recall (99.72%) and unwatermarked RGBA PNG delivery, but peripheral curly hair retains visible background fragments (MAD_band = 0.1365, bg_leak = 0.29%) and free-queue server wait was 26.08s.

Edge error MAD
0.1365 · Lower is better
Global error SAD(k)
50.021 · Lower is better
Foreground retention
99.720% · Higher is better
Background residue
0.290% · Lower is better

These historical measurements describe alpha error at edges (MAD), total alpha error / 1000 (SAD), foreground retention and background residue. Low-resolution outputs are aligned to the reference under the original protocol; this does not imply a full-resolution export.

Fixture
anchor_bgremove_v1
Recorded environment
US-West (California, AS2914)
Network-observed server wait
26.08 s
End-to-end reference
26.08 s

Network wait includes round trips, queuing and polling error, not pure inference time. Local timings depend on the device; repetition counts are not standardized in legacy records.

Experience, rules & trust

Disclosure
Generate button clearly labels 'Generate 1' and top header shows remaining credit balance before submission
Interaction
Requires login before accessing the workspace, displays a persistent 50%-off subscription banner and an AI ad promo card above the creation list, and opens an 'Edit Uploaded Image' confirm modal on large PNG uploads (which outputs 2000×2000, whereas JPEG uploads retain 2048×2048); however, clicking the download icon directly saves the transparent PNG without extra paywall popups.
Entity record
Publicly Listed Multimedia Software Giant AI Flagship (Wondershare, 300624.SZ)
Origin
Shenzhen, China / Vancouver, Canada
Domain history record
Publicly operating online service
Third-party tracking record
Not recorded or not verified
External information
Not recorded or not verified
Processing
Wondershare cloud async cutout pipeline (POST vapi.media.io/v1/ai/create/mai_fs -> POST /v1/ai/result/batch, server_s = 26.08s)
Retention statement
Workspace explicitly states free-tier creations are retained for 7 days (permanent storage for paid members)

A recorded statement does not verify deletion or all data-processing behavior.

Verifiable audit trail & evidence

Four SHA-256-verified stages link the benchmark fixture, same-run interface screenshots, native exported artifact and archived pricing sources.

Stage A · Benchmark fixture Curly-haired portrait

anchor_bgremove_v1 · Inspect fixture & file inspector →

Stage B · Same-run screenshots 3 flow screenshots archived

Captures entry rules, result view and export disclosure.

Stage C · Native exported file 2000 × 2000 · PNG

Open native exported file ↗

Stage D · Archived pricing sources 1 official source snapshots

Media.io official monthly/annual pricing and comparison table (snapshot ↗)

Screenshots, native output and official claims support different conclusions. Evidence grades are not product safety certifications.

Evaluation basis & full scores · Overall 61.8/100

Overall = honesty & reputation × 30% + capability × 70%. Component maxima follow this report’s rubric. List scores are rounded for display; original precision is retained here.

Scoring version 2.3.1 · Test fixture anchor_bgremove_v1

Honesty & reputation · 67/100 · 30%

CriterionScoreRationaleBasis
Pricing transparency20 / 35 Requires free Wondershare account sign-in (grants 5 signup credits plus 3 daily free credits claimable via the header gift icon). The generate button explicitly shows 'Generate 1' (1 credit per cutout) and exports an unwatermarked RGBA PNG within free credits, though guest trial without login is blocked. Evidence A →
Interaction restraint18 / 30 Requires login before accessing the workspace, displays a persistent 50%-off subscription banner and an AI ad promo card above the creation list, and opens an 'Edit Uploaded Image' confirm modal on large PNG uploads (which outputs 2000×2000, whereas JPEG uploads retain 2048×2048); however, clicking the download icon directly saves the transparent PNG without extra paywall popups. Evidence A →
Background & reputation18 / 20 Operated by Wondershare Technology (300624.SZ), a publicly listed multimedia software company with established global presence. Evidence A →
Engineering & privacy11 / 15 Submits cloud async jobs via POST vapi.media.io/v1/ai/create/mai_fs and polls POST /v1/ai/result/batch (server_s = 26.08s); workspace explicitly states free users' creations are kept for 7 days, and the page loads Sensors Data, Google Analytics, and Facebook Pixel. Evidence A →

Capability · 59.6/100 · 70%

CriterionScoreRationaleBasis
Task quality37.6 / 65 On our 2048×2048 ground-truth matte (evaluated on the 2026-10-21 same-run 2000×2000 RGBA PNG export): boundary MAD_band = 0.1365 (19.1/35), global SAD_k = 50.021 (7.7/15), MSE = 0.006244, Grad_err = 0.03018, foreground recall = 99.72%, and background leak = 0.290% (10.8/15). Main portrait torso is preserved, but outer curly hair strands exhibit noticeable background residue and haloing (37.6/65). Evidence A →
Deliverable specifications19 / 20 Clean unwatermarked RGBA PNG export (8/8); canonical 2048×2048 PNG upload exports at 2000×2000 (10,664,626 bytes, 95.37% pixel retention) after the upload crop confirmation dialog, while 2048×2048 JPEG input retains full 2048×2048 (11.0/12). Evidence A →
Processing speed3 / 15 2026-10-21 same-run CDP network timing: 26.08s server wait from POST /v1/ai/create/mai_fs (r4) to terminal POST /v1/ai/result/batch (r29) in the free queue (26.08s end-to-end, async_verified) (3.0/15). Evidence A →

Legacy scores may include advertised maximum capabilities. Read tested output separately from paid capabilities. Records without matching tiers and scope are not ranked together.

Revisions & corrections

Prepare a correction or update →
Benchmark evidence preview

Open original ↗