Looking for a Hive (now Deploy) alternative?
Hive (now Deploy) is built for trust and Safety teams at platforms who need to identify synthetic images, video and audio at scale. If you want something different, here are the questions that matter, and where Witness fits.
Hive (now Deploy) may already fit your needs. People usually look elsewhere for a different price, a different kind of media, a browser extension or a simpler result. Test any option on your own images first.
Witness and Hive (now Deploy) at a glance
| Witness | Hive (now Deploy) | |
|---|---|---|
| Built for | People and teams who want a quick, plain-language check of whether an image or video is likely AI-generated or face-swapped, in the browser or by API | 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 and video. Voice is an experimental beta | Image, Video, Audio |
| Free option | Try a few scans with no account. A free account includes 20 image scans a month | 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 | Free, Pro at $15 a month ($10 a month billed annually at $120), and custom Enterprise | Developers Pay-as-you-go usage billing; Enterprise Custom pricing |
| API | Yes, see the API docs | yes |
| Browser extension | Yes, Chrome extension | yes: Chrome Extension stated on the product page |
Hive (now Deploy) details were read from the vendor's own pages on 2026-11-13.
Choosing a Hive (now Deploy) alternative
Five questions that separate a good replacement from a sideways move.
What media do you check?
Images, video, audio or text. Coverage differs between tools, so match it to your use.
How do you want to use it?
A web tool, a browser extension or an API suit different workflows.
How is it priced?
Free tiers, subscriptions and per-use credits suit different volumes. Check the vendor's pricing page.
Does it explain its result?
A heatmap and a plain explanation help you judge a result instead of trusting a bare score.
Does it admit its limits?
No detector is perfect. Prefer tools that show a confidence level and say what they cannot do.
Honest limits
- 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 the best Hive (now Deploy) alternative?
It depends on what you check and how. Witness is a good fit for quick checks in the browser with a Chrome extension and a plain-language explanation. Other detectors may suit API-heavy or enterprise needs better.
Is there a free Hive (now Deploy) alternative?
Witness lets you try a few scans without an account, and a free account includes a monthly allowance.
Can I use more than one detector?
Yes. Detectors disagree at times, and checking a second one is a sensible habit for important images.
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.