Resume Builders: AI Visibility Market Discovery Index

Benchmark Summary

Questions This Section Answers

• Which resume builder leads the recommendation rankings in October 2026?
• How did recommendation coverage shift between the July 2026 baseline and October 2026?
• Which brands moved beyond normal month-to-month variation this period?

Canva leads valid recommendation coverage in October 2026 at 66.5%, up from 60.3% in July 2026, and holds a 11.6 percentage point gap over the next brand, Kickresume, at 54.9%. The largest coverage increase belonged to Canva, rising from 60.3% in July 2026 to 66.5% in October 2026. The largest coverage decline belonged to Zety, falling from 27.1% in July 2026 to 18.3% in October 2026. October 2026 recorded movement beyond normal month-to-month variation for eight brands. Canva was the only significant riser, while Kickresume, LiveCareer, MyPerfectResume, Novoresume, Resume Genius, VisualCV, and Zety all declined beyond normal variation since July 2026.

The category leader changed between September 2026 and October 2026: Canva moved from 56.8% in September 2026 to 66.5% in October 2026, a 9.7-point increase, while Kickresume rose from 52.9% to 54.9% over the same period, a 2.0-point move within normal variation. Seven of the ten tracked brands show lower coverage in October 2026 than in July 2026, and the gap between Canva and Zety widened from 33.2 points in July 2026 to 48.2 points in October 2026, widening in each of the four months measured.

The benchmark began with 800 prompt-surface observations in each month and produced 660 qualified observations in October 2026 after qualification.

Current Benchmark at a Glance

Qualified surface breadth counts the number of canonical AI surface families with at least one qualified observation. The six families are ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode.

In August 2026, the recommendation-shaped answer share stood at 39.2% and the valid recommendation shortlist share at 80.3%, before both measures rose again in September 2026 and reached their October 2026 levels.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Resume Builders

Research Scope and Qualification

Questions This Section Answers

• How do qualified benchmark observations differ from the raw prompt collection?
• Which observations count toward the public resume-builder metrics?

The public benchmark is narrower than the raw collection universe by design.

Brand-level percentages use the qualified observations as the public denominator, not the raw collection. AI Visibility Market Discovery Methodology

Current Brand Standings

Questions This Section Answers

• Which resume builders lead on valid recommendation coverage and top-three placement?
• How do presence rate, coverage, and net sentiment separate the tracked brands?

How to Read the Standings

• Presence rate: Share of qualified observations where the brand appears in any form.
• Valid recommendation coverage: Share of qualified observations where the brand appears in a valid recommendation shortlist.
• Top-three rate: Share of qualified observations where the brand appears in one of the top three recommendation positions.
• Rank-one rate: Share of qualified observations where the brand is the first recommendation.
• Net sentiment: Positive mentions minus negative mentions divided by total mentions, scored from -1 to 1.

For formulas and denominator rules, see AI Visibility Market Discovery Metric Definitions

Recommendation Coverage Movement

Questions This Section Answers

• Which resume builder gained the most recommendation coverage since July 2026?
• Which brand declined the most, and did the drop come from presence or placement?
• Were the coverage declines broad-based across brands or concentrated?

Prior-to-current moves add detail that the baseline table does not show. Canva rose 9.7 points from September 2026 to October 2026, and VisualCV fell 2.5 points over the same period, both beyond normal month-to-month variation. Resume.io, Enhancv, Kickresume, LiveCareer, MyPerfectResume, Novoresume, Resume Genius, and Zety each moved less than their normal variation between September 2026 and October 2026.

Largest Increase: Canva

Canva recorded the largest coverage increase in the series, rising from 60.3% in July 2026 to 66.5% in October 2026, a 6.2-point gain beyond normal month-to-month variation. Most of that move came in the final month: Canva stood at 56.8% in September 2026 before reaching 66.5% in October 2026, a 9.7-point increase. Placement strengthened alongside coverage: top-three rate rose from 26.9% in July 2026 to 42.6% in October 2026, and rank-one rate rose from 8.5% to 15.9% over the same period. Presence rate held flat at 72.9% in July 2026 and 72.9% in October 2026, so the coverage gain came without a broader change in how often Canva appears at all.

Largest Decline: Zety

Zety recorded the largest coverage decline in the series, falling from 27.1% in July 2026 to 18.3% in October 2026, an 8.8-point drop beyond normal variation. Zety's lowest point in the series was 17.1% in September 2026, and its October 2026 reading of 18.3% is a 1.2-point move, within normal variation. Presence rate moved from 50.5% in July 2026 to 50.9% in October 2026, essentially flat, while net sentiment moved from 0.4 to -0.1 over the same period. Top-three rate moved from 9.8% in July 2026 to 9.2% in October 2026, and rank-one rate from 1.0% to 1.1%.

