Question 1

How many tokens is a typical 1,500-word article?

Accepted Answer

A rough rule: 1 token ≈ 0.75 words (or 1 word ≈ 1.33 tokens). A 1,500-word article = approximately 2,000 tokens of output. Add your input context (brief, research, system prompt) typically 500–1,000 tokens. With 2 revision passes, total tokens per article = (2,000 output + 1,000 input) × 2 = approximately 6,000 tokens.

Question 2

Is GPT-4o-mini good enough for article writing?

Accepted Answer

GPT-4o-mini excels at structured, factual content writing — blog posts, product descriptions, FAQ content, how-to guides. It's 16× cheaper than GPT-4o and produces comparable quality for routine content. The gap shows in: complex analysis, nuanced argumentation, creative fiction, and tasks requiring deep reasoning. For SEO content at scale, GPT-4o-mini is often the optimal cost/quality balance.

Question 3

How does Claude compare to GPT-4o for content writing?

Accepted Answer

Claude Sonnet 4 and GPT-4o are comparable in content quality with different strengths: Claude tends to be better at following nuanced style guidelines and producing more natural-sounding prose. GPT-4o is slightly stronger at structured analysis and data interpretation. Both are excellent for article writing. Claude Haiku 4 is comparable to GPT-4o-mini at similar pricing. Test both with your specific brief to find your optimal choice.

Question 4

How can I reduce AI content generation costs?

Accepted Answer

Cost optimization strategies: (1) Use Claude Haiku or GPT-4o-mini for first drafts and upgrade model only for final polish, (2) Reduce revision passes from 3 to 1 and use human editing for the difference, (3) Minimize system prompt size — compress instructions without losing quality, (4) Batch similar articles in one session to reuse context, (5) Generate outlines first (cheap) then flesh out sections (targeted token use). Cost can be reduced 60–80% without sacrificing quality.

Question 5

What AI model should I use for SEO content at scale?

Accepted Answer

For high-volume SEO content (100+ articles/month): GPT-4o-mini or Claude Haiku 4 for batch content generation — quality is sufficient for most SEO purposes and cost is 15–20× cheaper than flagship models. For cornerstone content (pillar pages, high-competition keywords): Claude Sonnet 4 or GPT-4o for superior quality. A hybrid approach — mini for topical pages, flagship for money pages — optimizes cost/quality across your content portfolio.

AI Token Usage Per Article Calculator — Content Generation Cost

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