Ask our Multi-Agent Council any real engineering challenge, compute enterprise LLM token economics, or run a live website technical audit in one unified sandbox.

AI Architecture & Estimation Council

Interactive AI Project Scoper & Architecture Agent

Scope your project step-by-step with our AI solutions agent. Once scoped, our multi-agent council will calculate engineering milestones, infrastructure costs, and connect you with a specialist architect.

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⚡ Cost & Scale Lead

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MT-LIVE-AUDIT-ENGINE // RUNNING

// Initializing live domain network handshake & metadata crawler...

Verified Google Lighthouse Audit Lighthouse v13.4.1

multitechdevelopers.com

Audited on September 4, 2026 • Google Cloud Chromium Runner

Get Fix Plan

Performance

Good (90-100)

Speed Index, asset payload, render blocking resources.

Accessibility

Compliant (90-100)

ARIA landmarks, contrast ratios, and tap target sizing.

Best Practices

Passing (90-100)

HTTPS encryption, image aspect ratios, browser error logs.

SEO Score

Optimized (90-100)

Title metadata, meta descriptions, crawlability, mobile scale.

Google Core Web Vitals Assessment

Real metric thresholds evaluated by Google's user experience benchmarks

All Vitals Healthy

First Contentful Paint --

Target: <1.8s Good

Largest Contentful Paint --

Target: <2.5s Good

Total Blocking Time --

Target: <200ms Good

Cumulative Layout Shift --

Target: <0.1 Good

Speed Index --

Target: <3.4s Good

Optimization Opportunities

Audited speed bottlenecks, script payloads, and rendering paths

0 detected

Lighthouse Diagnostics

Critical standards and crawler criteria

🚀 Custom Engineering Architecture

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Enterprise AI Infrastructure & ROI Calculator

LLM Token vs. Private GPU Cost Engine

Simulate real-world token throughput, compare proprietary API bills (OpenAI / Anthropic / Google) against private self-hosted open models (Llama 3.3 / DeepSeek R1), and calculate your exact cloud ROI.

⚡

Cloud Economics Rule >25M tokens/mo = 60-80% Private Savings

Workload & Token Parameters

270M tokens/mo

Monthly Active Users (MAU) 25,000

1k (MVP) 50k (Growth) 100k (Scale) 200k+ (Enterprise)

Prompts / Queries Per User / Day 6 queries/day

1 query 10 queries 20 queries 30 queries

Avg. Context + Response Size (Tokens) 1,200 tokens

300 (Chat) 2,000 (RAG Doc) 5,000 (Agent Code) 8,000 (Full File)

Benchmark Commercial API Model

Request Custom GPU Blueprint ➜ 💬 WhatsApp Lead

🛡️ Zero Data Egress ⚡ vLLM Optimized 🤝 Free 30-Min Roadmap

Commercial API Billing Pay-Per-Token

$1,215/mo

Direct API calls with vendor rate limits.

MultiTech Private Cluster 1x Dedicated A10G

$350/mo

Dedicated vLLM + Llama 3.3 70B (Zero Data Egress).

Net ROI & Infrastructure Breakdown

Save 71%

Monthly Net Savings $865/mo

Annual Cloud Savings $10,380/yr

Cost Efficiency Comparison: Private GPU is 3.5x cheaper

Private Cluster Cost Money Saved in Cloud Compute

At your scale of 25,000 MAU (~270M tokens/mo), running a dedicated 1x Dedicated A10G (24GB) instance with vLLM delivers 100% data privacy (zero vendor egress) and cuts monthly infrastructure bills by 71% (saving $10,380/year).

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