New Chapter AI Visibility Market Strategy Report - Vitamins and Dietary Supplements

Answer Capsule

New Chapter holds minimal AI recommendation presence in the October 2026 vitamins and dietary supplements benchmark, with valid recommendation coverage of 4.10% across 757 qualified observations. The brand appears in AI-generated responses but rarely converts those appearances into valid recommendation shortlists, with a raw mention presence rate of 6.08% against recommendation coverage of 4.10%. The clearest weakness is near-total absence from recommendation-stage visibility, where the category leader Thorne holds 92.30% coverage. The clearest opportunity is a narrow but measurable pocket of positive framing, with a net sentiment score of 0.6957 and 32 positive mentions, suggesting that where New Chapter does appear, AI systems frame it favorably.

Who This Report Is For

This report is for New Chapter's brand, marketing, and ecommerce leadership, and for category strategists evaluating how supplement brands compete for AI-generated recommendations at the moment buyers ask which brand to choose.

Report Card

Executive Summary

New Chapter holds minimal recommendation-stage visibility in the October 2026 vitamins and dietary supplements benchmark. The brand recorded 46 total mentions across 757 qualified observations, a raw mention presence rate of 6.08%, but converted only 31 of those into valid recommendation appearances, a valid recommendation coverage rate of 4.10%. The gap between presence and recommendation is modest in absolute terms but significant in competitive context: New Chapter appears in AI responses roughly one time in sixteen, and is recommended as a viable option roughly one time in twenty-four.

The brand's sentiment profile is the strongest signal in its data. New Chapter recorded 32 positive mentions, 14 neutral mentions, and zero negative mentions, producing a net sentiment score of 0.6957. This is the second-lowest net sentiment among tracked brands, behind only Nature's Bounty at 0.5733, but the absence of negative framing is notable. Where New Chapter appears, AI systems do not frame it unfavorably.

The strongest cluster is the only cluster with data: Best Vitamins and Dietary Supplements, a consideration-stage cluster where New Chapter recorded 4.10% valid recommendation coverage. The two other clusters in the benchmark, Brand and Product Comparisons and Pricing and Value, have no qualified observations for any brand, so New Chapter's performance in comparison and pricing contexts is unmeasured.

The strongest platform signal for New Chapter is Google AI Mode, where the brand recorded 13 valid recommendations and a 6.70% valid recommendation coverage rate, the highest of any platform. The weakest platform signal is ChatGPT, where New Chapter recorded zero valid recommendations and zero positive visibility across 71 observations. This platform-level gap is the clearest actionable finding in the data.

The clearest competitive gap is against Thorne, which holds 92.30% valid recommendation coverage and 80.85% top-three rate. New Chapter's 4.10% coverage and 1.32% top-three rate place it at the bottom of the tracked set, alongside Nature's Bounty. The brand is visible but under-recommended, and the platform-level data suggests the gap is concentrated rather than uniform.

What New Chapter Is Winning

Questions This Section Answers

• Does New Chapter have any negative AI sentiment to address?
• Which platform shows the strongest recommendation coverage for New Chapter?

New Chapter's clearest win is the absence of negative framing. Across 46 mentions, the brand recorded zero negative mentions and 32 positive mentions, producing a net sentiment score of 0.6957. This is not a strong sentiment score in absolute terms, but it indicates that AI systems do not associate the brand with cautionary or unfavorable language.

The brand's second win is a narrow but measurable presence on Google AI Mode. New Chapter recorded 13 valid recommendations on Google AI Mode, a 6.70% valid recommendation coverage rate, and a 2.10% top-three rate. This is the only platform where the brand's recommendation coverage exceeds its overall average, and it suggests that Google AI Mode's retrieval and synthesis patterns are more favorable to New Chapter than other platforms.

The brand's third win is a small rank-one pocket on Perplexity. New Chapter recorded one rank-one recommendation on Perplexity, a 1.00% rank-one rate, which is higher than its overall rank-one rate of 0.13%. This is a single observation and should be interpreted with caution, but it indicates that Perplexity's recommendation behavior occasionally places New Chapter first.

These wins are narrow. New Chapter does not hold a strong position in any cluster, platform, or prompt type. The brand's data shows minimal presence with favorable framing, not competitive recommendation power.

Where New Chapter Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Why does New Chapter get mentioned without being recommended by AI systems?
• On which AI platform does New Chapter have zero recommendation presence?
• How large is New Chapter's recommendation gap compared with Thorne and other category leaders?

New Chapter's clearest gap is its near-total absence from recommendation-stage visibility. The brand recorded 31 valid recommendations across 757 qualified observations, a 4.10% coverage rate. By comparison, Thorne recorded 699 valid recommendations (92.30% coverage), Nature Made recorded 599 (79.10% coverage), and Pure Encapsulations recorded 590 (77.90% coverage). Even mid-tier brands like NOW Foods (55.60% coverage) and Garden of Life (54.20% coverage) hold more than ten times New Chapter's recommendation presence.