Other Significant Declines

Kickresume declined from 61.0% in July 2026 to 54.9% in October 2026, a 6.1-point drop beyond normal variation, though its October 2026 reading is a 2.0-point increase from September 2026 and within normal variation month over month. Kickresume's presence rate fell from 69.1% in July 2026 to 60.6% in October 2026, and its rank-one rate moved from 14.8% to 13.0%. Resume Genius declined from 18.8% in July 2026 to 13.2% in October 2026, down 5.6 points, with net sentiment moving from 0.4 to -0.0. Novoresume moved from 24.0% in July 2026 to 19.2% in October 2026, down 4.8 points. MyPerfectResume fell from 6.5% in July 2026 to 3.2% in October 2026, down 3.3 points, and its net sentiment moved from 0.3 to -0.3. VisualCV declined from 5.2% in July 2026 to 2.4% in October 2026, down 2.8 points, and its presence rate fell from 9.6% to 5.8%. LiveCareer recorded the smallest decline, from 3.5% in July 2026 to 0.9% in October 2026, down 2.6 points, with net sentiment moving from 0.3 to -0.2. The declines are broad-based rather than isolated to any single brand.

Category Leader: Canva

Canva holds the category lead in October 2026 with valid recommendation coverage of 66.5%, up from 60.3% in July 2026. Canva also holds the highest rank-one rate among tracked brands at 15.9% in October 2026, up from 8.5% in July 2026, and the highest top-three rate at 42.6%, up from 26.9%. Kickresume sits second at 54.9% coverage in October 2026, down from 61.0% in July 2026, but retains a higher average recommended rank position across recommended answers.

Enhancv rose within stable bounds, increasing coverage from 23.2% in July 2026 to 27.6% in October 2026, a 4.4-point move, with top-three rate moving from 6.1% to 17.3% and rank-one rate from 0.8% to 6.5%. Resume.io also moved within stable bounds, from 38.2% in July 2026 to 41.8% in October 2026, while its presence rate rose from 58.4% to 67.1% over the same period. Resume.io's top-three rate moved from 22.3% in July 2026 to 29.4% in October 2026.

Recommendation Placement Snapshot

Questions This Section Answers

• How do top-three and rank-one rates differ among the leading resume builders?
• Why can two brands with similar coverage have different first-position rates?

Coverage alone does not show how prominently a brand is recommended. Among the leading brands, top-three and rank-one rates reveal meaningful differences in placement. Canva appears in the top three on 42.6% of qualified observations in October 2026, up from 26.9% in July 2026, and is the first recommendation on 15.9%, up from 8.5%. Kickresume appears in the top three on 38.9%, up from 37.8%, though its rank-one rate moved from 14.8% to 13.0%. Resume.io appears in the top three on 29.4%, up from 22.3%, and is the first recommendation on 11.7%, up from 9.0%.

Similar coverage levels can still hide different first-position rates, as the contrast between Canva at 15.9% rank-one and Kickresume at 13.0% despite their closer top-three rates shows.

Buyer-Intent Distribution

Questions This Section Answers

• Which buyer-intent classes are represented in the qualified resume-builder observations?
• Which discovery classes are absent from the current public series?

All qualified observations in the current public series fell into the Brand Recommendation class.

The current public series measures that class of discovery and does not yet contain qualified observations in the Pricing & Value or Multi-Brand Comparison classes.

Historical Measurement Record

Questions This Section Answers

• Has the recommendation leader changed across the measured months?
• Which brand recorded the largest coverage movement in each period?

Evidence and Source Layer

The benchmark is built from prompt-level observations that retain the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment. It is not automatically proof that the source caused the recommendation.

Scope Boundaries

• The benchmark does not measure market share.
• It does not measure attributable sales or revenue.
• It does not capture every possible AI response.
• It does not measure organic-search ranking.
• It does not measure social mention volume.
• It does not cover private or sponsored channels.
• A metric movement alone does not establish causality.

Top 10 Cited Domains

Questions This Section Answers

• Which domains are cited most often in AI answers about resume builders?
• Which resume-builder domains appear among the top cited sources?
• How concentrated are citations across domains?

Across all AI platform responses in this measurement period, the benchmark observed 6,541 citations drawn from 827 unique domains.

Citations are spread across a small leading group and a long tail: the top 10 domains account for roughly 41% of all citations, while the remaining 817 unique domains share the rest. Four tracked brands' own domains appear in the top 10, with canva.com at rank 3, kickresume.com at rank 5, resume.io at rank 6, and enhancv.com at rank 7. General video and search surfaces (youtube.com, google.com) and community discussion (reddit.com) rank highest, followed by a mix of brand-owned domains and third-party career resources such as tealhq.com and resume.com. This is a wide distribution across source types rather than dominance by any single category of publisher.

About This Benchmark

The LLM Authority Index AI Visibility Market Discovery Index tracks how AI and search surfaces recommend and mention brands across industry verticals. The index uses a reproducible methodology covering six canonical AI surface families.

• AI Visibility Market Discovery Methodology
• AI Visibility Market Discovery Metric Definitions
• AI Visibility Market Discovery Research Standards
• Modeled AI Visibility Authority Value

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