AI Insight · Research Results

AI cost Insight, read each article clearly

Tunenomics writes AI cost research into articles, with complete data archived in each article.

10 articles
01
Platform and traffic

When customers start asking AI, not search engines

Whether the content can be cited by the generative engine depends on whether it is easy to excerpt: one question and one answer, one sentence of conclusion into independent paragraphs, numbers with source and date.

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02
Platform and traffic

"Followed but did not receive notification": The platform rules have been changed once

What determines whether you can let users receive notifications is whether they have subscribed, not whether they have paid attention. These two actions are already two different things in the platform rules.

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03
Method and implementation

What can you see by just looking at your own bills?

Using the bills exported by your own background, you can draw conclusions about where the costs are concentrated and how much you spend repeatedly, and you can check it yourself. But there are some conclusions that it cannot give, and we will clearly write "This section cannot be calculated."

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04
Cost awareness

Why is it so difficult to calculate points-based bills?

When the platform bills in points instead of amounts, there is no direct comparison between the two bills. This article explains the three difficulties and how to calculate the parts that can be calculated.

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05
Method and implementation

Allocate different jobs to AIs with different price levels

Not every job requires the most expensive model. Stratification is the most effective step, but downgrading must be accompanied by acceptance criteria.

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06
Terminology Unpacked

Every round of dialogue is spent on "rereading it again"

There is a piece of content in the multi-round dialogue that needs to be read again every round. It doesn’t get diluted as the conversation gets longer and is the most overlooked piece of the bill.

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07
Terminology Unpacked

I changed the beginning of a sentence, why do I have to recalculate everything after it?

Once the front changes, everything behind will become invalid. This is the opposite of "repeated content is remembered", and it is also the easiest cost pit to avoid.

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08
Terminology Unpacked

If I read the same sentence twice, do I have to pay twice?

If repeated content is "remembered", it will be much cheaper to read it again than the first time; whether you remember it or not depends on where you put it.

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09
Cost awareness

The hit rate is high, why is the bill still expensive?

Ratio is ratio, and money is "quantity × unit price". Using a ratio to judge whether it is expensive or not is going in the wrong direction.

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10
Platform and traffic

Why has the price of AI been reduced, but the bill has not been reduced?

The decrease in unit price does not mean the decrease in total cost. This article breaks down the three most vulnerable parts of the price cut and gives you ways to check them yourself.

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