Plurai
A real-world trust platform for AI agents, combining simulation, evaluation, and guardrails to bring agents from prototype to reliable production.
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Product Overview
What is Plurai?
Plurai is a production-grade trust platform designed for teams building and deploying AI agents. It addresses the core challenge of bridging the gap between a working prototype and a reliable, safe production system. The platform combines three pillars: a simulation engine that generates realistic, exhaustive test scenarios; an evals and guardrails layer powered by purpose-built small language models (SLMs) trained on your specific use case; and a research-backed optimization loop that continuously improves agent performance. Plurai integrates with existing CI/CD pipelines and can be deployed within a customer's own VPC for maximum data control.
Key Features
Simulation Engine
Generates realistic, multi-turn interaction scenarios tailored to your product and policies, enabling exhaustive edge-case coverage and reducing time to production by up to 7x.
Auto-Trained SLM Evals
Builds high-accuracy evaluation models from a simple prompt or data samples in minutes, delivering over 43% failure rate reduction and 8x cost savings compared to GPT5-mini-based LLM-as-judge approaches.
Real-Time Guardrails
Deploys ultra-fast (<100ms latency) guardrails that intercept policy violations, hallucinations, and harmful outputs in real time without impacting agent response time.
Vibe-Training
A proprietary intent calibration process that deeply understands your task in natural language and auto-generates a high-quality synthetic training set and consistent evaluator — no labeled data required.
Broad Semantic Task Coverage
Supports a wide range of evaluation tasks including conversation evaluation, grounding validation, sentiment analysis, policy compliance, toxicity detection, tool invocation validation, and more.
CI/CD & VPC Integration
Connects directly to CI/CD pipelines for automated regression testing, and can be fully deployed within your VPC for enterprise-grade security, data control, and compliance.
Use Cases
- Agent Pre-Deployment Testing : Engineering teams use Plurai's simulation platform to generate exhaustive test scenarios and validate agent behavior before releasing to production, catching failures before users do.
- Production Monitoring & Protection : Teams running live customer-facing agents deploy Plurai's real-time guardrails to block policy violations, PII leaks, and off-brand responses at inference time.
- LLM-as-Judge Replacement : Organizations replace expensive, inconsistent LLM-as-judge setups with Plurai's purpose-built SLMs to achieve better accuracy at a fraction of the cost and latency.
- Continuous Quality Improvement : Product teams integrate Plurai into CI/CD workflows to run automated evaluations on every release, maintaining quality standards as agents evolve.
- Enterprise Compliance Enforcement : Compliance and legal teams use policy compliance classifiers and custom guardrails to ensure AI agents never violate regulatory, safety, or brand guidelines at scale.
FAQs
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