Skip to content

x12i Tools

Free calculators for AI and LLM infrastructure costs: API pricing and margin, GPU memory sizing, and vector database sizing. Runs in your browser, with a REST API and an MCP server.

Cloud & FinOps

Cloud Egress & Bandwidth

See what the same monthly traffic costs to send out of each cloud, with tiered internet rates, a CDN, and cross-AZ and cross-region transfer included.

Browser · REST API · MCP tool · data 2026-11-05

NAT Gateway & PrivateLink Estimator

See what your VPC's NAT gateways cost today, what S3 and DynamoDB gateway endpoints would save, and the traffic level where an interface endpoint stops paying for itself.

Browser · REST API · MCP tool · data 2026-11-05

Serverless vs Containers Break-Even

Price one workload on Lambda, Fargate, Cloud Run and a VM cluster, then see the request rate at which the cheapest option changes.

Browser · REST API · MCP tool · data 2026-11-05

AI & LLM Infra

LLM API Pricing & Margin

Turn a usage profile into a monthly bill per model, then into the gross margin at your SaaS price.

Browser · REST API · MCP tool · data 2026-11-05

LLM GPU & VRAM Estimator

Size the GPU memory for a model, quantization and workload, then see where self-hosting beats paying an API.

Browser · REST API · MCP tool · data 2026-11-05

Vector DB Sizing Comparator

Size the RAM and disk a vector corpus needs, then price it on five vector databases side by side.

Browser · REST API · MCP tool · data 2026-11-05

DevOps & Scale

K8s Node & Pod Sizing

Turn a workload description into a node count per instance type, using each cloud's real allocatable-resource rules, and see which constraint binds.

Browser · REST API · MCP tool · data 2026-11-05

Kafka Throughput & Storage Planner

Size the partitions, brokers, network and disk a Kafka workload needs, then price it on self-managed Kafka, Amazon MSK and Confluent Cloud.

Browser · REST API · MCP tool · data 2026-11-05

CIDR & VPC Subnet Planner

Split a base CIDR into aligned subnets per tier and zone, see them on a map, and find out whether you will run out of IP addresses.

Browser · REST API · MCP tool · data 2026-11-05

Data & Observability

Observability Log Cost

Price one logs, metrics and traces profile across six observability options at list price, see what each leaves out, and what a 30% cut in log volume saves on each.

Browser · REST API · MCP tool · data 2026-11-05

Data Warehouse Credit Estimator

Estimate monthly compute and storage on Snowflake, BigQuery and Databricks SQL, see what idle time costs, and find the scan volume where the cheapest option changes.

Browser · REST API · MCP tool · data 2026-11-05

Security, Risk & SLA

SLA Uptime & Error Budget

Turn an SLA target into allowed minutes of downtime, check whether your dependency chain can meet it, and price the downtime and the credits.

Browser · REST API · MCP tool · data 2026-11-05

Compliance Audit Cost & Timeline

Estimate first-year cost, internal effort and calendar time as a low, likely and high range. These are estimates, not quotes.

Browser · REST API · MCP tool · data 2026-11-05

SaaS & B2B Finance

Payment Gateway & FX Fees

Turn your volume, ticket size and payment mix into the all-in monthly cost on each provider, with every fee line shown separately.

Browser · REST API · MCP tool · data 2026-11-05