Hive AI-Generated Content Detection

Hive AI-Generated Content Detection combines separate detectors for images and video, text, and audio with a free Chrome extension. It is aimed at developers, platforms, and teams that need coverage across several media types. Its broad integration and deployment choices are compelling, but daily API limits and threshold tuning make it a considered choice rather than a plug-and-play verdict engine.

Overview

Hive provides dedicated AI-content detection APIs instead of treating every format as the same problem. Visual analysis covers AI-generated imagery, video, and deepfakes; text and audio have their own endpoints. A browser extension handles quick checks, while REST APIs and on-premises deployment support products and controlled environments. Hive was founded in 2013 and is operated by Castle Global, Inc., with headquarters in San Francisco.

Key features

The image and video endpoint returns confidence scores and, when identifiable, the image-synthesis source. Running deepfake models alongside generation models gives teams a broader visual screening function, although the score still needs a threshold chosen for the consequences of a false positive or false negative.

Text detection supplies an overall classification and confidence score, then scores each 2,048-character segment. That segmentation is useful when a long submission contains only a suspicious passage, rather than forcing reviewers to treat the whole document alike. Audio is split into 10-second chunks, with each chunk labelled AI-generated or not AI-generated and assigned its own confidence score. This granularity helps locate suspect moments but adds interpretation work.

The free Chrome extension scans images, videos, text, and audio in real time without a fee or Hive login. It is a practical option for occasional browser checks and quick triage. Developers instead get REST endpoints, parseable JSON labels and scores, documentation, and code samples. File uploads and batch scanning are supported; report exports are not, so teams needing formal downloadable reports will need another workflow.

Hive recommends starting with model-specific confidence thresholds and refining them for each use case. Its guidance includes 0.9 for AI-generated images and 0.9 on any frame for AI-generated video. Hive says its team can assist with integration and threshold selection through its contact form.

Security and control features are aimed at organizational deployments: SOC 2 Type II compliance, TLS encryption in transit, SAML single sign-on, and configurable data retention. Customers own submitted and generated data and can request account and associated-data deletion through support. On-premises deployment is available for the detection APIs.

Pricing

The Developers plan is free, billed $50+ in Free Credits after adding a payment method. It includes access to 10+ Hive Models with default rate limits, while selected models are pay-as-you-go. This is the sensible starting point for integration experiments, but adding a payment method and using default limits makes it less suitable for unplanned public-scale traffic.

AI Video Detection costs $6 a month, billed $6.00 / 1000 Video Frames, with 100 requests/day. AI Image + Deepfake Classifier also costs $6 a month, billed $6.00 / 1000 Image Requests, with 100 requests/day. AI Audio Classifier costs $10 a month, billed $10.00 / Audio Hour, also with 100 requests/day. These focused plans suit teams using one primary modality; higher limits require contacting sales.

Enterprise uses custom pricing to fit organizational usage. It includes all Hive Models and the Moderation Dashboard, the highest rate limits, premium support, and multi-region support for high-volume deployments. It is the appropriate tier when the 100-request daily defaults or deployment scale become operational constraints.

Platforms

Hive runs on the web and through APIs, a Chrome extension, and self-hosted deployment. The extension is the lowest-friction route for individual scans; APIs fit applications and batch pipelines; on-premises hosting addresses organizations that need deployment control. Hive does not provide report exports.

Who it's for

Social platforms, insurers, expense tools, dating and gaming apps, and livestreaming services are all plausible fits for its media-specific models and machine-readable responses. Developers benefit from REST integration and code samples, while security-conscious organizations can use SAML, retention controls, and on-premises deployment. Someone who only needs occasional browser checks should use the free extension rather than pay for API capacity.

Pros and cons

• Pros: Separate image/video, text, and audio detection covers more formats than a single-purpose checker.
• Pros: Segment- and chunk-level scores can pinpoint suspicious text or audio sections.
• Pros: The extension is free and requires no Hive login, while APIs return parseable JSON.
• Pros: On-premises deployment, configurable retention, SAML, and stated SOC 2 Type II compliance support controlled enterprise use.
• Cons: Focused API plans default to 100 requests per day, which can constrain production workloads.
• Cons: Confidence scores require model- and use-case-specific threshold tuning rather than a universal decision rule.
• Cons: Report exports are unavailable, limiting built-in reporting workflows.

Alternatives

For a broader directory of options, see AI Deepfake Detection Tools and AI Content Detection Software.

Netarx is a better fit when Android, iOS, macOS, Windows, and extension access, plus video, voice, and email protection, matter more than Hive's multi-format API detail. Choose FauxLens for a freemium forensic workflow with 40 free credits and four detections. ForgeSpy suits users wanting mobile apps and a small sign-up credit allowance. Tayanch is worth considering for API evaluation with 100 free monthly checks and per-image pay-as-you-go pricing. Deepfake Detector offers a 50-detection monthly free tier with AI/Human verdicts and TrustScore. Reality Defender is an alternative for API and self-hosted deployments, with a free tier covering 50 scans per month and up to three seats. Resemble Detect combines audio, image, and video detection with platform and API access on its free Flex plan. Unreveal is another paid API and desktop option.

Verdict

Choose Hive when you need one provider for visual, text, and audio detection, machine-readable API results, and the option to deploy on premises. The free extension makes it accessible for individual checks, while enterprise controls support larger integrations. Look elsewhere if you need generous out-of-the-box request quotas, exported reports, or a detector that does not require careful threshold calibration.