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AI Correction Infrastructure

Your AI. Guaranteed Correct.

When your AI gives wrong answers, QWED automatically corrects them. Works with any LLM. Zero calculation errors reach production.

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First 100 companies lock in founder pricing—50% off, locked forever

Enterprise-Grade Infrastructure

☁️
Multi-Cloud
🔒
Cloudflare Enterprise
🔐
Auth0 Professional
🌍
Global Data Residency
✅
SOC 2 Type I Ready
⚡
99.9% Uptime SLA
See It In Action

Auto-Correction, Not Just Detection

Most tools tell you when AI is wrong. QWED fixes it automatically. Your users never see the error.

Example: FinTech Loan Calculator
Your AI (GPT-4, Claude, etc.)
Calculate monthly payment:
$200K loan, 6.5% APR, 30 years
→
AI Answer
$1,248
❌ Wrong calculation
→
QWED Corrected
$1,264.14
✓ Auto-fixed

Result: Customer gets the correct payment amount. Error prevented. Zero liability.

Works for: Compound interest, ROI calculations, statistical analysis, geometry, calculus, and more

405/405
Tests Passing
100%
Correction Accuracy
<3s
Response Time
5
Math Domains
Who Needs This

Industries Where Wrong Answers = Disasters

If your AI makes calculations affecting money, health, education, or safety—you need error prevention, not just detection.

FinTech
Loan Calculators, Investment Analysis

One wrong ROI calculation = lawsuit. QWED prevents errors before they reach customers.

✓ Zero financial errors guaranteed
EdTech
AI Tutors, Homework Help

Parents trust you with their kids' education. QWED ensures every answer is correct.

✓ Build parent trust at scale
Healthcare
Dosage Calculators, Medical Analytics

Wrong medication calculation = malpractice. QWED prevents disasters automatically.

✓ Malpractice insurance approved
Engineering
CAD Tools, Structural Analysis

Wrong load calculation = building collapse. QWED catches errors before disaster.

✓ Professional liability covered
SaaS
Analytics, Dashboards, Reports

CFOs make million-dollar decisions on your AI. QWED guarantees accuracy.

✓ Enterprise-ready certification
Legal Tech
Contract Analysis, Compliance

Missed regulatory requirement = customer fined. QWED prevents compliance failures.

✓ Complete audit trail included
How It Works

The Correction Layer for Production AI

QWED sits between your AI and your users. When the AI makes a mistake, QWED catches and corrects it automatically.

  • Auto-Correction Engine
    Uses symbolic math (SymPy, NumPy, SciPy) to compute provably correct answers. When AI is wrong, we fix it instantly.
  • Works With Any LLM
    OpenAI, Anthropic, Google, or your fine-tuned model. QWED corrects them all. Switch LLMs anytime.
  • Complete Audit Trail
    Every correction logged: original answer, corrected answer, reasoning. Perfect for compliance and insurance.
  • Real-Time (< 3s)
    Fast enough for production. Users get corrected answers immediately, never see the error.
# Your AI makes calculation llm_answer = your_ai_model( "Monthly payment: $200K, 6.5% APR, 30yr" ) # Returns: "$1,248" (WRONG!) # QWED corrects automatically result = qwed.correct( question=user_query, llm_answer=llm_answer ) # Result includes: { "corrected": true, "llm_answer": "$1,248", "use_answer": "$1,264.14", "confidence": 1.0 } # User gets the RIGHT answer return result.use_answer # → "$1,264.14"
Pricing

Lock In Founder Pricing Now

First 100 companies get 50% off—locked forever. When error prevention becomes mandatory, this rate will be 5x higher.

Standard
$499/mo
After first 100 companies
  • Unlimited corrections
  • All 5 math domains
  • Complete audit trail
  • Email support
Contact Sales
Founder Pricing
Early Partner
$249/mo
Locked forever • Only 87 spots left
  • Everything in Standard
  • QWED Certified badge
  • Compliance PDF reports
  • Priority support
  • Roadmap input
  • 50% discount forever
Claim Your Spot

What you get: Zero wrong answers reach production. Complete audit trail for compliance. Enterprise-grade infrastructure (multi-cloud, SOC 2 ready). Works with any LLM.

View detailed pricing →

Deploy AI Without the Risk

Don't let fear of wrong answers hold you back. With QWED, every calculation is automatically corrected before reaching users.

Zero errors. Zero liability. Guaranteed.

Start Correcting Errors