Prices
Estimated monthly on-demand costs for this workload architecture.
Workload Costs Comparison
Prices by provider and services that enable users to run this workload. Shape the architecture based on cloud best practices using the four Architecture Priorities below — Capacity, Performance, Reliability, and Security. Components and prices recompute as you adjust each priority (e.g. higher Security adds a WAF, KMS, and threat monitoring), and you can switch region or billing period to compare like-for-like.
How each price was matched
CloseMeets the requirement but over-provisioned — the smallest SKU this provider sells above the requested size is materially larger.ApproximateFalls short on vCPU or memory. The price is real but it buys less than the architecture asks for.No comparable SKUNothing in this provider's catalog is close enough to compare fairly. Excluded from the total — the column is not a like-for-like alternative for that line.Not offeredThe provider does not sell a product in this category at all.
Unbadged prices are exact matches. Hover any badge for the specific reason. Totals cover only the components a provider actually matched — the “N of M tracked” note under a total says how many.
Workload Configuration
Architecture Priorities
Select level (High / Medium / Low) to adjust requirementsQuery & Corpus Volume
Speed — instance class, storage media, caching
Redundancy — HA, replicas, backups, load balancing
Hardening — WAF, key management, threat detection
What this builds
Document Storage×100API & OrchestrationEmbeddings ModelVector Database×2Foundational ModelBackup Storage×64
Infrastructure Architecture Blueprint
Copy or download (export) Terraform and OpenTofu architecture blueprints to deploy this workload in a cloud provider of your choice. Add parameters, credentials, or steps for CLI and DevOps CI/CD pipelines.
Provider:
Engine:
| 1 | # ============================================================================== |
| 2 | # ARCHITECTURE BLUEPRINT (TERRAFORM / OPENTOFU) |
| 3 | # Copyright (c) 2026 Cosell Plus, LLC. All Rights Reserved. |
| 4 | # |
| 5 | # DISCLAIMER & TERMS OF USE: |
| 6 | # This IaC blueprint is generated by CompareCloudCosts (CCC) for educational, |
| 7 | # planning, and directional architectural purposes. Provided "AS IS" without |
| 8 | # warranty of any kind, express or implied. Cosell Plus, LLC assumes no |
| 9 | # liability for operational costs, misconfigurations, or service interruptions. |
| 10 | # Always review and validate security, IAM, and compliance parameters before |
| 11 | # deploying to production environment. |
| 12 | # ============================================================================== |
| 13 | # |
| 14 | # ------------------------------------------------------------------------------ |
| 15 | # IDENTITY & CREDENTIAL PLACEHOLDERS (CLI & DEVOPS CI/CD PIPELINE) |
| 16 | # ------------------------------------------------------------------------------ |
| 17 | # Steps to execute this blueprint using Terraform: |
| 18 | # 1. Save this file as main.tf |
| 19 | # 2. Set provider authentication credentials: |
| 20 | # |
| 21 | # For AWS Local CLI Execution: |
| 22 | # export AWS_ACCESS_KEY_ID="<YOUR_AWS_ACCESS_KEY_ID>" |
| 23 | # export AWS_SECRET_ACCESS_KEY="<YOUR_AWS_SECRET_ACCESS_KEY>" |
| 24 | # export AWS_REGION="<REGION>" |
| 25 | # |
| 26 | # For AWS DevOps CI/CD Pipeline (GitHub Actions / GitLab CI / Azure DevOps): |
| 27 | # Recommended: Use AWS OpenID Connect (OIDC) Role Assumption: |
| 28 | # - role-to-assume: "arn:aws:iam::123456789012:role/GitHubActionsDeployerRole" |
| 29 | # - aws-region: "<REGION>" |
| 30 | # |
| 31 | # 3. Initialize and apply: |
| 32 | # $ terraform init |
| 33 | # $ terraform plan |
| 34 | # $ terraform apply |
| 35 | # ------------------------------------------------------------------------------ |
| 36 | |
| 37 | # ------------------------------------------------------------------------------ |
| 38 | # PROVIDER CONFIGURATION (TERRAFORM) |
| 39 | # ------------------------------------------------------------------------------ |
| 40 | 🔑 terraform { |
| 41 | required_version = ">= 1.5.0" |
| 42 | required_providers { |
| 43 | aws = { |
| 44 | source = "hashicorp/aws" |
| 45 | version = "~> 5.0" |
| 46 | } |
| 47 | } |
| 48 | } |
