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FynoLabs vs Toxic

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

FynoLabs compared with Toxic
DetailFynoLabs logo FynoLabsToxic logo Toxic
What it doesManaged AI trainers, LLM evaluators and benchmark authors for AI labs and data partners 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 inIN NL
Pricing modelContact for pricing Freemium
PricingNot given Free up to 100k monthly active devices with unlimited inference. Custom licenses available.
Key features
  • Coding-agent benchmarks in Terminal-Bench and SWE-bench style
  • Research reproduction in PaperBench style
  • Model evaluation and RLHF with preference ranking
  • Long-horizon agent tasks with planning and tool use
  • STEM and expert reasoning questions at PhD level
  • Trial task scoring before work begins
  • Peer review on every item
  • Senior reviewer calibration on each batch
  • Product design and full-stack development for SaaS and AI
  • LLM assistants and voice AI integration
  • 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
  • One programme lead and point of contact instead of managing hundreds of individual profiles
  • Scored trial on your rubric for every expert, not just CV and quiz screens
  • Second review on every item plus senior calibration, not just spot checks
  • Published quality numbers: 2,500+ tasks authored, 90% acceptance rate, 4.89/5 rating
  • Pilot staffing in days with 5 to 10 experts
  • 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 votes00
DR (Domain Rating by Ahrefs)5 +5 (up) since last check37 no change since last check
Trust Flow (Majestic)020
Citation Flow (Majestic)039
Referring domains (Majestic)1616

5 details filled in for both companies.

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