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Lesson 06 of 10 · published

Matching Models to Creative Tasks

~15 min · models, tradeoffs, l6

Level 0Spark
0 XP0/100 lessons0/14 achievements
0/200 XP to next level200 XP to go0% complete

피파 한 줄 정리: Task → 모델 매핑: thumbnail = GPT-Image (text), concept = MJ (taste), product viz = Imagen·FLUX (정밀), character = MJ + SD LoRA, video = Runway/Veo, voice = ElevenLabs/Voxtral.

A wrench, a screwdriver, and a hammer can all bang a nail into wood if you try hard enough. But one of them was designed for it. The same principle applies to generative media models. You can use any model for any task, but the right match saves time, money, and frustration.

Task-to-Model Mapping

Concept Art & Mood Exploration → Midjourney v7 (Draft Mode). Its strong aesthetic opinions and fast generation make it ideal for exploring visual directions before committing. The model adds compositional intelligence you didn't ask for — which is exactly what concept art needs.

Thumbnails & Social Media Graphics → GPT-Image 1.5. Text rendering accuracy is critical for thumbnails — titles, channel names, overlay text. GPT-Image's conversation-aware editing lets you iterate on specific elements ("make the title larger," "change the background color") without re-prompting from scratch.

Product Visualization → Imagen 4 Ultra or FLUX.2 Pro. Products need precise shape accuracy, consistent lighting, and clean backgrounds. These models offer strong prompt adherence without excessive artistic interpretation that might distort the product.

Character Design & Illustration → Midjourney v7 + Stable Diffusion ecosystem. Use Midjourney for initial character concepts with rich aesthetic feel, then use Stable Diffusion with custom LoRAs for consistency across multiple poses and scenes.

Ad Creative & Commercial Work → GPT-Image 1.5 (text accuracy) + Midjourney v7 (aesthetic quality). Commercial work often requires both readable text and polished visuals. Multi-model workflows handle this better than any single model.

Storyboard Frames → Any fast model. Storyboards prioritize composition, framing, and narrative clarity over visual polish. Midjourney Draft, FLUX Schnell, or Imagen 4 Fast all work well because you need volume and speed, not perfection.

Short Cinematic Clips → Runway Gen-4.5 or Veo 3.1. These lead in motion quality, temporal consistency, and native audio. For hero video content, invest in the best available quality.

Stylized or Animated Video → Hailuo/MiniMax 2.3. Its support for diverse art styles (anime, illustration, ink wash, game CG) and precise start/end frame control make it ideal for non-photorealistic video work.

Talking Head / Narration Videos → Kling 3.0 + ElevenLabs. Kling's cost efficiency handles the visual generation, while ElevenLabs provides the highest-quality voice. Post-sync them for professional results at minimal cost.

AI Dubbing & Voiceover → ElevenLabs (quality) or Voxtral (privacy/cost). Dubbing requires emotional nuance and multilingual capability. ElevenLabs leads on both. For sensitive content, Voxtral's self-hosted option keeps audio on your infrastructure.

Key Takeaways
  • Each creative task has characteristics — text need, style preference, speed requirement, consistency demand — that map to specific model strengths.
  • Professional workflows typically chain multiple models rather than relying on one.
  • The best creators develop intuition for model selection through repeated hands-on testing.

External links

Exercise

정기 task 5개 (thumbnail·character·product·story·voiceover). 각각에 대해 lesson의 task-to-model map 기반 optimal 모델 식별. 그에 맞춰 bookmark update.

Progress

Progress is local-only — sign in to sync across devices.
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