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Systems & Evaluation

When Multimodal Hurts

9 min+90 XPStep 1/10

The modality tax

Every modality you add costs tokens, latency, and money — before it adds capability. A 1024px image ≈ 1,500+ tokens in modern encoders; a 30-second audio clip is thousands more; video multiplies it by duration.

The bill compounds:

  • Context — visual tokens displace text context you might have spent on instructions or RAG results
  • Latency — encode-then-reason serializes; time-to-answer grows
  • Cost per call — a multimodal query can run 5-50× a text call
  • Quality risk — more input surface = more ways to be subtly wrong

Multimodal should answer a question text cannot — otherwise it's a tax with no revenue.

insight

Ask 'what information exists only in the pixels/audio?' If the answer is 'none — it's all in the metadata and transcript', the multimodal call is overhead.