Optimize Your AI Costs.
Scale With Confidence.
Reduce Token Usage by Up to 90% — Without Losing Quality. Praevia is an intelligent context selection and compression layer that sits between your data and your LLM, cutting unnecessary tokens while preserving response accuracy and improving performance.
COMPATIBLE WITH ALL MAJOR LLMS
Compatible With All Major LLMs
Praevia works seamlessly with OpenAI, Anthropic, Google, Meta, and more. Optimize your costs regardless of your provider.
An Architecture Engineered for Maximum Efficiency
Discover the core components that power praevia.ai's intelligent optimization engine
Advanced scoring algorithms identify the most relevant segments of data for each query.
Ultra-fast, non-LLM compression reduces context volume by 40–70% before the model is called.
Save 50–90% on your token spend instantly, without compromising quality.
Near-zero latency overhead. Praevia adds <50ms on average.
PostgreSQL + PgVector for intelligent, persistent, long-term memory retrieval.
Modern, high-performance REST layer for seamless integration into any stack.
Responses remain accurate and stable — even with aggressive compression.
Robust, scalable, and designed for mission-critical environments.
A Smart Optimization Layer Between Your Data and the LLM
Praevia analyzes, filters, compresses, and optimizes contextual data before it reaches the model
Instantly retrieves only the data that matters — no noise, no redundancy.
Your data flows through three core layers: Selection, Compression, and Optimization.
50-90% Token Savings
Track Your Savings in Real Time. Monitor token usage across all queries and measure optimization efficiency instantly.
ON-PREMISE DEPLOYMENT
Deploy Inside Your Infrastructure. Keep Full Control.
Praevia runs fully on-premise — no SaaS, no external data transfer, no cloud dependency.
Click on the components to explore each layer
Data Sovereignty
Your data never leaves your servers. Full compliance with internal and regulatory requirements.
On-Premise Only
Engineered for enterprises, regulated environments, and high-security workloads.
Easy Integration
REST API + SDKs allow seamless connection to your existing pipelines, systems, and workflows.
Choose the Edition That Fits Your Infrastructure
Praevia is available as a fully managed cloud API or as an on-premise deployment for maximum control.
Praevia Cloud (API)
A fully managed, cloud-based version of Praevia designed for fast integration and immediate cost reduction.
Best For
Startups, SaaS platforms, and teams wanting a plug-and-play optimization layer without infrastructure management.
On-Premise Editions
For organizations requiring full sovereignty, regulatory compliance, custom integrations, or large-scale performance.
Enterprise
A complete on-premise deployment of Praevia engineered for production environments.
Best For
SaaS platforms and mid-sized companies running LLMs in production and seeking immediate cost savings.
Scale
Advanced performance and optimization capabilities for high-volume AI systems and multi-tenant platforms.
Everything in Enterprise, plus:
Best For
Products handling thousands of LLM queries per minute, requiring predictable performance and optimized latency.
Strategic
A fully customized deployment for large enterprises, regulated industries, and mission-critical environments.
Everything in Scale, plus:
Best For
Fortune 500 companies, financial institutions, healthcare systems, and government organizations requiring maximum control and security.
Praevia Cloud is fully managed and hosted by Praevia. On-premise editions run entirely within your infrastructure.
No customer data is transmitted to Praevia for on-premise deployments.
Get in Touch With Our Team
We respond to every message within 24 hours.
Office
Visit us at our headquarters.
COMPATIBLE WITH ALL MAJOR LLMS
Compatible With All Major LLMs
Praevia works seamlessly with OpenAI, Anthropic, Google, Meta, and more. Optimize your costs regardless of your provider.