Verdict
AI-assisted photo search and culling software for photographers with large local archives, sold as a one-time purchase that runs without uploading files to the cloud.
Free, open-source, cross-platform photo cataloging software for large RAW libraries, with tagging, geotagging and duplicate detection, meant to pair with a separate RAW editor.
A cloud service for storing, resizing, optimizing and delivering images via API and CDN, aimed at developers building web and mobile apps that handle images at scale.
A self-hosted file-sync and collaboration platform some organisations stretch into asset-library duty; tagging, batch metadata editing and dynamic tag-based collections are still limited or missing.
Price published
No
Yes
Yes
Yes
Billed on
One-off purchase, no subscription
Free software, no licence fee
Storage ($5 / 100,000 images stored / month), delivery ($1 / 100,000 images delivered / month), and transformations (first 5,000 unique transformations/month free, then $0.50 / 1,000 unique transformations/month). A unique transformation is billed per distinct parameter combination (e.g. same image at 100x100 and 200x200 counts as two). Storage/delivery charges apply only to images hosted in Cloudflare Images; transforming externally-hosted images is billed only under transformations.
Subscription per user per year, cheaper at volume
Deployment
On-premise
On-premise
Cloud
On-premise, Cloud
Free plan
No
Yes
No
Yes
Free trial
Yes
No
No
No
Transparency index
60%
100%
Not checked
80%
Most common complaint
The amount is not on the product page — it lives on the reseller’s storefront
It has no collaboration, permissions or approvals by design
Not checked
It is a file platform with DAM features rather than a DAM: asset-level metadata and rights are thinner