Skip to main content

Built by makers, shipped in public

Sign in

Citrusˣ vs Toxic

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

Citrusˣ compared with Toxic
DetailCitrusˣ logo CitrusˣToxic logo Toxic
What it doesValidate and monitor AI and LLM models for accuracy, robustness, and governance 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 inIL NL
Pricing modelNot given Freemium
PricingNot given Free up to 100k monthly active devices with unlimited inference. Custom licenses available.
Key features
  • Real-time monitoring and alerts for model mistakes
  • Comprehensive validation metrics for stability and accuracy
  • Model explainability at global and local levels
  • Detection of anomalies and model vulnerabilities
  • Bias and fairness analysis
  • Governance tools for regulatory compliance
  • Automated real-time reporting for stakeholders
  • Actionable mitigation steps and risk reduction
  • Production monitoring to prevent performance deterioration
  • Real-time prediction explanation with error and certainty metrics
  • 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
  • Outperforms international explainability benchmarks like SHAP and LIME
  • Unique ability to dive into local samples in real time
  • Patent-pending proprietary methodology
  • Comprehensive solution covering development and deployment
  • 82% faster time to production
  • 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)25 no change since last check37 no change since last check
Trust Flow (Majestic)620
Citation Flow (Majestic)1639
Referring domains (Majestic)77616

4 details filled in for both companies.

More alternatives to Citrusˣ More alternatives to Toxic

Ask us