What is the Cloud Trap problem?

You send every single prompt to an external API like OpenAI. It guarantees the model will run, but it destroys your profit margins and creates data privacy nightmares.

What is the Local Trap problem?

You deploy local LLMs via WebGPU. It works beautifully on your developer machine, but when pushed to production, it completely freezes the browser of any user without a dedicated GPU.

How does AIR solve AI Chatbots & Co-pilots cost problems?

Detect an AIR 4 device (like an M3 Mac) and instantly load a lightweight local LLM (e.g., Llama-3 8B). If it detects an AIR 1 device, safely fall back to your Cloud API. This reduces cloud infrastructure costs by leveraging users' untapped compute power while delivering zero-latency responses.

How does AIR ensure data privacy for RAG & Vector Search?

The SDK verifies the device has the necessary multi-threading capacity (AIR 3+), allowing you to run embedding models natively in the user's browser. This guarantees 100% data privacy for enterprise clients by ensuring sensitive data never leaves their local machine.

How does AIR prevent browser crashes with Generative Media?

The AIR index acts as a strict gatekeeper, accurately detecting WebGPU limitations before execution. This unlocks next-gen generative features for high-end users while maintaining a 0% hardware-induced crash rate across global traffic.

The End of Cloud-Blind AI.

Maximize AI Responsiveness, Privacy, and Margins on Every Device.

Stop routing every single prompt to expensive, high-latency cloud servers. Give your frontend the real-time intelligence to detect true AI capabilities. With our script dynamically orchestrates your models - unlocking instant, zero-latency inference and total data privacy natively on capable devices at $0 infra cost, while safely falling back to your cloud stack only when strictly necessary.

AIR Tiers 1-2 On-Device AI Disabled.
‍Protects low-end hardware from crashing, use basic anonymous cloud AI apis.

AIR Tiers 3-4: Advanced Local AI Unlocked
Runs rich visual models natively with zero latency and total data privacy.

Stacked area chart showing total sessions by device tier over 30 days, telemetry off then on from day 15.

AuditCopilot Q4 financial audit balance sheet in local mode showing assets, liabilities, and equity with amounts.

Request a 7-Day AIR Audit

Stop deploying blindly. Start executing dynamically.

The "Cloud vs. Local AI" debate is a trap. Treating "The Edge" as if it is one uniform environment is a fundamental architectural flaw.

The Problem: The False Binary

Right now, you are forced into a terrible compromise.
‍

The Cloud Trap: You send every single prompt to an external API like OpenAI. It guarantees the model will run, but it destroys your profit margins and creates data privacy nightmares.
The Local Trap: You deploy local LLMs via WebGPU. It works beautifully on your developer machine, but when pushed to production, it completely freezes the browser of any user without a dedicated GPU.

The Solution: The AI Readiness (AIR) Reality

The AI Readiness (AIR) index changes how neural workloads are executed. Our lightweight 10KB script measures the physical limits of the user's silicon, VRAM, and parallel processing capacity in milliseconds. It exposes a simple, deterministic score (AIR 1 to 4) directly to your frontend before any heavy model is loaded.

You finally have the intelligence to build Adaptive AI: run models natively on the edge for zero cost, while safely routing unsupported devices to your cloud APIs.

READ HOW WE CALCULATE AIR

Protect your architecture with 3 lines of code.

Give your AI engineering team the script they need to build hardware-aware routing instantly. Just catch the AIR tier and adapt the execution.

import { SdMetrics } from 'https://cdn.scaledynamics.com/libs/1/sd-metrics.js';
const sd = new SdMetrics();

// catch AIR tier of the device to route AI workloads
sd.air.once((air) => {
   if (air >= 3) {
      executeLocalWebGPUModel(); // Zero cloud cost, max privacy
   }
});

Hardware-Aware AI Workloads.

Stop forcing models onto unsupported hardware, and stop paying cloud fees for users with neural-class devices.

AI Chatbots & Co-pilots

Slash inference costs by offloading to the edge.

The Problem

Calling GPT-4o for every single user interaction creates massive, scaling cloud bills.

The Script Action

Detect an AIR 4 device (like an M3 Mac) and instantly load a lightweight local LLM (e.g., Llama-3 8B). If it detects an AIR 1 device, safely fall back to your Cloud API.

The Business Impact

Reduce your cloud infrastructure costs by leveraging your users' untapped compute power, while delivering zero-latency responses.

RAG & Vector Search

Keep sensitive enterprise data entirely on the client side.

The Problem

Sending proprietary company documents to a third-party Cloud API for vector embeddings often violates strict enterprise data policies and GDPR.

The Script Action

The SDK verifies the device has the necessary multi-threading capacity (AIR 3+), allowing you to run embedding models natively in the user's browser.

The Business Impact

Guarantee 100% data privacy for your enterprise clients by ensuring sensitive data never leaves their local machine.

Generative Media

Push WebGPU limits with zero browser crashes.

The Problem

Running local diffusion models or heavy audio processing requires massive VRAM. Executing this on mid-tier laptop will instantly cause an Out-Of-Memory browser crash.

The Script Action

The AIR index acts as a strict gatekeeper, accurately detecting WebGPU limitations before execution.

The Business Impact

Unlock next-gen generative features for your high-end users, while maintaining a 0% hardware-induced crash rate across your global traffic.

Extend Your Analytics to Business Intelligence.

The sd-metrics.js script injects a missing layer of hardware context into your current stack, turning standard web analytics into hardware-aware datasets. By exposing BDP and AIR as native dimensions, your engineering team can instantly feed high-value business intelligence to the entire organization. Product managers, data analysts, and executive teams finally get a clear matrix to cross-reference conversion funnels, user retention, and marketing efficiency with actual computing power.

EXPLORE ANALYTICS INTEGRATIONS

From Hardware Intelligence to Full AI Control.

DIAGNOSE

The 7-Day AIR Audit

Deploy our passive 10KB script for 7 days. We deliver a board-ready executive report proving exactly what percentage of your traffic is capable of running local AI, and calculate the exact API costs you could save by routing them.

VIEW SAMPLE REPORT

REQUEST AIR AUDIT

ACT

Hardware-Aware AI Routing

Move straight from audit to active infrastructure optimization. By embedding our lightweight execution script into your production application, your system gains the real-time intelligence to orchestrate neural workloads dynamically. Instead of burning your cloud budget on every single prompt, your platform automatically runs heavy AI models locally on high-end user devices ($0 cloud cost) and reserves expensive Cloud APIs only for devices that strictly need it.

TALK TO AN ARCHITECT

AUTOMATE

The Impulse Engine (Closed Beta)

For advanced teams. Stop writing manual fallback logic. Our compiler dynamically analyzes the user's silicon and automatically splits AI execution between the client's WebGPU and your server based on real-time capacity.

Early access by invitation only.

JOIN CLOSED BETA

Ready to see your true AI capacity?

Stop optimizing in the dark. Choose how you want to bring hardware intelligence into your AI architecture.

Audit Request Received.

Thank you for requesting the ScaleDynamics Device-Tier Audit.

‍Next Steps:
- We will reach out within 24 business hours to schedule a brief 15-minute introductory call. We will discuss your specific conversion goals, confirm your technical architecture, and outline the details of your audit engagement.
‍
- Upon validation of your architecture, your engineering team will integrate our privacy-first 10KB script using our integration instructions.

- Once deployed, your 7-day conversion intelligence phase automatically begins, culminating in the delivery of your Executive Strategy PDF and Raw Data Spreadsheet.

Explore the Adaptive Engine

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