| 49 | |
| 50 | 🔑 provider "aws" { |
| 51 | region = var.aws_region |
| 52 | |
| 53 | default_tags { |
| 54 | tags = { |
| 55 | ManagedBy = "Terraform" |
| 56 | Environment = var.environment |
| 57 | Workload = var.workload_id |
| 58 | Vendor = "Cosell Plus LLC Blueprint" |
| 59 | } |
| 60 | } |
| 61 | } |
| 62 | |
| 63 | 🔑 variable "aws_region" { |
| 64 | type = string |
| 65 | default = "us-east-1" |
| 66 | description = "Target AWS Deployment Region" |
| 67 | } |
| 68 | |
| 69 | 🔑 variable "environment" { |
| 70 | type = string |
| 71 | default = "production" |
| 72 | description = "Deployment environment (e.g. dev, staging, production)" |
| 73 | } |
| 74 | |
| 75 | 🔑 variable "workload_id" { |
| 76 | type = string |
| 77 | default = "workload-blueprint" |
| 78 | description = "Identifier tag for the workload" |
| 79 | } |
| 80 | |
| 81 | # ------------------------------------------------------------------------------ |
| 82 | # WORKLOAD COMPONENT RESOURCES (RAG AI APPLICATION) |
| 83 | # ------------------------------------------------------------------------------ |
| 84 | # Component: Document Storage |
| 85 | 🔑 resource "aws_s3_bucket" "document_storage" { |
| 86 | bucket_prefix = "ccc-document_storage-" |
| 87 | force_destroy = false |
| 88 | } |
| 89 | |
| 90 | 🔑 resource "aws_s3_bucket_server_side_encryption_configuration" "document_storage_enc" { |
| 91 | bucket = aws_s3_bucket.document_storage.id |
| 92 | rule { |
| 93 | apply_server_side_encryption_by_default { |
| 94 | sse_algorithm = "AES256" |
| 95 | } |
| 96 | } |
| 97 | } |
| 98 | |
| 99 | |
| 100 | |
| 101 | # Component: API & Orchestration |
| 102 | 🔑 resource "aws_launch_template" "api_orchestration_lt" { |
| 103 | name_prefix = "api_orchestration-lt-" |
| 104 | image_id = "ami-0c55b159cbfafe1f0" # Amazon Linux 2023 AMI |
| 105 | instance_type = "t4g.medium" |
| 106 | |
| 107 | tag_specifications { |
| 108 | resource_type = "instance" |
| 109 | tags = { |
| 110 | Name = "API & Orchestration" |
| 111 | } |
| 112 | } |
| 113 | } |
| 114 | |
| 115 | 🔑 resource "aws_autoscaling_group" "api_orchestration_asg" { |
| 116 | name_prefix = "api_orchestration-asg-" |
| 117 | min_size = 1 |
| 118 | max_size = 4 |
| 119 | desired_capacity = 1 |
| 120 | vpc_zone_identifier = ["subnet-placeholder-1", "subnet-placeholder-2"] |
| 121 | |
| 122 | launch_template { |
| 123 | id = aws_launch_template.api_orchestration_lt.id |
| 124 | version = "$Latest" |
| 125 | } |
| 126 | } |
| 127 | |
| 128 | # Component: Embeddings Model (Converts the incoming query into vector embeddings) |
| 129 | 🔑 resource "aws_custom_🔑 resource" "embeddings" { |
| 130 | # Add required parameters for Embeddings Model |
| 131 | } |
| 132 | |
| 133 | # Component: Vector Database (Stores and searches document embeddings (Managed Vector / Relational DB)) |
| 134 | 🔑 resource "aws_custom_🔑 resource" "vector_db" { |
| 135 | # Add required parameters for Vector Database |
| 136 | } |
| 137 | |
| 138 | # Component: Foundational Model (Generates the final response from query and retrieved context) |
| 139 | 🔑 resource "aws_custom_🔑 resource" "llm" { |
| 140 | # Add required parameters for Foundational Model |
| 141 | } |
| 142 | |
| 143 | # Component: Backup Storage |
| 144 | 🔑 resource "aws_s3_bucket" "backup_storage" { |
| 145 | bucket_prefix = "ccc-backup_storage-" |
| 146 | force_destroy = false |
| 147 | } |
| 148 | |
| 149 | 🔑 resource "aws_s3_bucket_server_side_encryption_configuration" "backup_storage_enc" { |
| 150 | bucket = aws_s3_bucket.backup_storage.id |
| 151 | rule { |
| 152 | apply_server_side_encryption_by_default { |
| 153 | sse_algorithm = "AES256" |
| 154 | } |
| 155 | } |
| 156 | } |
| 157 | |
| 158 | |
| 159 | |
| 160 | |
| 161 | # ------------------------------------------------------------------------------ |
| 162 | # OUTPUTS |
| 163 | # ------------------------------------------------------------------------------ |
| 164 | 🔑 output "blueprint_summary" { |
| 165 | value = { |
| 166 | workload_id = "rag-ai-app" |
| 167 | 🔑 provider = "aws" |
| 168 | region = "us-east-1" |
| 169 | components = 6 |
| 170 | priorities = { |
| 171 | capacity = "medium" |
| 172 | performance = "medium" |
| 173 | reliability = "medium" |
| 174 | security = "medium" |
| 175 | } |
| 176 | } |
| 177 | } |
| 178 |