Easy Cost Question 60 of 223

Why can output tokens cost more than input tokens?

GenAI / LLM · Speak this in 60–90 seconds · Faridabad & Delhi NCR

PICTURE THIS: A SENTENCE BECOMES TOKENS

The model does not read letters like humans. It reads these pieces, then predicts the next one.

Simple meaning

Generation is autoregressive and more expensive to serve than a single prompt encode.

1

WHY — Cost instead of guessing?

Why interviewers care about Cost:

They are checking judgment

on Cost.

A good answer names

the situation, the default choice, and one exception - that reads as experience.

Stay structured

Name the idea, why it exists, then one short example.

Close cleanly

End with when you use it and one common pitfall.

2

STEPS — What happens step by step?

Before you speak the answer, walk the interviewer through these steps:

  1. 1
    Generation is autoregressive and

    more expensive to serve than a single prompt encode.

  2. 2
    Providers often price completions

    higher to match that cost.

  3. 3
    Long answers therefore dominate

    the invoice even if the prompt looks large.

  4. 4
    Give an example

    One tiny concrete case you can say aloud.

  5. 5
    Common mistake

    What juniors usually get wrong.

  6. 6
    Close

    When you pick this over the alternative.

3

EXAMPLE — See it in action

Here's a short line you can speak, broken into clear beats:

Say this line
“Providers often price completions higher to match that cost.”
Break into beats
Providersoftenpricecompletionshigherto
Speaking order
2987408337471632900

Note: Adapt this scaffold to your own project — keep it under 60–90 seconds.

Key takeaway

Generation is autoregressive and more expensive to serve than a single prompt encode. Providers often price completions higher to match that cost.

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