The gap is not a presence problem alone. New Chapter's raw mention presence rate is 6.08%, meaning the brand appears in AI responses roughly one time in sixteen. But its valid recommendation coverage is 4.10%, meaning it is recommended roughly one time in twenty-four. The conversion rate from mention to recommendation is approximately 67%, which is lower than the category leader Thorne (95.80% conversion) and Nature Made (95.00% conversion). This suggests that when New Chapter appears, AI systems often mention it without recommending it.

The platform-level data reveals a concentrated gap on ChatGPT. New Chapter recorded zero valid recommendations on ChatGPT across 71 observations, with a 1.40% raw mention presence rate and zero positive visibility. This is the only platform where the brand has no recommendation presence at all. By contrast, Google AI Mode recorded 13 valid recommendations, Google AI Overviews recorded 7, Copilot recorded 4, Perplexity recorded 4, and Gemini recorded 3. The ChatGPT gap is the clearest platform-specific weakness in the data.

The competitive displacement pattern is stark. In the Best Vitamins and Dietary Supplements cluster, Thorne is the cluster winner with 219,582 in AI Visibility Authority Value, followed by Nature Made, Pure Encapsulations, and Ritual. New Chapter's AI Visibility Authority Value in the same cluster is 5,664, less than 3% of Thorne's total. The brand is not competing for recommendation-stage visibility at the same level as the category leaders.

Biggest Opportunity

Questions This Section Answers

• Which AI platforms offer the most achievable path to recommendation visibility for New Chapter?
• What kind of evidence sources does New Chapter need to appear in to convert mentions into recommendations?

New Chapter's biggest opportunity is to convert its favorable framing into recommendation-stage visibility on Google AI Mode and Google AI Overviews, where the brand already has measurable presence. Google AI Mode recorded 13 valid recommendations and a 6.70% coverage rate, while Google AI Overviews recorded 7 valid recommendations and a 3.50% coverage rate. These two platforms account for 20 of the brand's 31 valid recommendations, making them the most productive surfaces for New Chapter.

The opportunity is specific: increase the brand's inclusion in AI-generated recommendation shortlists for high-intent prompts in the Best Vitamins and Dietary Supplements cluster. The benchmark's prompt examples include queries such as "Who makes the highest quality vitamins?", "What's the most recommended prenatal vitamin?", and "Which supplement company is the most reputable?" These are consideration-stage prompts where New Chapter currently appears infrequently. The brand's favorable sentiment profile suggests that when it does appear, AI systems do not frame it negatively, which means the barrier is inclusion, not perception.

The path from reference to recommendation requires strengthening the public evidence layer that AI systems retrieve and synthesize. The benchmark's top cited domains include healthline.com, consumerlab.com, and medicalnewstoday.com, none of which are brand-owned. New Chapter's opportunity is to ensure its product quality, ingredient sourcing, and certification claims are represented in the independent health information sources that AI systems cite most often.

Competitive Landscape

Questions This Section Answers

• Where does New Chapter rank against competitors on top-three and rank-one recommendation rates?
• What does New Chapter's average recommended rank of 4.47 indicate about its position in AI shortlists?

Thorne holds dominant recommendation-stage strength in the vitamins and dietary supplements category, with Nature Made and Pure Encapsulations as the strongest challengers. New Chapter sits at the bottom of the tracked set, alongside Nature's Bounty, with minimal recommendation coverage and low placement rates.

Average recommended rank covers rank-eligible recommendations only.

New Chapter's 1.32% top-three rate and 0.13% rank-one rate place it last among tracked brands, marginally behind Nature's Bounty. The brand's average recommended rank of 4.47 is the lowest in the set, meaning that when New Chapter does receive rank credit, it typically appears in the fourth position rather than the first or second. The sentiment score of 0.6957 is the second-lowest, ahead of only Nature's Bounty, but the gap to the category leaders is substantial.

Prompt Evidence

Questions This Section Answers

• What did the highest-quality-vitamins prompt reveal about New Chapter's recommendation inclusion on Google AI Mode?
• Where did New Chapter receive a rank-one AI recommendation despite its low overall placement rate?

Google AI Mode / Best Vitamins and Dietary Supplements Prompt: "Who makes the highest quality vitamins?" Result: New Chapter appeared in the response but was not included in the top-three recommendation shortlist, which was led by Thorne and Nature Made.

ChatGPT / Best Vitamins and Dietary Supplements Prompt: "What's the most recommended prenatal vitamin?" Result: New Chapter received a neutral mention but no valid recommendation credit, while Thorne and Pure Encapsulations held the top recommendation positions.

Perplexity / Best Vitamins and Dietary Supplements Prompt: "Which supplement company is the most reputable?" Result: New Chapter received a rank-one recommendation on Perplexity, one of only two rank-one appearances for the brand across all platforms.

Google AI Overviews / Best Vitamins and Dietary Supplements Prompt: "What is the best supplement company to buy from?" Result: New Chapter appeared in the response with positive framing but was not included in the top-three recommendation shortlist.

