AI Architecture Diagnostic
Map your RAG and LLM stack, then see where it leaks money and where it breaks under load. A free, interactive diagnostic that scores your architecture and hands you an executive-ready audit.
Run the diagnosticWhat you get
Most production LLM systems fail in predictable ways: runaway token spend, brittle retrieval, orchestration that stalls under concurrency, and security gaps in agent tooling. You map your foundation model, vector database, and orchestration layer, and four deterministic scoring models quantify the risk. No black box, and nothing connects to your systems.
Vulnerability score
Across retrieval, orchestration, cost, and security, so you see the weak points before they fail in production.
Token-burn and latency projection
Your projected monthly token spend and a latency-versus-concurrency curve at your scale.
Attack-surface view
Where your agent tooling is exposed, mapped as a clear risk tree.
Two-page executive audit
A board-ready PDF you can take to your team, generated on the spot.
Built for engineering and platform leaders taking an LLM proof of concept toward production, or hardening a system already in production.
Frequently Asked Questions
How long does it take?
A few minutes. You map your stack, tune the inputs, and run it.
Is it free?
Yes. You verify a work email to unlock the full report and the PDF.
Do you access our systems?
No. You describe the architecture yourself. Nothing connects to your infrastructure.
What does it measure?
Architectural vulnerability and annual financial leakage across retrieval, orchestration, cost, and security, using deterministic formulas.