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Cyberette vs Unfix

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Cyberette compared with Unfix
DetailCyberette logo CyberetteUnfix logo Unfix
What it doesDeepfake Detection Backed by Forensic Evidence Independent verification for bug fixes in C, C++ and firmware
StageStartup MVP
Founded2024 Not given
Based inNL Not given
Pricing modelContact for pricing Not given
PricingNot given Not given
Key features
  • Multi-layer forensic analysis examining visual inconsistencies, facial behaviour, audio anomalies, metadata, and traces of AI generation
  • Facial movement and expression analysis to identify signs of manipulation
  • Suspicious region pinpointing with visual indicators in images, videos and audio
  • Metadata and provenance inspection to identify inconsistencies
  • Explainable results and forensic reports for decision-making and legal proceedings
  • Flexible deployment options including cloud, on-premises, containerised and air-gapped setups
  • API and SDK integration into existing systems
  • Landmarking analysis detecting inconsistencies in facial features and face-to-background alignment
  • Behavioral signal analysis tracking blinking, breathing and emotional cues to confirm liveness
  • Cross-modality checks aligning and comparing audio and video streams to expose manipulation
  • Reproduces bugs deterministically on base version before applying fix
  • Verifies fix removal confirms bug returns
  • Scans diffs for masking patterns like disabled sanitizers and weakened tests
  • Runs on real hardware via STM32 NUCLEO boards and ST-Link
  • Integrates with AI coding agents as MCP tool
  • Posts verdicts as GitHub pull request comments
  • Provides per-test verdicts: FIXED, BROKEN, FLAKY ON THE BENCH, FLAKY WORSE
  • Runs entirely on your machines with no cloud dependency
  • Generates reports for change records and regulatory compliance
  • Runs builds and tests in Linux container on your machine
What makes it different
  • Forensic evidence-backed results with explainable indicators instead of guesswork
  • Research-grade technology backed by Rabobank and showcased at major tech events
  • Supports investigation, intelligence, law enforcement and legal workflows with evidence-ready outputs
  • Multimodal detection across video, audio, image and text with unmatched precision
  • Only verification tool that reverses the fix to prove tests actually catch the bug
  • Deterministic verdict with no AI language model in decision logic
  • Tests on real hardware boards, not just laptops
  • Detects masking techniques that hide bugs while passing tests
  • Validated public benchmark showing 4 VERIFIED and 6 REJECTED on real open-source bugs
Community votes00
DR (Domain Rating by Ahrefs)6 +1 (up) since last check3 −1 (down) since last check
Trust Flow (Majestic)40
Citation Flow (Majestic)80
Referring domains (Majestic)300

4 details filled in for both companies.

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