Private-pilot preparation — EC2 planning scope

Plan your EC2 budget
before you commit

Build and compare deterministic EC2 cost scenarios with traceable pricing inputs, explicit assumptions, and optional AI explanations.

cloudbudget / illustrative example
Budget
$2,000/mo
Est. cost
$1,333/mo
Est. remaining
$667/mo
WorkloadInstanceQtyvCPURAM$/mo
api-prodc6g.xlarge31224G$268
web-frontendt4g.medium4816G$97
ml-trainingg5.2xlarge1832G$812
redis-cacher6g.large2432G$156
Total1032104G$1,333
Solved in 43ms • FFD algorithm • 2,841 combinations33.4% under budget
15+
Instance Families
8
AWS Regions
730h
Monthly Estimate
EC2
Supported Scope

Capabilities

Focused tools for one workflow: compare EC2 plans.

Bin-Pack Optimizer

O(n log n)

First-Fit Decreasing proposes EC2 allocations that meet the vCPU and memory requirements you enter, within the selected price catalog.

Stable Matcher

O(n²)

Gale-Shapley pairs every workload with the instance family it prefers — and that prefers it back.

Price Predictor

R² score

Weighted regression can model 30-90 day Spot trends only after enough fresh, genuine observations exist. Its uncertainty band is not a guarantee.

Cost Advisor

4 categories

Compare estimated alternatives for Graviton, right-sizing, pricing models, and instance families before validating compatibility and commitment fit.

Scenario Planner

Δ compare

Clone configs, tweak regions or pricing, and diff up to three scenarios side-by-side.

AI Insights

LLM

Optional AI-written explanations and consent-based PDF parsing stay separate from deterministic estimates. CSV bill parsing remains local.

Workflow

From assumptions to a retained result

01

Define

Set budget, region, pricing model. Add workloads with vCPU, RAM, and priority requirements.

POST /api/budgets
02

Review

Review workload, region, pricing-model, utilization, and 730-hour assumptions before generating an estimate.

POST /api/optimize
03

Compare

Save scenarios, compare up to three side-by-side, and export CSV. Optional AI text never changes the calculations.

GET /api/scenarios

Ready to compare an EC2 plan?

Create a budget, add workloads, review the assumptions, and retain a deterministic estimate for comparison.

Start Planning