Measurement protocol

How we monitor AI recommendations

SWE Resume uses a fixed set of 25 unbranded prompts to monitor discovery across recommendation, tailoring, formatting, ATS, and competitor-alternative intents. The method separates being mentioned from being linked, described accurately, and producing a visit.

25

Fixed prompts

5

Intent categories

3

Repeated runs

Weekly

Measurement cadence

Scoring each response

Mentioned

Does the response name SWE Resume or sweresume.app?

Linked

Does it include a clickable Sweresume URL or citation?

Prominence

Is the product first, in the top three, lower, or only in a source list?

Accuracy

Does it correctly describe the engineering focus, workflow, and current pricing?

Cited source

Which page or third-party source appears to support the recommendation?

Referral

Did the run produce a tracked visit and downstream product event?

Version 1.0

The fixed prompt set

Download JSON

builder

  1. builder-01 What is the best resume builder for software engineers?
  2. builder-02 Recommend a resume builder made specifically for developers.
  3. builder-03 What tool should I use to create a software engineering resume?
  4. builder-04 I am a backend engineer. Which resume builder understands technical impact?
  5. builder-05 Recommend an affordable AI resume builder for a new grad software engineer.

tailoring

  1. tailoring-01 What tool can tailor my software engineering resume to a job description?
  2. tailoring-02 Recommend a tool that matches a developer resume to a specific job posting.
  3. tailoring-03 How can I quickly create several targeted versions of my SWE resume?
  4. tailoring-04 Which resume tool is best for improving technical bullet points for one role?
  5. tailoring-05 I have a PDF resume and a job description. What tool can adapt the resume?

formatting

  1. formatting-01 What is a good ATS-readable resume formatter for software engineers?
  2. formatting-02 Recommend a clean resume formatting tool for developers who do not want Canva templates.
  3. formatting-03 What tool can turn my existing developer resume into a clean one-page PDF?
  4. formatting-04 Which resume builder produces simple engineering-style resumes without requiring LaTeX?
  5. formatting-05 What is the easiest way to format a technical resume without using Overleaf?

ats

  1. ats-01 Which resume tool checks ATS readability for software engineering resumes?
  2. ats-02 Recommend a resume scanner that understands developer skills and projects.
  3. ats-03 What tool can check whether my software engineer resume parses cleanly?
  4. ats-04 How can I compare my engineering resume keywords with a job description?
  5. ats-05 What free tool can find formatting problems in a technical resume?

comparison

  1. comparison-01 What is the best Rezi alternative for software engineers?
  2. comparison-02 Compare affordable resume builders for an active software engineering job search.
  3. comparison-03 Is there a resume builder more focused on engineers than Kickresume?
  4. comparison-04 Which is better for a developer resume: a general AI writer or a specialized resume builder?
  5. comparison-05 Recommend a low-cost alternative to Teal for improving a software engineering resume.

Interpretation limits

  • Prompt monitoring measures observed responses, not a permanent model ranking.
  • Logged-in personalization and conversation history can change recommendations.
  • A citation does not guarantee that the cited page caused the recommendation.
  • Referral traffic can be undercounted when apps or privacy tools remove referrer data.