Confidence
is not evidence.
AI analysis tools that surface assumptions, gaps, and risks in AI-generated content. Because what AI doesn't tell you matters most.
Three Lenses. One Mission.
Each product serves a different need — from quick checks to deep analysis.

Illuminate the Gaps. Eliminate the Risk.
AI-powered code analysis that catches architectural issues, security risks, and operational gaps.
- ✓Architecture analysis
- ✓Security scanning
- ✓Operational readiness

Keep AI in Check.
Quick verification of AI outputs. Surface assumptions and catch overreach in seconds.
- ✓Instant verification
- ✓Assumption detection
- ✓Overreach alerts

We illuminate. You decide.
Comprehensive analysis with domain-specific risk cards for healthcare, legal, finance, and more.
- ✓Domain expertise
- ✓Risk cards
- ✓Signal detection
How It Works
Submit AI Content
Send the AI-generated content along with the original question or context. Our API accepts JSON or XML.
Get Structured Analysis
Receive a detailed breakdown: verdict, confidence scores, findings by category, and domain-specific risk signals.
Make Informed Decisions
Use the insights to verify, refine, or reject AI outputs. Know what to ask next before you act.
Simple, Transparent Pricing
Start free. Scale as you grow. No hidden fees.
Free
For trying things out
- ✓50 analyses/month
- ✓General domain only
- ✓JSON output
- ✓Community support
Starter
For individuals and small projects
- ✓500 analyses/month
- ✓Tech + Life domains
- ✓JSON & XML output
- ✓Email support
Pro
For teams and production use
- ✓5,000 analyses/month
- ✓All domains
- ✓All output formats
- ✓Priority support
- ✓RealityLens profiles
Scale
For enterprise deployments
- ✓Unlimited analyses
- ✓Custom domains
- ✓SLA guarantee
- ✓Dedicated support
- ✓On-premise option
Why LensCoding?
AI is powerful, but it's not perfect. It makes assumptions, misses constraints, and sometimes states things with confidence it hasn't earned.
LensCoding exists to bridge that gap. We analyze AI outputs through multiple lenses — checking evidence quality, constraint awareness, and domain-specific risks — so you can make decisions with clarity, not just confidence.
We illuminate. You decide.
Ready to see clearly?
Start analyzing AI content today. Free tier available — no credit card required.