The FinOps for AI.
The Orchestration Layer.
Quantum Webb is the active LLM balancer and edge routing middleware. We deploy dynamic AI infrastructure to route queries regionally, optimize tokens, and enforce human oversight before execution.
Backed by the Vanguard of AI Infrastructure
NVIDIA
Inception Program
Google Cloud
GCP Cloud Accelerator
AWS Startups
AWS Startups
Datadog
Partner Program
NVIDIA
Inception Program
Google Cloud
GCP Cloud Accelerator
AWS Startups
AWS Startups
Datadog
Partner Program
NVIDIA
Inception Program
Google Cloud
GCP Cloud Accelerator
AWS Startups
AWS Startups
Datadog
Partner Program
The Three Critical Bottlenecks of AI Provisioning
Deploying LLMs into production reveals three major structural risks: over-provisioned models, exorbitant token waste, and a lack of active middleware verification.
Model Over-Provisioning
Deployments route routine inquiries or simple polls to top-tier LLMs by default. Using expensive models like GPT-4 for trivial sub-tasks burns computational budget on work an SLM could execute.
Exorbitant Token Waste
Multi-agent loops send entire histories, bloated templates, and redundant context repeatedly. This over-provisions model bandwidth, inflating billing with zero quality benefits.
Severe Verification Risk
Bespoke, in-house guard scripts fail to intercept hallucinating agents before write actions. Without active middleware gates, companies risk releasing unchecked outcomes to production systems.
Edge-Routed AI Infrastructure
Quantum Webb sits directly between your application and model APIs, running as an active gateway middleware to route, balance, and secure LLM traffic at the edge.
Trust as a Service
Automated hallucination detection and response validation with zero manual configuration. Verifies every model response in real-time, catching semantic discrepancies before they hit your end-users.
Cost as a Service
Intelligent model routing and context optimization. Sends routine queries to lightweight models (SLMs) and reserves heavy foundation LLMs for complex, high-reasoning workloads.
Connectivity
A universal SDK that wraps your existing code in minutes. Connect directly to OpenAI, Anthropic, Google, and local open-source models with absolute failover security and routing flexibility.
Observability
Real-time compliance logs, detailed audit trails, and feedback loop tracking. Understand exactly why routing decisions are made, monitor latency, and track billing aggregates in a single window.
Edge-Routed AI Infrastructure
Quantum Webb functions as an active middleware layer operating at the edge. We orchestrate, inspect, and route LLM traffic before it hits centralized clouds.
Active Middleware Decisioning
Our active gateway intercepts requests at regional edge nodes. Depending on query complexity, payload security, and latency budgets, we dynamically alter the routing topology.
Test the Orchestration Layer
Select an agent prompt below or write a custom instruction to simulate how Quantum Webb intercepts, optimizes, and guards LLM traffic.
1. Configure Prompt
Intelligent Routing
Token Optimization
Hallucination Validation
Human-In-The-Loop Control
Quantum Webb Console
Analyze your agent performance, track token compression ratios, and configure Human-in-the-Loop triggers in real-time.
Analyze Your AI Cost Reductions
Calculate your net savings by deploying Quantum Webb as your active reverse proxy. Adjust the sliders below to estimate prompt volume compression and model routing cost benefits.
Configure Your Monthly Prompt Volume
The Minds Behind the Middleware
Engineered by a specialized team of industry pioneers, AI researchers, distributed systems architects, and security experts.
Founder & CEO
Founder
Chief AI Officer
Get Early Access to the Active AI Gateway
Implement the active reverse proxy layer to route LLM requests, reduce token overhead, audit output payloads, and secure high-risk autonomous transactions.