What does the Hive AI detector cover?
The Hive AI detector is part of a set of classification APIs for platforms and enterprises. As described on Hive’s website in October 2026, its AI-generated and deepfake content detection covers images and video through one endpoint, and audio including music and voice cloning. For images and video, it also returns the likely generative engine.
Beyond AI detection, Hive’s site lists:
- Hive moderation models for visual, text and audio content, covering categories such as NSFW, hate speech and violence.
- REST endpoints that return labels and scores in JSON, with on-premise deployment available.
- A free Chrome extension that spots AI-generated images, videos, text and audio, with no Hive login required.
- Pages for online communities, streaming platforms, marketplaces, dating apps, gaming, generative AI apps, publishers, insurers and financial services.
- A mention of a partnership with the Department of Defense.
When is Hive the better choice?
Hive is the better choice whenever detection has to run automatically inside your own product. Choose Hive if:
- You need an AI-generated image detection API. AnyFact has no public API yet.
- You moderate user uploads at volume and need NSFW, hate or violence classification as well. AnyFact does not moderate content.
- You need on-premise deployment for regulatory or security reasons.
- You want to know which generative engine likely produced an image.
- You need AI music detection.
- You want a free browser extension to check content while you browse. AnyFact has no extension.
Where AnyFact differs from Hive
AnyFact is built for a person reviewing a specific file, not for a pipeline. That changes what the result looks like.
A readable verdict instead of a score
AnyFact returns probably human, uncertain or probably AI, never a bare percentage. Each verdict lists its signals, explains them in plain language (English, French or Arabic), states the method’s limits and comes with a PDF report you can attach to a case file.
Provenance first
Before scoring, AnyFact reads C2PA content credentials and EXIF/XMP metadata. If they name a known AI generator, the verdict says so and gives that reason. Our content credentials checker shows exactly what a file declares.
Deepfake detection you can follow
The deepfake video detector scores one frame per second, runs a face-swap check when a frontal face is clearly visible, sends the soundtrack through the voice detector and marks suspicious moments on a timeline. The voice detector also checks the transcript for scam patterns such as urgency, secrecy and changed bank details.
Text, documents, code and websites in the same place
AnyFact also covers text, documents, code (beta, the least reliable of the seven) and whole websites. A fraud analyst can check the ID photo, the voice note and the PDF from the same case in one account.
Hive vs AnyFact: side by side
The table compares features only. Hive’s column reflects its website in October 2026.
| Criterion | Hive | AnyFact |
|---|---|---|
| Images | Yes, with likely generative engine | Yes, with provenance and visible anomalies |
| Video and deepfakes | Yes | Yes, frame by frame with timeline |
| Voice | Yes, including voice cloning | Yes, with scam-pattern check |
| Music | Yes | No |
| Text | Via its Chrome extension | Yes (English, French, Arabic) |
| Documents, code, websites | Not stated | Yes (code in beta) |
| Content moderation | Yes | No |
| Provenance (C2PA, metadata) | Not stated | Yes, checked first |
| Result format | Labels and scores in JSON | 3-level verdict, explanation, PDF report |
| API | Yes, REST | Not yet |
| On-premise deployment | Yes | No |
| Chrome extension | Yes, free | No |
| Main audience | Platforms, trust and safety, enterprises | People reviewing individual files |
“Not stated” means we did not find the feature described on the vendor’s website in October 2026; it does not mean the feature is missing. Offers change often, so if a feature matters to your decision, check the vendor’s current site or ask its team directly before you commit.
AI Video & Deepfake Detector · Free plan
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What other deepfake detection tools are there?
Several companies offer deepfake detection, with different audiences. Based on their websites in October 2026:
- Sightengine offers AI image, video, voice and music detection, face-swap detection and moderation, through an API built for developers.
- TruthScan covers images, documents, video, voice and text, with APIs and a focus on fraud, trust and KYC teams.
- Copyleaks lists a deepfake detector alongside its text, image and video tools.
For a wider comparison across text tools too, see our guide to the best AI detectors. If you run moderation, read our page on trust and safety moderation.
When you compare deepfake detection tools, ask each vendor the same five questions:
- Does the tool read provenance data such as C2PA content credentials, or only score pixels?
- Does it analyse the whole video, or a sample of frames? Does it check the soundtrack separately?
- What happens when no face is visible, or when the face is small or turned away?
- Does the result point to specific moments or regions, or give one score for the whole file?
- What does the vendor say about compressed clips from messaging apps and social networks, the files you are most likely to receive?
Clear answers to these questions tell you more about a tool than any marketing claim.
When does a Hive AI detector alternative make sense?
A Hive AI detector alternative makes sense when a person, not a pipeline, reviews the content and has to justify a decision. In those cases an explained verdict and a report matter more than throughput.
Fraud and KYC case review
An analyst looking at a suspicious onboarding file may have an ID photo, a selfie video and a PDF statement. AnyFact checks each one, reads provenance data first and produces a PDF report for the case file. Our page for fraud and KYC teams covers the workflow.
Suspected voice-clone calls
When a finance team receives a voice note asking for an urgent transfer, the question is not only whether the voice is synthetic but whether the message follows a scam script. AnyFact’s voice detector scores each segment and checks the transcript for urgency, secrecy, money requests and changed bank details. See our page on voice clone scams.
Newsroom and fact-checking work
A verification desk needs to say why it believes a clip is manipulated. A timeline of suspicious moments and a written explanation are easier to cite than a score. Pair any tool with manual checks and other sources.
When to stay with an API-first tool
If you need to screen every upload on a platform, block content automatically or combine AI detection with NSFW and hate-speech moderation, an API-first service such as Hive is the right category. AnyFact is not built for that today.
How to test any deepfake or AI image detector yourself
Run Hive, AnyFact and any other candidate on the same files. For images and video, a fair test set includes:
- 01Real photos and videos you took yourself, including low-light shots and heavily compressed clips from messaging apps. These measure false positives.
- 02AI images and videos from several generators.
- 03Edited files: AI images that were cropped, resized or screenshotted, and real photos with filters.
- 04Files with and without content credentials, to see whether each tool reads provenance.
- 05Run every file through every tool and record the verdict and the reason given.
- 06Count the real files flagged as AI first.
Our guide on how to spot a deepfake video lists the manual checks to run in parallel. A result is an indication, not proof, especially on compressed or cropped files.
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Frequently asked questions
What is a good Hive AI detector alternative?
If you need an API for platform moderation, Sightengine and TruthScan describe developer APIs on their sites. If you need a person to check individual files and get an explained verdict, AnyFact covers seven content types in a web app.
Does AnyFact have an AI-generated image detection API?
Not yet. AnyFact is a web app in beta, with a free plan and no public API. If you need to screen uploads automatically, Hive and other API-first tools are the better choice today.
Does AnyFact do content moderation like Hive?
No. AnyFact only checks whether content looks AI-generated. It does not classify NSFW, hate or violence. For that, use a moderation service.
Can deepfake detection be wrong?
Yes. Every deepfake detector can be wrong in both directions. Compressed, cropped and edited files are the hardest cases. Treat a result as an indication, not proof, and never act against a person on a detector result alone.
How long does AnyFact keep my files?
Uploaded files are deleted after 30 days. Processing uses Modal for compute, Supabase for storage and Anthropic’s Claude for the second opinion and explanation.