Problem: AI doesn’t process all data

You upload 100 rows. AI processes 50 and

skipped the other 50 rows.

Why it Happens

LLMs suffer from “attention diffusion’ – as they generate responses, their focus weakens on information they saw earlier. They literally lose track of what they haven’t processed yet.

The Fix: 

Try these solutions in order until one works

Split The Task

Prompt 1: “Analyze rows 1-50”
Prompt 2: “Analyze rows 51-100”

[Why it works: Smaller batches prevent attention fade]

Force Verification

Add to your prompt: “After processing, list every row ID you analyzed in order”

[Why it works: Makes AI accountable for what it processede]

Require Structured Output

Add to your prompt: “Format as: Row 1: [analysis], Row 2: [analysis]…”

[Why it works: Explicit numbering prevents skipped rows]

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