Don't just monitor AI failures.
Stop them.
AI agents leak customer data, get stuck in loops, and waste tokens on conversations that go nowhere. VeriOps catches every failure before it reaches your customers.
VeriOps monitors every agent operation in real-time
Your Agents Are Failing Right Now
We analyzed 660 real customer service conversations. The results are alarming.
PII Leaks
instances found
Agents send SSNs, emails, and phone numbers directly to customers. Every leak is a compliance violation.
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Token Waste
of tokens wasted
45% of all agent tokens are spent on conversations that never resolve. That budget goes straight to waste.
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Agent Loops
of agents loop
1 in 3 agents gets stuck calling the same tool repeatedly. Nobody notices until the bill arrives.
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VeriOps Catches What Others Miss
Real output from Claude Sonnet. Same conversation. VeriOps auto-redacted all PII before it reached the customer.
Agent Response
Name: Sarah Johnson
Email: sarah.johnson@email.com
Phone: 555-867-5309
SSN: 123-45-6789
Agent Response
Name: Sarah Johnson
Email: [EMAIL REDACTED]
Phone: [PHONE REDACTED]
SSN: [SSN REDACTED]
One Line of Code. Four Layers of Protection.
Add VeriOps to your existing agent in seconds. No configuration. No API dependency.
from veriops.langchain import VeriOpsCallback
# One line — that's it
handler = VeriOpsCallback()
agent.invoke(input, config={ "callbacks": [handler] })
What No Other Tool Can Do
Six capabilities that exist only in VeriOps. Not in Galileo. Not in LangSmith. Nowhere else.
Predictive PII
Predicts which tool calls will return PII before they execute. Auto-enables redaction proactively.
Auto-Redaction
SSN → [SSN REDACTED]. Automatically. Before the customer ever sees it. Zero latency.
Loop Breaking
Detects agents calling the same tool repeatedly. Breaks the loop at call 3 and suggests alternatives.
Token Savings
Identifies and eliminates wasted operations. Escalates failing conversations before they burn your budget.
Early Escalation
After just 3 operations, VeriOps knows if a conversation will fail. Recommends human handoff in time.
Per-Client Learning
Trains a custom model on your data. Gets smarter with every conversation. Your model, your moat.
A Model That Learns Your Agent
VeriOps doesn't ship a generic model. It trains a custom model on YOUR data that gets smarter with every conversation.
Install & Monitor
Behavioral rules work immediately — loops, PII, injection detected out of the box. VeriOps silently collects operation patterns in the background.
Train Your Model
One command trains a LightGBM model on YOUR agent's data. It learns YOUR tools, YOUR failure patterns, YOUR edge cases. Nobody else's data touches your model.
Keeps Improving
Every conversation makes the model smarter. It discovers patterns you didn't know existed. "Your update_payment tool fails 73% after verify_identity."
Your Data Never Leaves Your Infrastructure
How it works technically:
- VeriOps core runs 100% on your machines — no cloud dependency
- Training happens locally using YOUR GPU/CPU — we never see your data
- PII auto-redaction happens in-memory — original data is never stored
- API key validation is the only external call — and it sends zero data
Why this matters:
- GDPR/HIPAA compliant by design — no data leaves your perimeter
- No vendor lock-in — your model is yours, runs without us
- Air-gapped environments supported — works fully offline
- Your trained model is your moat — competitors can't replicate months of learning
This Is Already Happening
Real incidents. Real fines. Real consequences. AI agent failures aren't hypothetical.
€5M Fine — Chatbot PII Violation
Italy fined AI company Luka €5 million for collecting and processing PII without consent through their Replika chatbot.
700+ Court Cases Involve AI Hallucinations
Over 700 court cases now involve AI-generated hallucinations. A federal judge ruled chatbot output IS a product subject to liability laws.
$10.22M Average Data Breach Cost
US data breach costs hit an all-time high. Organizations with shadow AI face an additional $670K in breach costs.
66.5% of AI Projects Overrun Budget
Two-thirds of organizations experience AI budget overruns. First-year overruns typically run 30-40% over initial budget. Agentic AI uses 5-30x more tokens than basic chatbots.
VeriOps exists to prevent your company from becoming the next headline.
Start protecting your agentsBuilt for teams that take AI reliability seriously
“We were flying blind before VeriOps. Now we know instantly when an agent is looping or leaking data.”
Early Beta Tester
Head of AI, Enterprise SaaS
“The predictive PII feature is game-changing. It catches leaks BEFORE they happen. Our compliance team finally sleeps at night.”
Early Beta Tester
VP Engineering, FinTech
“45% of our agent tokens were being wasted. VeriOps showed us exactly where and saved us thousands per month.”
Early Beta Tester
CTO, Customer Service Platform
Testimonials from early beta program participants
See the Difference In Real-Time
Without VeriOps, you're flying blind. With VeriOps, every problem is visible and fixable.
Validated on public benchmarks
Tested on 660 real GPT-4o conversations, 1,000 RAGTruth responses, and 528,000 agent operations.
Stop Flying Blind.
Start Protecting Your Agents.
Free tier includes health monitoring, PII detection, injection detection, and LangChain integration. No credit card required.