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Plan AI cost before you ship.

Practical calculators plus operating playbooks and templates for token spend, provider comparison, rollout, and procurement.

Fast estimates

Get instant cost outputs from your real workload assumptions.

Shareable scenarios

Every calculator supports URL params for easy sharing.

Built for decisions

From API budgeting to ROI planning, all in one place.

Calculator Suite

23 tools
Budget

AI Budget Guardrails Calculator

Translate monthly budget into daily request ceilings with a safety buffer.

Core

AI Token Cost Calculator

Estimate token-based API spend across major models.

Compare

AI Model Cost Comparison

Compare costs across all major AI providers and find the cheapest model.

Context

AI Context Window Calculator

Check if documents fit within model context limits and calculate chunking needs.

Streaming

AI Streaming Cost Calculator

Calculate costs for real-time streaming chatbots and live generation.

Routing

AI Model Router Calculator

Smart routing strategy to match complexity to model, optimize cost vs quality.

Tokens

AI Token Counter Calculator

Count tokens in text for different models, estimate costs before API calls.

Performance

AI Latency Calculator

Compare response times and throughput capacity across AI models.

ROI

AI Business ROI Calculator

Calculate automation value, break-even timeline, and savings.

Agent

AI Agent Cost Calculator

Estimate blended agent runtime spend with LLM, tool, and human review costs.

Media

AI Image and Video Cost Calculator

Estimate monthly multimodal generation cost across image and video workloads.

Compare

LLM Cost Calculator

Compare OpenAI, Claude, and Gemini for one workload in one view.

Provider

OpenAI Pricing Calculator

Forecast monthly and yearly OpenAI usage cost.

Provider

Gemini Pricing Calculator

Estimate Gemini API request, monthly, and yearly costs.

Provider

Claude Token Calculator

Plan Anthropic Claude workload and budget quickly.

Compare

OpenAI vs Claude Cost

Compare two providers with identical workload assumptions.

Stack

RAG Monthly Cost Calculator

Model embeddings, retrieval, generation, and storage together.

ROI

AI Support ROI Calculator

Estimate savings, ROI, and payback period for support automation.

Training

AI Fine-Tuning Cost Calculator

Estimate model training and fine-tuning costs across providers.

Batch

AI Batch Processing Cost Calculator

Calculate bulk API processing costs with volume discounts.

RAG

AI Embedding Cost Calculator

Plan RAG embedding costs for document indexing and retrieval.

Tokens

AI Prompt Length Calculator

Check token limits and optimize prompt sizes for models.

Cost

AI Prompt Cost Estimator

Calculate prompt and output token costs across models.

Recent updates

  • New calculator: AI Model Cost Comparison across all providers
  • New calculator: AI Latency Calculator for response time planning
  • New calculator: AI Business ROI Calculator for automation value
  • New calculator: AI Fine-Tuning Cost Calculator for model training
  • New calculator: AI Batch Processing Cost Calculator for bulk API
  • New calculator: AI Embedding Cost Calculator for RAG indexing
  • New calculator: AI Prompt Length Calculator for token limits
  • New non-calculator product: AI Model Evaluation Test Plan Generator for release quality validation
  • New non-calculator product: AI Change Management Plan Generator for cross-team adoption rollouts
  • New non-calculator product: AI Incident Response Runbook Builder for outage operations
  • New non-calculator product: AI Vendor Shortlist Scorecard for procurement decisions
  • New non-calculator product: AI Adoption Readiness Scorecard with markdown/CSV export
  • New non-calculator product: AI Use Case Prioritization Matrix with markdown/CSV export
  • New AI Agent Cost Calculator for agentic workflow cost planning
  • New non-calculator products: governance policy builder and experiment tracker template

Non-Calculator Products

11 products
Playbook

AI Cost Optimization Playbook

An operating guide for model routing, guardrails, and weekly cost reviews.

Template

AI Rollout Checklist Generator

Generate a production rollout checklist for quality, compliance, and operations.

Procurement

AI Vendor RFP Template Generator

Create a vendor selection template for procurement, security, and commercial review.

Governance

AI Governance Policy Builder

Draft internal governance policy for model usage, data handling, and review cadence.

Reliability

AI Incident Response Runbook Builder

Generate incident playbooks for AI outages, latency spikes, and cost anomalies.

Adoption

AI Change Management Plan Generator

Build a cross-team rollout plan with timeline, owners, communication cadence, and adoption metrics.

Quality

AI Model Evaluation Test Plan Generator

Generate scenario-level evaluation plans with quality gates and release readiness checks.

Ops

AI Experiment Tracker Template

Generate a reusable CSV tracker for AI A/B tests and decision reviews.

Strategy

AI Use Case Prioritization Matrix

Rank AI opportunities by impact, confidence, effort, and risk with exportable roadmap lanes.

Readiness

AI Adoption Readiness Scorecard

Score readiness across strategy, data, operations, governance, and team ownership before scaling AI.

Procurement

AI Vendor Shortlist Scorecard

Rank AI vendors by security, reliability, cost fit, and support with weighted scoring output.

AI Ops Guides

22 long-tail pages

Explore governance, rollout, procurement, and operations guides designed for teams moving from AI pilots to repeatable production workflows.

Open AI Ops Guides

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For informational purposes only. Estimates may differ from actual provider billing.