Free tools

A growing set of utilities and templates for teams planning, building, or operating AI systems. Everything here is free; the list will grow row by row.

These tools are in active development. Sign up below to be notified when each one is released, or suggest a tool you would like us to build.

DiagnosticComing soon

AI Readiness Checker

A short diagnostic that scores your data, people, process, and policy maturity — then suggests the first 90-day moves.

CalculatorComing soon

Token Burn Estimator

Estimate monthly API cost across models, token volumes, and caching strategies before you commit.

LibraryComing soon

Prompt Pattern Library

A curated set of reusable prompt patterns for extraction, summarization, classification, and reasoning.

TemplateComing soon

MCP Connector Blueprint

A starter template for building an MCP server that connects an assistant to your internal API or database.

CalculatorComing soon

SLM Fit Calculator

Match a use case to the right-sized open model based on latency, privacy, accuracy, and cost constraints.

Want early access or have a tool idea? Open a conversation