Developers
Ship faster with predictable costs and structured outputs.
- Cost breakdown JSON for CI
- Compression → re-cost in one click
- Schema generation for contracts, APIs, validators
AI workflow tools for developers, systems analysts, and creators
Estimate costs, compress prompts, and generate JSON Schemas—all in one place. Use the guided workflow or jump into any tool.
No data storedExport and copy resultsCross-tool bridges
Clear value for different workflows
Choose the guided workflow or any tool on its own.
Systems & Ops Analysts
Ensure predictable costs and reliable outputs before production.
- Forecast token usage and costs
- Validate structured outputs
- Benchmark providers pre-deployment
Creators
Share prompts and artifacts your audience can reuse.
- Public share links
- Readable, styled outputs
- Bridges across related tools
Streamline costs, prompts, and structure—side by side
Practical utilities for real projects. Follow the workflow or open any tool directly.
Know the cost before you ship
Estimate per-request spend across multiple models. Export JSON breakdowns for CI or reviews → predictable costs, fewer surprises.
Shrink prompts, keep meaning
Trim filler and normalize structure, then re-cost to confirm savings.
Lock in structure with JSON Schema
Describe fields in plain English and get a copyable schema for consistent outputs.
Token → Cost Calculator
Paste a prompt + sample completion and compare model costs instantly.
Open tool →
Prompt Compression Optimizer
Reduce tokens, then send directly to the cost calculator with one click.
Open tool →
Prompt → JSON Schema
Turn natural language into strict schema. Copy or download for reuse.
Open tool →
Try the AI Workflow Toolkit now
Use the guided workflow or browse the full toolbox—no signup needed.