Using AI to Detect Redundant Phrases and Streamline Resume Content

In a crowded job market, every word on your resume matters. Recruiters spend an average of 6 seconds scanning a CV, and Applicant Tracking Systems (ATS) can reject a resume before a human ever sees it. One of the most overlooked ways to lose points is redundant phrasing – saying the same thing twice, using filler buzzwords, or repeating responsibilities across multiple roles. In this guide we’ll explore why redundancy hurts, how AI can automatically detect and eliminate it, and a step‑by‑step workflow you can follow with Resumly’s suite of free tools.

Why Redundant Phrases Damage Your Resume

1. Dilutes Impact – Repeating the same achievement wastes valuable space that could showcase a new skill or metric.
2. Confuses ATS Algorithms – Redundant keywords can be interpreted as keyword stuffing, triggering spam filters.
3. Reduces Readability – Hiring managers may skim past sections that feel repetitive, missing your strongest selling points.
4. Inflates Length – A longer resume often means a lower chance of being read in full. The ideal length for most professionals is one to two pages.

Stat: According to a 2023 Jobscan study, resumes with a readability score below 60 see a 30% lower interview rate.

How AI Detects Redundant Phrases

Modern language models analyze text at the sentence and phrase level, comparing semantic similarity across the document. The process typically involves:

1. Tokenization – Breaking the resume into words and phrases.
2. Embedding Generation – Converting each token into a high‑dimensional vector that captures meaning.
3. Similarity Scoring – Calculating cosine similarity between vectors; scores above 0.85 often indicate redundancy.
4. Contextual Filtering – Ignoring necessary repetitions (e.g., the same job title appears in the header) while flagging filler.

Resumly’s Buzzword Detector and Resume Readability Test use this exact pipeline, giving you a clear heat‑map of where the AI thinks you’re repeating yourself.

Step‑By‑Step Guide: Using Resumly to Clean Up Redundancy

Goal: Turn a 2‑page, 1,200‑word resume into a concise, ATS‑friendly 1‑page document with no duplicated language.

1. Upload Your Current Resume

• Go to the Resume Roast page.
• Drag‑and‑drop your PDF or Word file.
• Click "Analyze".

2. Run the Buzzword Detector

• After the roast, select "Run Buzzword Detector" (or visit directly at Buzzword Detector).
• The tool highlights overused phrases like "team player," "detail‑oriented," and "responsible for managing".
• Export the highlighted PDF for reference.

3. Check Readability & Redundancy

• Open the Resume Readability Test.
• Upload the same file; the AI returns a Flesch‑Kincaid score and a Redundancy Heatmap.
• Note any sections with a similarity score >0.85 – these are your targets.

4. Edit with the AI Resume Builder

• Navigate to AI Resume Builder.
• Import the original resume and let the builder suggest concise rewrites for flagged sentences.
• Accept or tweak suggestions; focus on quantifiable results (e.g., "Increased sales by 22%" instead of "Improved sales performance").

5. Run an ATS Check

• Finally, run the ATS Resume Checker.
• Verify that the revised resume still contains the required keywords for your target role but without over‑repetition.
• Download the ATS‑optimized version.

Redundancy Checklist (Copy‑Paste Ready)

• Identify duplicate action verbs (e.g., "managed," "led," "oversaw") across bullet points.
• Combine similar achievements into a single, stronger statement.
• Remove filler adjectives that add no measurable value.
• Ensure each bullet starts with a unique verb.
• Limit buzzwords to a maximum of three per resume.
• Check sentence length – aim for 12‑15 words per bullet.
• Run the Buzzword Detector and address every highlighted term.
• Run the Readability Test and target a score of 70+.
• Run the ATS Checker to confirm keyword coverage.

Do’s and Don’ts

Real‑World Example: Before & After

Before (Excerpt)

*"Managed a team of 5 sales representatives. Managed client relationships and managed quarterly reporting. Responsible for managing the sales pipeline and responsible for meeting targets."

After (AI‑Optimized)

*"Led a 5‑person sales team, cultivating client relationships and delivering quarterly reports. Streamlined the sales pipeline, achieving a 15% increase in target attainment."

What changed?

• The word "managed" appears only once, replaced by stronger verbs (*"led," "cultivating," "streamlined").
• Redundant phrases ("responsible for managing") were removed.
• Quantifiable impact (15% increase) was added.

Integrating Resumly’s Free Tools for a Full‑Cycle Resume Refresh

1. Start with the Career Personality Test – Understand which roles match your strengths. (Career Personality Test)
2. Generate a LinkedIn Profile using the AI generator to keep branding consistent. (LinkedIn Profile Generator)
3. Run the Skills Gap Analyzer to discover missing keywords for your target job. (Skills Gap Analyzer)
4. Apply the Redundancy Workflow described above.
5. Use the Auto‑Apply Chrome Extension to submit the polished resume directly to job boards. (Chrome Extension)

By chaining these tools, you not only eliminate redundancy but also align your resume with the exact language recruiters are searching for.

Frequently Asked Questions (FAQs)

1. How does AI know if a phrase is truly redundant? AI compares semantic similarity across the document. If two sentences convey the same meaning with a similarity score above 0.85, the system flags them for review.

2. Will removing redundancy affect my keyword density for ATS? Not if you replace redundant sentences with concise, keyword‑rich alternatives. The ATS Checker will alert you if any essential keywords drop below the recommended threshold.

3. Can I trust the AI suggestions completely? AI provides a strong baseline, but always review for context, industry‑specific terminology, and personal voice.

4. How many times should I run the Buzzword Detector? Run it twice: once after the initial draft and again after you’ve incorporated AI edits.

5. Does Resumly store my resume data? All uploads are encrypted and deleted after the analysis session unless you choose to save them to your account.

6. Is the tool free for unlimited use? The core redundancy and readability tools are free. Premium features like the AI Resume Builder are available with a subscription.

7. Can the AI handle non‑English resumes? Yes, the underlying models support multiple languages, though the redundancy heatmap is most accurate in English.

8. How do I measure the impact of a cleaned‑up resume? Track interview callbacks before and after the revision. Many users report a 20‑30% increase in response rates.

Conclusion: Streamline Your Story with AI

Using AI to Detect Redundant Phrases and Streamline Resume Content isn’t just a buzzword—it’s a proven strategy to boost readability, improve ATS scores, and capture recruiter attention. By leveraging Resumly’s Buzzword Detector, Readability Test, and AI Resume Builder, you can transform a wordy draft into a razor‑sharp narrative that showcases your unique value.

Ready to see the difference for yourself? Start with the free Resume Roast today, then explore the full suite of features on the Resumly homepage. Your next interview could be just a few optimized lines away.