The Problem

When AI agents talk to each other in automated pipelines, nobody monitors the conversation. Agent A might say a project costs $1,000. Agent B says $5,000. Neither knows about the contradiction. The wrong number reaches the customer.

Worse: agents fabricate citations that look real. They invent URLs, DOIs, and paper references. They start confident and silently become unsure. One agent's hallucination becomes the next agent's trusted input.

         The Solution

InsAIts V2.4 monitors every message between your AI agents and catches problems before they propagate:

    5 Hallucination Detection Subsystems:    

- Cross-agent fact contradiction tracking (Agent A vs Agent B) - Phantom citation detection (fake URLs, DOIs, arxiv IDs) - Source document grounding (verify against your reference docs) - Confidence decay monitoring (agents losing certainty) - Self-consistency checking (contradictions within one response)

    Plus 6 more anomaly types:    

- Shorthand emergence (real words become abbreviations) - Context loss (topic switches mid-conversation) - Jargon creation (made-up acronyms) - Anchor drift (diverging from user's question) - LLM fingerprint mismatch - Low confidence detection

         Key Features

- Open-source core (Apache 2.0) - anomaly detection, hallucination detection, forensic tracing, dashboard, all integrations - 3 lines of code to start monitoring - Privacy-first: All processing runs locally on your machine - Works with any LLM: GPT-4, Claude, Llama, Gemini, Mistral - Choose your Ollama model: `insAItsMonitor(ollama_model="phi3")` - Framework integrations: LangChain, CrewAI, LangGraph - Ecosystem exports: Slack alerts, Notion, Airtable, webhooks - Forensic chain tracing: Trace any anomaly to its exact root cause - Premium features included via pip: Adaptive dictionaries, advanced detection, auto-decipher - 75+ automated tests covering all detection heuristics

         Who Is This For?

- Teams building multi-agent AI systems - Anyone using LangChain, CrewAI, or LangGraph in production - Companies where AI accuracy matters (finance, healthcare, legal, e-commerce) - Developers who want visibility into AI-to-AI communication

         Pricing

- Free: 100 messages/day (no API key needed) - Lifetime Starter: EUR99 one-time - 10K messages/day forever - Lifetime Pro: EUR299 one-time - Unlimited forever

First 100 users per tier only.

    Open-core model:     The core (anomaly detection, hallucination detection, forensic tracing, dashboard, all integrations) is Apache 2.0 open-source. Premium features (adaptive dictionaries, advanced detection, auto-decipher) ship with pip install -- proprietary but included in the package. You can also choose your own Ollama model for local processing.