Application Tailoring Without Invented Experience — Claude Code Guide

Tailoring changes emphasis, not facts

Resume, profile summary, or application-note tailoring should start with verified evidence. AI can suggest order, wording, or questions, but it must not add an employer, metric, responsibility, or outcome absent from the source material.

A useful tailoring record keeps the source claim, new emphasis, reason, confidence, and boundary. A reviewer can then see what changed and what remains Unknown.

• Reuse: move a verified fact into the context of the target role.
• Reframe: change order or explanation without changing the factual contribution.
• Ask: turn missing information into a question rather than a guess.
• Reject: discard a suggestion that adds fabricated experience, metrics, or external validation.

A truthful tailoring contract

1. Compare each sentence with its evidence source.
2. Replace absolute claims with bounded wording when evidence is limited.
3. Mark Unknown where the person must supply information.
4. Complete human review before any external use of the material.

Source: <verified experience or Unknown>
Role relevance: <why it matters>
Wording: <bounded claim>
Not claimed: <missing metric, employer, outcome or review>
Human check: <review before external submission>