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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 iLoveIMGezgif.com Switch / compare
Background removal 83/100
2048 × 2048 · PNG
Not tested in topic Compare in task topic →
Image compression 92/100
2048 × 2048 · PNG
91/100
2048 × 2048 · PNG
Active task
Image upscaling 96/100
2048×2048 (PNG · 4.0x Full Resolution) · Historical description; output not attached
Not tested in topic Compare in task topic →
Detailed tool comparison
CriterioniLoveIMG Compress Image

Image compression

92/100
Seven-aspect task score

Login-free compression downloads automatically and links to further edits, reducing this PNG by about 59%; processing is cloud-based with a deletion control.

Tested export 2048 × 2048 · PNG

Historical test · 2026-10-18
Guest flow · Fixed PNG fixture · Output attached

Seven-aspect rationale →
Use tool ↗
Ezgif

Image compression

91/100
Seven-aspect task score

A classic 14-year-old no-login free utility supporting on-device WebAssembly lossless compression; ideal for users wanting 100% fidelity without sign-up.

Tested export 2048 × 2048 · PNG

Historical test · 2026-10-31
Guest flow · Fixed PNG fixture · Output attached

Seven-aspect rationale →
Use tool ↗
Pricing & rules
Pricing plans

Web single-user free, monthly, annual and enterprise quote; USD · 2026-10-20

Plan · source date
Monthly / one-time
Annual bill / period
Quota & limits
Free
Free
Free Basic tools and limited processing; AI background-removal allowance unspecified
USD 9/month
USD 60/year
Annual 2,000 AI credits listed; refresh cycle not stated on the card

All tools, priority support and no ads; 1–25 users selectable

Monthly 2,000 AI credits; reset period not stated on the card
Contact sales
Quoted
Quoted 25+ users; custom allowance and contracts

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

Pricing, FAQ and removal entry were rechecked. Premium lists 2,000 AI credits, but these pages do not specify removal cost, free image count or credit refresh cycle. Unlimited document processing does not establish unlimited AI removal. FAQ says file-count/size limits block processing; prices include VAT, with region-dependent reverse-charge invoicing.

Verification has gaps; unknown prices and quotas are not inferred.

Cancellation, sources & verification record

Upgrade, downgrade or cancel in account settings; refund terms not separately verified.

Official plans and usage terms ↗ · 2026-10-20 Capture 1 ↗ · Capture 2 ↗

Current pricing and AI credits ↗ · 2026-10-20 Capture 1 ↗

Official handling of usage limits ↗ · 2026-10-20 Capture 1 ↗

Background removal entry recheck ↗ · 2026-10-20 Capture 1 ↗

Ezgif 100% free web utility structure · 2026-10-30

Plan · source date
Monthly / one-time
Annual bill / period
Quota & limits
Free
Free
Free 100% free without login, up to 100MB file limit, unlimited daily uses

Animated GIF/WebP/AVIF maker, optimizer/compressor, video converter

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

All features are 100% free without sign-up or credit card, supporting files up to 100MB with unlimited conversions.

Cancellation, sources & verification record

Cancellation and refund terms unverified

Ezgif About & Engine Information ↗ · 2026-10-30 Capture 1 ↗

Task quality
Measured fixture results

File reduction: 59.02% · Output size: 1695.6 KB

File reduction: 13.95% · Output size: 3560.8 KB

Fixture findings

Reduced the tested PNG by about 59% with automatic download and no login; other inputs remain untested.

On-device WASM lossless optimization reduced file size by ~14% with flawless PSNR and SSIM fidelity; requires a few seconds of local computation.

Result & output evidence
Delivery capabilities
Recorded export specifications

2048 × 2048 · PNG · No watermark in test

2048 × 2048 · PNG · No watermark in test

Watermark observation

Watermark-free

Watermark-free

Batch & API

Supports batch drag-and-drop, Google Drive / Dropbox import, and developer REST API

Single or multiple file upload direct in web interface

Speed & reliability
Timing observation

Network-observed server wait: 3.4s · End-to-end reference: 5.6s

Recorded local processing time: 4s · End-to-end reference: 4s

Interaction experience
Account requirements

No login in this test

No login in this test

Manual adjustment

Not verified

Not verified

Background & reputation
Service lifecycle notice

Not verified

Not verified

Operator

iLoveIMG / iLovePDF

Ezgif.com

Engineering & privacy
Processing location

Uploaded for cloud processing

On-device processing

Retention statement

Claims deletion within 2 hours; deletion not independently verified

This flow runs locally; post-close deletion not independently verified

Benchmark evidence preview

Open original ↗