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Ocular AI vs Toxic

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

Ocular AI compared with Toxic
DetailOcular AI logo Ocular AIToxic logo Toxic
What it doesEncoding Human Expertise into Machines On-device moderation that flags hateful, abusive and threatening text in 23 European languages, before the message is sent.
StageNot given MVP
FoundedNot given Not given
Based inUS NL
Pricing modelNot given Freemium
PricingNot given Free up to 100k monthly active devices with unlimited inference. Custom licenses available.
Key features
  • Converse-STT Benchmark for speech-to-text evaluation
  • Converse-Diarization Benchmark for speaker attribution
  • Expert network with domain specialists
  • Audiovisual conversational datasets
  • Multilingual conversational AI datasets
  • Open-source model post-training research
  • Three separate scores: hateful, abusive, threat
  • Ten target signals under the hate score: race, color, religion, descent, national or ethnic origin, sexual orientation, gender, disability, age, other
  • Runs fully on device with no server calls
  • Supports 23 European languages from one model file
  • 80MB model size optimized for iOS, Android, and browser
  • 0.847 macro F1 accuracy on Multilingual HateCheck
  • Warn before message is sent
  • Comment triage without infrastructure
What makes it different
  • Real-world conversational data from elite professionals
  • Multimodal and multilingual expertise encoding
  • Rigorous benchmarking with open-source evaluation tools
  • Custom data pipelines for each discipline and accent
  • Focus on nuance beyond scale, capturing lived experience
  • Multilingual support across 23 European languages in a single 80MB model
  • Complete privacy with no data leaving the device
  • Free access up to 100k monthly active devices with unlimited inference
Community votes10
DR (Domain Rating by Ahrefs)27 −1 (down) since last check37 no change since last check
Trust Flow (Majestic)420
Citation Flow (Majestic)3239
Referring domains (Majestic)264616

4 details filled in for both companies.

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