Free tools for AI agent teams

Calculators, templates, and assessments to scope, cost, and govern AI agents before production.

12 pages
AI Agent ROI Calculator

Estimate the financial return on a production AI agent deployment: time saved, deflection rates, cost-to-serve impact, and net annualized value.

AI Policy Template Generator

Generate an AI acceptable-use and governance policy from your industry, scale, and risk tolerance.

AI Vendor Security Questionnaire

A purpose-built security and AI governance questionnaire to send to AI vendors during procurement.

Agent Audit Checklist Generator

Build an agent-specific audit readiness checklist for SOC 2, ISO 42001, HIPAA, or EU AI Act scoping.

Agent Evaluation Template

Starter eval suite template for a production agent — input categories, scoring rubrics, dataset structure.

Agent Observability Maturity Quiz

20-question assessment of your agent observability practice — produces a maturity score and recommended next steps.

Agent Risk Assessment Template

A structured template aligned to NIST AI RMF for assessing a specific agent's risk before production launch.

Agent TCO Estimator

Total cost of ownership for production AI agents — LLM spend, infra, observability, eval, security, compliance, and engineering time.

EU AI Act Compliance Checker

Quickly determine whether your agent qualifies as prohibited, high-risk, limited-risk, or minimal-risk under the EU AI Act, and what controls apply.

LLM Cost Calculator

Estimate monthly LLM costs from your token volume, model mix, and prompt caching ratio across OpenAI, Anthropic, Google, and Bedrock.

Model Cost Comparison Tool

Compare LLM model costs across providers for your specific workload patterns; recommend cheaper substitutes with quality caveats.

Prompt Injection Test

Run your agent against a battery of public prompt-injection patterns and see which it falls for.

Ready to control your agents?

Maintain visibility and control across agents, frameworks, and AI providers. Prefactor helps teams monitor activity, enforce boundaries, and manage operational risk.