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Best Model for This

Costs assume ~500 tokens input + ~800 tokens output per article, at today’s published prices. All three are in the free tier.

Quick Start

Tips & Best Practices

  • Use response_format: json_object — the model is asked for JSON instead of freeform text. Nothing validates the answer, so parse it inside a try.
  • Temperature 0.7–0.9 for creative content — lower temperatures produce repetitive, generic prose.
  • Batch with asyncio.gather / Promise.all — parallel generation cuts wall-clock time by 5-10x.
  • Two-pass pipeline beats one big prompt — outline first, then expand. Better structure, more coherent output.

Cost Estimate

Assumes 500 tokens input + 800 tokens output per article (outline + full content, two API calls).

Built with Kyma

  • Affitor/content-pipeline generates multilingual affiliate content from structured program data, with claude-sonnet-4-6 as the quality default.

Next Steps