Industry · Marketing

Model the AI economics of creative, copywriting and campaign workflows across an agency.

Marketing agencies use AI across ideation, copy generation, asset variation and analytics. Token consumption is moderate but output-heavy, making model choice unusually impactful on cost.

Tokens / creative / yr

10–35M

Output share

35–40%

Highest of any function

Cost / campaign brief

$2–$15

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Embedded in core workflows. Mixed adoption.

AI-assisted tasks

3 / 3

Annual estimate

$31.5K

Total token OpEx for 120 employees · Claude Sonnet 4

Tokens per employee / year36.45M
Total tokens / year4.37B
Input tokens2.84B65%
Output tokens1.53B35%
Cost per employee / year$262.44
Avg daily tokens / employee157.5K
Blended price$3.00 in · $15.00 out / 1M tokens
Working days assumed220
Task coverage100%

Key cost considerations for marketing

  • Output tokens dominate cost — favor models with low output pricing for high-volume drafting.
  • Image and multimodal generation cost should be modeled separately from text tokens.

Primary AI workloads in this industry

Frequently asked questions

How do agencies bill clients for AI usage?

Most agencies bundle AI cost into hourly rates or treat it as a pass-through with a 15–25% markup, itemized on the invoice.

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