Hive (now Deploy): what it is and who it suits
A factual overview of Hive (now Deploy), based on what the vendor says on its own site. Witness is a competing product, so we stick to what is stated and link every source.
Hive (now Deploy) describes itself as built for trust and Safety teams at platforms who need to identify synthetic images, video and audio at scale. Media covered: Image, Video, Audio.
Hive (now Deploy) at a glance
| Hive (now Deploy) | |
|---|---|
| Built for | Trust and Safety teams at platforms who need to identify synthetic images, video and audio at scale (stated: improve verification, reduce AI slop in feeds, flag artificial or exploitative media). |
| Media covered | Image, Video, Audio |
| Free option | Free detection tools are stated (Hive Detect web tool, X Bot, Chrome Extension). Pricing page states the AI image and video detection API as contact sales; Developers plan is pay-as-you-go. A free API tier for AI detection is not stated on page. |
| Pricing | Developers Pay-as-you-go usage billing; Enterprise Custom pricing |
| API | yes |
| Browser extension | yes: Chrome Extension stated on the product page |
Read from the vendor's own pages on 2026-11-13.
What to check about Hive (now Deploy)
Test it on your own images
Vendor accuracy claims use their own test sets. Run the images you care about and compare.
Check the current pricing
Plans change. Confirm on the vendor's pricing page before you commit.
Read how it explains results
Look for a confidence level, a heatmap or reasons, not only a label.
A note on detectors
- Witness reports a likelihood with a confidence score. It does not prove anything on its own.
- No detector catches every image. New generators can be missed until detection catches up, and heavy compression or screenshots can lower confidence.
- A real photo can be flagged and an AI image can pass. Treat a result as one input, alongside the source, context and other checks.
Frequently asked questions
What is Hive (now Deploy)?
Hive (now Deploy) describes itself as built for trust and Safety teams at platforms who need to identify synthetic images, video and audio at scale.
Is Hive (now Deploy) free?
Free detection tools are stated (Hive Detect web tool, X Bot, Chrome Extension). Pricing page states the AI image and video detection API as contact sales; Developers plan is pay-as-you-go. A free API tier for AI detection is not stated on page.
How does Witness compare with Hive (now Deploy)?
See the side-by-side comparison. In short, Witness focuses on quick, plain-language checks of images and video in the browser or by API.
Sources
- hivemoderation.com/ai-generated-content-detection read 2026-11-13
- hivemoderation.com/pricing read 2026-11-13
- deploy.com/pricing read 2026-11-13
Competitor details come from each vendor's own public pages on the dates shown. Products change, so check the vendor's site before you decide.
Related
Don't guess. Witness it.
Free to try. No account needed for your first scans. Witness gives a likelihood with a confidence percentage, not a certainty.