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Cloud AI Architect V2
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>_ WORKLOAD SPECIFICATION INPUT

Natural language NLP extraction & coordinated negation scope
Daily Active Users -
1k 50k 200k 1M 10M
Monthly Budget -
₹5,000 ₹1 Lakh ₹8 Lakhs ₹25 Lakhs ₹1 Crore
Traffic Surge Factor -
1× Baseline 2× 4× Peak 6× 10× Flash
Keyboard shortcut: Ctrl + Enter
DERIVED WORKLOAD TECHNICAL MODEL
Single Source of Truth
DAU
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BUDGET
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REGION
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SURGE
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DATABASE
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WEBSOCKETS
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GPU
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MEDIA
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CRON / JOBS
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Active Architecture Topology

Strictly displays components required by the workload

0 Stages

Cost & Economics

24-Hr & Monthly
Estimated Monthly -
Estimated Daily (24-Hr) -
Confidence Range -
Transparent Sizing Basis:
• Bandwidth: Awaiting evaluation
• Storage: Awaiting evaluation
Major Cost Drivers
No cost drivers evaluated yet.
*Estimates calculated deterministically from provider list prices and sizing dimensions.

Architecture Flaws & Risks

Automated Audit
Awaiting workload analysis to detect architectural flaws.

Hidden Billing Traps

Unbudgeted Surcharges
Awaiting workload analysis to evaluate billing traps.

Engineering Trade-Offs & Decision Rationales

Why A over B
Awaiting workload analysis to generate trade-off rationales.

Deterministic Multi-Cloud Provider Evaluation Matrix

Independent 100-point suitability scoring across all 17 supported providers

17 Clouds
Rank Provider Category Score Est. Monthly Match Rate Key Workload Factor

Strategic Procurement Scenarios (A – F)

Lifecycle Playbooks

Infrastructure Templates

# Infrastructure as Code will appear after workload evaluation.