---
id: "question-api-costs-scaling"
type: "open-question"
source_timestamps: ["00:03:24", "00:07:10"]
tags: ["economics", "scaling"]
related: ["concept-claude-code", "concept-mcp", "claim-local-execution-efficiency"]
resolutionPath: "Conducting a cost analysis of API token usage for a standard 30-day automated content calendar."
---
# Cost of Scaling API Calls

## Open Question

The speaker emphasizes that video **generation** is free because it runs locally (see [[claim-local-execution-efficiency]] and [[quote-claude-changed-creation]]). However:

- [[entity-product-claude-code|Claude Code]] requires an **Anthropic API key** — tokens are billed.
- [[entity-product-perplexity|Perplexity MCP]] requires **Perplexity API** access — billed.
- Complex video generation requires more tokens for Claude to write longer React components.

**What are the actual API costs at scale?**

## Why It Matters

The "completely for free" framing of [[quote-claude-changed-creation]] is the most contested claim in the source. Cost economics determine whether this workflow is viable for individual creators, small teams, or only well-funded organizations.

## Resolution Path

Conduct a **cost analysis of API token usage for a standard 30-day automated content calendar**:

- Average tokens per video (input + output)
- Perplexity calls per video
- Cost per finished asset
- Sensitivity to video complexity

## Related

- [[claim-local-execution-efficiency]] — the claim this question stress-tests
- [[framework-automated-content-pipeline]] — the workload whose cost is being measured