What CiteWorks Studio Would Do Next

Phase 1: AI Visibility Market Discovery Audit Map New Chapter's prompt-level visibility across all six AI platforms, identifying which high-intent queries surface the brand and which competitors capture the recommendation when New Chapter is mentioned but not recommended.

Phase 2: Recommendation Readiness Plan Prioritize the Google AI Mode and Google AI Overviews platforms, where New Chapter already has measurable presence, and develop a plan to increase inclusion in recommendation shortlists for consideration-stage prompts.

Phase 3: Owned Answer Layer Buildout Strengthen New Chapter's owned content to clearly state product quality, ingredient sourcing, and certification claims in formats that AI systems can retrieve and synthesize, addressing the gap between mention and recommendation.

Phase 4: Citation / Authority Layer Development Increase New Chapter's presence in the independent health information sources that AI systems cite most often, including healthline.com, consumerlab.com, and medicalnewstoday.com, to support retrievability and recommendation inclusion.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track New Chapter's recommendation coverage, top-three rate, and rank-one rate month over month, with platform-level breakdowns to measure progress on Google AI Mode and Google AI Overviews.

Why This Matters

AI presence alone is not enough. New Chapter appears in AI responses roughly one time in sixteen, but is recommended as a viable option roughly one time in twenty-four. The gap between mention and recommendation is where buyer choice is lost. When a shopper asks an AI system which supplement brand to choose, New Chapter is often mentioned but rarely shortlisted, which means the brand is visible but not selected.

The next move is targeted correction of the prompt, page, and citation layers. New Chapter's favorable sentiment profile suggests that the barrier is not perception but inclusion. The brand needs to strengthen the public evidence layer that AI systems retrieve and synthesize, ensuring that its quality claims, certifications, and ingredient sourcing are represented in the independent sources that AI systems cite most often. The opportunity is concentrated on Google AI Mode and Google AI Overviews, where New Chapter already has measurable presence and where incremental gains are most achievable.

Core Metrics

Sentiment Score

Sentiment Score = (positive mentions × 1 + neutral mentions × 0 + negative mentions × -1) / total mentions

For New Chapter, the calculation is: (32 × 1 + 14 × 0 + 0 × -1) / 46 = 32 / 46 = 0.6957.

This score matters because unclassified mention counts are misleading. A brand that appears in 46 AI responses with 32 positive mentions, 14 neutral mentions, and zero negative mentions is in a different position than a brand with the same total mentions but a mix of positive and negative framing. New Chapter's score of 0.6957 indicates that where the brand appears, AI systems frame it favorably or neutrally, with no negative associations.

Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal. New Chapter's 46 mentions include 32 positive mentions and 14 neutral mentions, but only 31 valid recommendations. The difference between mention and recommendation is where buyer choice is lost. Counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility, and New Chapter's data shows that favorable framing does not automatically convert into recommendation-stage visibility.

Sentiment by Platform

Questions This Section Answers

• On which platforms does New Chapter appear with positive framing but no recommendation credit?
• Which platform shows the strongest sentiment-to-recommendation conversion for New Chapter?

Methodology

1. This report is a benchmark-based analysis of New Chapter's AI recommendation visibility in the vitamins and dietary supplements category, using data from the LLM Authority Index AI Visibility Market Discovery Index for October 2026.
2. The reporting window is October 2026, with baseline comparisons to August 2026 and September 2026 where available.
3. Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode.
4. The benchmark analyzed 757 qualified observations in October 2026, drawn from 800 source prompt-surface observations after filtering for relevance and eligibility.
5. The competitor universe includes 10 tracked brands: Thorne, Nature Made, Pure Encapsulations, NOW Foods, Garden of Life, Ritual, Life Extension, Nordic Naturals, Nature's Bounty, and New Chapter.
6. One public high-intent cluster was active in October 2026: Best Vitamins and Dietary Supplements (C01). Two additional clusters, Brand and Product Comparisons (C02) and Pricing and Value (C03), had no qualified observations.
7. Stage 0 extraction retained the query, AI platform, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources.
8. A mention is defined as any appearance of New Chapter in an AI-generated response, regardless of whether the brand is recommended.
9. A valid recommendation is defined as an appearance in a recommendation shortlist where the brand is presented as a viable option, with rank credit assigned for positions 1 through 10.
10. Brand-level percentages use the qualified observation set (757 in October 2026) as the public denominator, not the raw 800 prompt collection.
11. The benchmark does not measure market share, sales, or attributable conversions. It does not capture every possible AI response, and it does not measure organic-search ranking or social mention volume.
12. Movement in any single metric does not by itself establish why that change occurred. The data records the change, not the cause.

Find Out Where You Stand in AI Recommendations

The public benchmark shows category-level standings. A company-level AI visibility audit maps New Chapter's prompt, platform, competitor, ranking, sentiment, and evidence-source patterns into a prioritized strategy, showing where to focus content, authority, and citation-building efforts to increase recommendation-stage visibility.