Multi-agentTechnology & Data AnalysisAdvancedFree

Cloud Infrastructure & Cost Optimization System.

3 agents, 3 deliverables.

Run a multi-agent workflow to produce an execution-ready cloud infrastructure & cost optimization system deliverable.

WORKFLOW META
Agents3
Total tokens (avg)~500
Run time9 min
AI toolChatGPT Β· Claude Β· Gemini
Variables4
DifficultyAdvanced
CategoryTechnology & Data Analysis
SEQUENCE MAP Β· CLICK TO JUMP
Β· 01 Β·
Cloud Architecture Auditor
Β· 02 Β·
Cost Optimization Strategist
Β· 03 Β·
Infrastructure as Code Designer
USE CASE INPUTS

Set the workflow's inputs once.

These variables feed into every agent prompt below. Fill them once, then copy each agent in order.

{{current_cloud_provider}}
Current cloud provider
Current cloud provider
Cloud Infrastructure & Cost Optimization System example context
{{monthly_cloud_spend}}
Monthly cloud spend
Monthly cloud spend
Cloud Infrastructure & Cost Optimization System example context
{{primary_infrastructure_use}}
Primary infrastructure use
Primary infrastructure use
Cloud Infrastructure & Cost Optimization System example context
{{team}}
Team
Team
2 marketers, 1 designer, 1 developer
THE AGENTS

The 3-step sequence.

01
AGENT Β· CLOUD ARCHITECTURE

Cloud Architecture Auditor

GOAL OF THIS STEP

Audit the cloud architecture. Identify: the current infrastructure components (compute, storage, networking, databases, managed services), the utilization rates (are instances over-provisioned?), the cost breakdown by service (where is money being spent?), the architecture anti-patterns (single points of failure, manual scaling, unoptimized storage tiers), and the compliance/security gaps (public S3 buckets, unencrypted storage, overly permissive IAM roles). Flag the top 3 cost optimization opportunities.

EXPECTED OUTPUT

Infrastructure inventory + utilization rates + cost breakdown + anti-patterns + security gaps + 3 cost opportunities

agent-01-cloud-architecture-auditor.md
### Input
Cloud provider, spend, use, team

### Task
Audit the cloud architecture. Identify: the current infrastructure components (compute, storage, networking, databases, managed services), the utilization rates (are instances over-provisioned?), the cost breakdown by service (where is money being spent?), the architecture anti-patterns (single points of failure, manual scaling, unoptimized storage tiers), and the compliance/security gaps (public S3 buckets, unencrypted storage, overly permissive IAM roles). Flag the top 3 cost optimization opportunities.

### Output
Infrastructure inventory + utilization rates + cost breakdown + anti-patterns + security gaps + 3 cost opportunities
02
AGENT Β· COST OPTIMIZATION

Cost Optimization Strategist

03
AGENT Β· INFRASTRUCTURE AS

Infrastructure as Code Designer

HOW TO RUN

Three steps. 9 min.

STEP 01

Fill in the variables at the top. Copy them into a note or your tool's context window β€” every agent below uses them.

STEP 02

In your AI tool, paste Agent 1 and run it. Copy the output. Paste Agent 2 with the output appended. Repeat in order for all 3 agents.

STEP 03

At the final agent, review and refine. It outputs your finished deliverable, ready to publish or hand off.

WHAT YOU GET

The final output, end-to-end.

Cloud Architecture Auditor

Infrastructure inventory + utilization rates + cost breakdown + anti-patterns + security gaps + 3 cost opportunities

Cost Optimization Strategist

3 optimization actions with savings + complexity + risk + quick wins list + total 12-month saving model

Infrastructure as Code Designer

IaC tool recommendation + structure + state management + secrets management + review process

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The Multi-Agent Operator Pack.

100 production-ready workflows like this one. Agent prompts, variable cheat-sheets, and the operator's guide.

Free