Skip to main content

Built by makers, shipped in public

Sign in

Kalytera vs Toxic

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

Kalytera compared with Toxic
Detail KalyteraToxic logo Toxic
What it doesCatch your AI agents' mistakes, block the dangerous ones On-device moderation that flags hateful, abusive and threatening text in 23 European languages, before the message is sent.
StageStartup MVP
Founded2026 Not given
Based inNot given NL
Pricing modelNot given Freemium
PricingFree: $0/month with 5,000 conversations/month, Langfuse or LangSmith integration, problems and Slack alerts, rules that block costly actions, no credit card required. Starter: $49/month for 25,000 conversations/month plus email support. Growth: $149/month for 100,000 conversations/month plus priorit Free up to 100k monthly active devices with unlimited inference. Custom licenses available.
Key features
  • Monitor AI agent conversations without code by connecting Langfuse or LangSmith
  • Judge conversations on six criteria: accuracy, goal alignment, decision quality, completeness, helpfulness, and factuality
  • Create code-based rules that block risky actions before they run
  • Group failures into problems with suggested rules and failure counts
  • Send Slack alerts for serious mistakes and reply checks immediately
  • Add to agents with one line of Python code for OpenAI Agents SDK, LangChain and LangGraph
  • Mask sensitive data like email addresses, phone numbers and card numbers before sending to Kalytera
  • Rules continue running offline if Kalytera goes down
  • Correct judge verdicts by marking conversations as passed or failed
  • 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
  • Rules are code-based, not AI, so they cannot be overridden or argued with
  • No code setup using Langfuse or LangSmith connections for immediate visibility
  • Rules continue protecting agents even when Kalytera is offline
  • Catches exact mistakes from real AI agent incidents like database deletes, account takeovers and crypto theft
  • Customer data stays on your servers; Kalytera only reads conversations, never writes or stores sensitive data
  • 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)1 no change since last check37 no change since last check
Trust Flow (Majestic)020
Citation Flow (Majestic)1439
Referring domains (Majestic)28616

5 details filled in for both companies.

More alternatives to Kalytera More alternatives to Toxic

Ask us