VCAL Server is a unique “memory layer” for AI. It spots repeated or similar questions and delivers instant answers from your safe, private cache—no extra tokens, no extra wait. The result? Experience-changing speed for users and game-changing savings for your budget.
Whether you’re leading product, finance, or engineering, VCAL Server delivers the same promise: dramatically lower AI spend, instantly faster experiences, and total control over your data.
Most chatbot traffic repeats itself. VCAL detects it and reuses trusted answers on the spot. You stop paying for the same LLM work again and again.
Answers from cache feel instant. Users notice. Support queues shrink. Conversion improves. Your AI goes from “helpful” to “unbelievably responsive.”
VCAL lives inside your environment (on-prem or VPC). Your answers never leave your perimeter. Add SSO/RBAC and SLAs on Enterprise.
VCAL Server sits between your app and your LLM. If a new question is truly unique, your app asks the model as usual. When the same or similar question appears again, VCAL serves the trusted answer immediately. Simple, safe, and incredibly effective.
The request goes to VCAL first. Think of it as your AI’s “instant memory.”
If it’s a repeat or very similar to a known question, VCAL returns the answer instantly—no model call, no tokens.
For truly new questions, use your LLM as normal—then VCAL remembers the answer for next time.
Token line items shrink as repeats get answered for free.
Repeat questions feel instant. Customers and agents notice.
Hit-rates, avoided calls, and dollars saved—ready for your board slides.
Move the sliders and see what VCAL Server could save your company every month.
Spin up VCAL Server. Keep your data private. Watch costs drop.
Pilot access isn’t open yet. Join the waitlist and we’ll email you when slots open.
No. Most teams point their app to VCAL Server first and see results in days—not months.
No. VCAL lives on-prem or in your VPC. Your data, your perimeter.
Yes. It’s model-agnostic. Keep using OpenAI, Anthropic, Ollama, HF—your choice.
Start with Growth for a single app or talk to us about Enterprise for SSO, RBAC, SLAs, and white-label options.
