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Price the AI Economy
LLM API cost, prompt pricing, automation ROI, AI SaaS pricing — make every AI decision a numbers decision.
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API & Token Cost
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LLM API CostTop
Estimate monthly LLM spend from prompt and completion tokens, input and output rates.
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Token CompareTop
Compare per-call cost across GPT, Claude, and Gemini for your prompt and response sizes.
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Prompt Cost
Turn a prompt length in words into per-call and monthly API cost instantly.
♻️
Cache Savings
Calculate monthly savings from caching long system prompts across high-volume calls.
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Fine-Tune vs RAG
Compare total cost of fine-tuning versus retrieval-augmented generation over your horizon.
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Embedding Cost
Monthly cost of OpenAI, Cohere, or Voyage embeddings for a given corpus and query volume.
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Vector DB Cost
Pinecone, Weaviate, pgvector hosting cost by vectors, dimensions, and query load.
🖥️
GPU Cost
Cost of running open-source LLMs on A100, H100, or L4 — per call vs. API pricing.
🖼️
AI Image Cost
Monthly cost across Midjourney, DALL·E, Stable Diffusion API, and Flux for your volume.
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AI Voice Cost
Cost of ElevenLabs, PlayHT, or OpenAI TTS for podcasts, audiobooks, and voiceovers.
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AI Video Cost
Cost of Sora, Runway, Pika, and Kling for short-form and commercial video generation.
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RAG Cost
End-to-end RAG cost — embeddings, vector DB, retrieval, and generation per query.
Automation ROI
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Hours SavedTop
Estimate weekly hours freed by an AI automation and their dollar value.
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AI ROITop
Return on investment from AI tooling spend versus time saved and new revenue.
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Chatbot Savings
Support cost savings from an AI chatbot deflecting routine tickets.
👨💻
Copilot Gain
Measure team-level productivity gain from AI coding copilots.
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Stack Cost
Add up monthly spend across every AI subscription in your stack.
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Email AI
Hours saved and revenue gained from AI-generated email drafts and triage.
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Transcription ROI
Savings of Whisper/Otter/Rev AI vs. human transcriptionists for podcasts and meetings.
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Translation ROI
Cost and quality tradeoff between GPT/DeepL machine translation and professional translators.
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Code Review ROI
Savings from AI-first code review — Copilot/Cursor/Sonnet PR-reviewer — vs. pure human.
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Meeting Notes ROI
Hours saved with Otter.ai, Fathom, Fireflies, or Granola taking auto meeting notes.
AI Workforce
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Automation RiskTop
Estimate the risk that routine tasks in a role get automated by AI.
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Headcount Equiv.
Translate AI hours saved into full-time employee equivalents.
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Reskill Payoff
Payback period for investing in AI reskilling — course cost vs salary bump.
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AI Salary Premium
Estimate the salary lift from adding AI skills to your role.
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Freelancer Rate
Set your AI consulting or freelance hourly rate based on desired annual income.
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Data Labeling
Cost of human + AI labeling for training sets — compare crowdsource to Scale/Surge.
✍️
Prompt Engineer
ROI of hiring a prompt engineer vs. training existing team — salary, productivity lift.
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Course ROI
Payback period for AI bootcamps, courses, and certs — tuition vs. salary bump.
AI Business Models
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SaaS PricingTop
Pick a monthly price that covers API cost plus your target gross margin.
🛫
AI Runway
How many months of runway you have at current burn plus AI costs.
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Compute Break-Even
Customers needed to break even on inference and infrastructure spend.
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Content Cost
Cost per article, image, or video generated at scale, including edit time.
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Agent ROI
ROI from shifting tasks from human-in-the-loop copilot to autonomous AI agent.
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Chatbot Build
Build your own LangChain bot vs. Intercom AI, Drift, or Ada — cost and time-to-launch.
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Consulting Rate
Set your AI consulting rate by target income, billable ratio, and expense base.
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Newsletter Revenue
Model subscriber growth, paid conversion, and sponsor revenue for an AI-themed newsletter.
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Affiliate Revenue
Revenue from promoting AI tools via affiliate links — traffic × CTR × commission.
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Launch Cost
Total MVP budget for an AI product — compute, marketing, legal, dev, runway.
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