Free calculators and assessments for practical AI planning. Use these tools to evaluate automation readiness, estimate business value, and model LLM API token costs. No account or email address is required.
Quick answer: which AI Rockstars tool should you use first?
Use the Automation ROI Calculator first when a process already exists, the AI Automation Readiness Assessment when the process is still unclear, and the LLM Token Cost Calculator when API usage or model selection drives the budget. AI Rockstars evaluates these tools against practical business questions: expected time savings, data availability, workflow complexity, model cost, maintenance effort, and implementation risk. We test each calculator against common planning scenarios before turning the assumptions into public guidance.
We keep the assumptions checkable by comparing calculator logic with official pricing and platform documentation, including OpenAI API pricing, Anthropic pricing, and Google Gemini API pricing.
Which AI planning tool solves which problem?
What does the Automation ROI Calculator do?
The Automation ROI Calculator estimates whether an automation project is financially worthwhile before a team builds it. It converts task volume, time per task, hourly cost, and implementation effort into monthly savings, payback period, and ROI range. Use it when the workflow is repeatable and the main question is business value.
What does the AI Automation Readiness Assessment do?
The AI Automation Readiness Assessment checks whether a process is ready for automation before a company invests in tools or development work. It scores workflow clarity, data availability, system access, risk, team capability, and review needs. Use it when the main question is implementation readiness rather than immediate ROI.
What does the LLM Token Cost Calculator do?
The LLM Token Cost Calculator estimates monthly API costs for prompts, outputs, model choice, and usage volume. It helps teams compare OpenAI, Claude, Gemini, and other model scenarios before shipping a feature. Use it when token volume, output length, or model selection can materially change operating costs.
AI Automation Readiness Assessment
Score one business process across process clarity, data, integrations, ownership, risk, measurement, adoption, and operations. Receive a readiness level and practical next steps.
Assess readinessAutomation ROI Calculator
Estimate time savings, annual labor value, first-year investment, net benefit, ROI, and payback period using transparent assumptions.
Calculate ROILLM Token Cost Calculator
Compare two API pricing scenarios using input, cached input, output, request volume, batch discounts, monthly spend, and annual cost.
Compare token costsWhich tool should you use?
| Question | Tool | Output |
|---|---|---|
| Is this process ready to automate? | Readiness Assessment | Readiness score, level, and next steps |
| Could the automation create enough value? | ROI Calculator | Time savings, net benefit, ROI, and payback |
| What will LLM API usage cost? | Token Cost Calculator | Per-request, daily, monthly, and annual token cost |
A practical sequence for AI automation planning
- Assess readiness. Confirm that the process, data, integrations, ownership, controls, and measurement approach are sufficiently clear.
- Estimate value. Model conservative time savings and include implementation, software, AI usage, maintenance, and review costs.
- Model technical usage. Estimate token volume from representative requests and use current provider or contract pricing.
- Run a controlled pilot. Test exceptions, quality, security, user adoption, and recovery before broad rollout.
- Measure realized value. Replace assumptions with production data and update the business case.
Implementation resources
- AI agents guide
- n8n automation guide
- Prompt engineering guide
- AI consulting and workflow implementation
Frequently asked questions
Are the tools free?
Yes. They can be used without an account, email address, or payment.
Are entered values sent to AI Rockstars?
The calculations run in the browser. The tools do not require submitted contact details or an account.
Can the results be used as a final investment decision?
They are planning aids. Validate assumptions with process owners, technical teams, security stakeholders, and measured pilot data before approving investment.
Will more tools be added?
AI Rockstars will add tools where a transparent, focused calculation or assessment can solve a recurring planning problem without requiring hidden data or unreliable benchmarks.





