ChronoVerify vs Hive
Hive and ChronoVerify solve different problems. Hive is a broad AI platform whose AI-generated and deepfake detection returns confidence scores for whether media was produced by AI, across images, video, and audio. ChronoVerify reads and cryptographically validates content provenance and capture time and returns a deterministic verdict. This page compares them factually, with every Hive claim linked to Hive's own pages and dated.
In one line each
- Hive returns AI-generated and deepfake confidence scores; ChronoVerify returns a deterministic provenance verdict. They answer different questions.
- ChronoVerify validates C2PA Content Credentials against the official trust list and reads capture time; Hive surfaces C2PA metadata as a raw, unvalidated signal.
- Both are self-serve. Hive's AI image detection is published at $6.00 per 1,000 requests; ChronoVerify is a flat $0.003 per image.
- ChronoVerify produces a signed PDF audit report for any image it checks.
At a glance
| What buyers weigh | Hive | ChronoVerify |
|---|---|---|
| Primary purpose | A broad AI API platform; its AI-generated and deepfake detection sits under fraud detection as a probabilistic classifier.12 | Validate content provenance and capture time and return a deterministic verdict. |
| What a result is | Confidence scores from 0 to 1 for AI-generated and deepfake content, plus the likely generative engine and per-face deepfake classifications, returned as JSON.23 | One verdict (provenance_confirmed, consistent, inconclusive, metadata_anomaly, or manipulation_indicated) plus a 0 to 100 confidence and every signal. |
| C2PA Content Credentials | Surfaces C2PA metadata as one raw input signal and warns it can be stripped or falsified; it does not describe cryptographic trust-list validation.4 | Reads and cryptographically validates embedded C2PA credentials against the official C2PA and CAI trust lists, returning trusted, valid, or invalid. |
| Capture time | Its output is AI-generation and deepfake confidence scores across images, video, and audio.2 | Reads the EXIF capture time, notes its source, and checks it for internal consistency. |
| Pricing | Published per-request rates: AI Image Detection at $6.00 per 1,000 requests, Visual Moderation at $3.00 per 1,000, and an Enterprise tier through sales.5 | Flat $0.003 per image; the first 100 each month are free with any key. |
| Getting started | Self-serve: a V3 instant-on API key you can use immediately; the V2 enterprise tier requires a Hive sales representative.6 | Self-serve: a free public verifier, an API key in minutes, and prepaid credits from $5. |
| Auditable record | Returns production-ready JSON labels and scores; no signed audit artifact is described on its pages.2 | An Ed25519-signed PDF audit report at $2.00 per report. |
Sources and check dates below.
Where each fits best
Choose Hive, or another probabilistic detector, when you want a likelihood score that an image, video, or audio clip is AI-generated or a deepfake, with model coverage that tracks new generators.
Choose ChronoVerify when you need to read and cryptographically validate provenance and capture time, work with C2PA Content Credentials, and keep a signed audit record. It is provenance-first. See the method page and the pricing page.
What a verdict tells you
ChronoVerify returns the photo's capture time, the capture device, the validated provenance state, and the file hashes, as a typed verdict with a confidence. It is not a deepfake or AI-generation detector, and a verdict is investigative triage, not proof: a clean result means a file's saved data is internally consistent, not that the scene it shows is real. Never use a verdict as the sole basis for an automated decision about a person.
ChronoVerify's own pixel layer is classical forensics, not AI scoring: block-level error-level analysis and noise-dispersion signals flag locally edited or spliced regions as triage for human review, with documented failure modes on recompressed images.
An auditable record
For teams working toward EU AI Act Article 50 transparency, ChronoVerify reads and validates the C2PA Content Credentials the Commission's Code of Practice points to, and produces a signed audit record of each check. See the compliance page for scope. ChronoVerify is a verification and audit layer, not a certification, and not legal advice.
Common questions
Is ChronoVerify a deepfake detector like Hive?
No. Hive returns confidence scores for whether media is AI-generated or a deepfake. ChronoVerify is provenance-first: it validates Content Credentials and capture-time metadata and returns a deterministic verdict.
Does Hive validate C2PA Content Credentials?
Hive surfaces C2PA metadata as one raw signal and notes it can be stripped or falsified; it does not describe cryptographic trust-list validation. ChronoVerify validates Content Credentials against the official C2PA and CAI trust lists and reports trusted, valid, or invalid.
How does the pricing compare?
Hive publishes per-request rates, with AI Image Detection at $6.00 per 1,000 requests and an Enterprise tier through sales. ChronoVerify is a flat $0.003 per image with the first 100 each month free and a free public verifier.
Can I use both?
Yes. A common pattern is a probabilistic detector for an AI-or-real signal and ChronoVerify for provenance validation, capture time, and a signed audit record. They answer different questions.
Is ChronoVerify C2PA conformant?
Yes. ChronoVerify is a C2PA Conformant Validator on the C2PA Conforming Products List, record 019f8a20-6452-7a43-b11b-59d0b0e4a84a, covering validation of JPEG, PNG, WebP and AVIF under C2PA specification 2.2. The list is public, so you can check the record yourself. It covers validation rather than generation: ChronoVerify reads and validates Content Credentials, it does not sign them.
Sources
Every Hive claim on this page is taken from Hive's own public pages, linked below and checked on the date shown. Prices and product details change, so these claims are re-checked on a quarterly basis.
- Hive home: AI to understand, search, and generate content (Hive page, verified June 29, 2026)
- Hive AI-Generated Content Classification: detection confidence scores returned as production-ready JSON (Hive page, verified June 29, 2026)
- Hive blog: deepfake detection, per-face classification, confidence scores from 0.0 to 1.0 (Hive page, verified June 29, 2026)
- Hive docs: C2PA metadata surfaced as a field, with a note it can be stripped or falsified, so view the response holistically (Hive page, verified June 29, 2026)
- Hive pricing: AI Image Detection $6.00 per 1,000 requests, Visual Moderation $3.00 per 1,000, Enterprise Contact Sales (Hive page, verified June 29, 2026)
- Hive docs FAQ: V3 self-serve instant-on API key; V2 enterprise requires a Hive sales representative (Hive page, verified June 29, 2026)
See what it returns on one of your own photos.
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