100,000 viral posts in 20.4 seconds

Claude Opus 5 on the same corpus and clock got through 214 posts for $0.98, which he puts at about 680 times the cost per post.

CA clean typed decision with low volume or low value, or too vague to act on.2.83

Key facts

Vertical
Agencies, media & creators
Function
Social & creator
Status
Seen in the wild
Volume
occasional
Value
meaningful
Risk
low
Evidence
built and shown
Flags
check-fit

Source: https://madewithjev.com/builds/viral-post-analyser

Build this with a classifier

Define a typed decision with a bounded answer, then evaluate it on examples.

{
  "decision_type": "choice",
  "question": "Does this input match the decision in “100,000 viral posts in 20.4 seconds”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

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