Synthetic Customer Chaos Lab

EXPLOIT
YOUR AI AGENTS
BEFORE ATTACKERS DO

AI-generated adversarial conversations expose policy loopholes, refund leakage, and chatbot weaknesses before they impact real customers.

1,000+
Conversations Generated
$13B+
Market Opportunity
24/7
Continuous Testing
The Challenge

The Gap Between Demo Performance and Real-World Resilience

Support operations face a critical gap between demo performance and real-world resilience. Generative AI-powered chatbots excel in controlled environments but struggle under authentic pressure scenarios including angry customers, code-mixed languages, incomplete information, and deliberate policy exploitation.

Inconsistent Policy

Current testing methods cannot economically simulate thousands of realistic support conversations to identify weak points.

Revenue Leakage

Exploited loopholes result in revenue leakage through refund policies, replacement workflows, and COD return handling.

Brand Trust Erosion

Degraded customer experiences erode brand trust when support systems fail under real-world pressure.

Our Solution

Three-Pillar Architecture

A comprehensive platform that transforms how you test and secure your customer support systems

Core Platform
Web-based simulation engine that ingests product catalogs and policy documents
  • SKU and pricing management
  • Refund rules and replacement criteria
  • COD terms and exception handling
AI-Powered Chaos
Generative AI creates adversarial customer personas that test policy boundaries
  • Emotional escalation tactics
  • Language switching mid-conversation
  • Creative policy interpretation
Evaluation Framework
Automated scoring across policy compliance and empathy dimensions
  • Policy compliance scoring
  • Tone analysis and empathy index
  • De-escalation technique evaluation
Features

Comprehensive Testing Platform

Three phases of powerful features designed to protect your business

1

Phase 1: Core Testing Platform

Mass Scenario Generation

Generate 1,000+ unique conversation scenarios from a single policy document. Each scenario tests different edge cases and policy interpretations.

Multi-Language Chaos

Inject chaos in English, Hindi, Hinglish, and Tamil. Test your support systems against code-mixed languages and regional variations.

Real-Time Violation Detection

Instant policy violation detection with detailed annotations. Know exactly where and why your policies are being exploited.

Conversation Replay

Full conversation replay with failure annotations. Review every interaction that led to policy breaches or system failures.

2

Phase 2: Analytics Dashboard

Top Failure Intents

Ranked list of scenarios causing the highest policy breaches. Identify your most vulnerable support workflows and prioritize fixes.

Refund Leakage Risk Score

Financial impact projection based on detected vulnerabilities. Understand the potential revenue loss from each policy gap.

Exploit Pattern Analysis

Common customer tactics that successfully bypass controls. Learn how adversaries exploit your policies and prepare defenses.

Suggested Policy Rewrites

Natural language recommendations to tighten loopholes. Get actionable suggestions for improving your policy documents.

3

Phase 3: Policy Patch Generator

Hackathon Innovation
Automated Policy Diffs

Automatically generates policy document diffs showing exact sentences to add or modify. Targets the top 3 exploited loopholes from test results.

  • Before/after comparison with predicted leakage reduction
  • Implementation priority ranking
  • Complete testing-to-fix workflow
Competitive Advantage

Unlike traditional load testing that focuses on infrastructure resilience, Havoc Machine targets business logic vulnerabilities in customer support workflows.

The Policy Patch Generator provides actionable remediation, not just problem identification, creating a complete testing-to-fix workflow that chaos engineering tools typically lack.

Who We Serve

Built for Support Excellence

D2C E-commerce Brands

Fashion, electronics, and FMCG companies with high return rates. Protect your revenue from policy exploitation and ensure consistent customer experiences.

Support Platform Agencies

BPOs and customer service consultancies managing multiple brands. Scale your quality assurance across all client accounts with automated testing.

Chatbot Vendors

AI platform providers needing pre-deployment validation tools. Ensure your chatbots are production-ready before they face real customers.

The global generative AI market for customer support exceeds $13 billion and is rapidly expanding

Organizations are seeking tools to ensure 24/7 support reliability and protect their revenue from policy vulnerabilities.

Pricing

Choose Your Plan

Start free and scale as you grow. All plans include core testing capabilities.

Freemium
Perfect for getting started
$0/month
  • 100 free test conversations per month
  • Basic scenario generation
  • Policy violation detection
Most Popular
Pro
For growing businesses
$299/month
  • 10,000 simulations per month
  • Basic analytics dashboard
  • Multi-language support
  • Priority email support
Enterprise
Custom solutions
Custom
  • Unlimited simulations
  • Policy Patch Generator
  • White-label deployment
  • API access
  • Professional services & consulting
Impact

Measurable Results

1,000+
Conversations per engagement
90%+
Vulnerabilities detected pre-production
$XXXK
Refund leakage prevented
50%
Faster time-to-fix
2x
Customer retention improvement

Ready to Protect Your Support System?

Start testing with 100 free conversations. No credit card required.