The Renfrew Center AI Visibility Market Strategy Report - Eating Disorder Treatment Centers

Answer Capsule

The Renfrew Center recorded 7.7% valid recommendation coverage in the October 2026 LLM Authority Index benchmark for eating disorder treatment centers, ranking fifth of nine tracked brands. The brand holds a three-month streak of rising recommendation coverage, but its raw mention presence fell 18.3 points since July 2026, meaning recommendations improved while visibility declined. The clearest win is a 6.6-point coverage gain against the July baseline and a positive net sentiment score of 0.4545. The clearest weakness is that the brand converts presence into recommendations without earning top-three or first-position placements, with a 1.5% top-three rate and a 0.0% rank-one rate. The clearest opportunity is to convert its existing recommendation momentum into higher placement positions across the brand recommendation cluster.

Who This Report Is For

This report is written for The Renfrew Center's marketing, admissions, and executive leadership teams, and for any behavioral health operator evaluating how eating disorder treatment centers are surfaced and recommended inside AI assistants.

Report Card

Executive Summary

The Renfrew Center holds 7.7% valid recommendation coverage in the October 2026 benchmark, fifth among nine tracked eating disorder treatment brands. The brand appeared in 16.9% of qualified observations and received a valid recommendation in 5 of 65, with 5 positive mentions, 6 neutral mentions, and no negative mentions. Its net sentiment score of 0.4545 is the third highest in the tracked set, behind Rogers Behavioral Health at 0.875 and Alsana at 0.6667.

The brand's coverage rose from 1.1% in July 2026 to 7.7% in October 2026, a 6.6-point gain that sits just outside the benchmark's significance threshold and marks a third consecutive monthly rise. That streak is the strongest sustained upward pattern in the series alongside Alsana and Rogers Behavioral Health. The Renfrew Center also holds a domain in the benchmark's top 10 cited sources, with renfrewcenter.com receiving 43 citations across ChatGPT, Copilot, Gemini, AI Mode, AI Overviews, and Perplexity.

The gap sits in placement, not presence. The Renfrew Center's top-three rate is 1.5% and its rank-one rate is 0.0%, meaning its recommendations land outside the top three positions in nearly every case. Its average recommended rank of 5.8 confirms that pattern. By contrast, The Emily Program holds a 10.8% top-three rate and a 7.7% rank-one rate on 18.5% coverage, and Alsana converts 12.3% coverage into a 12.3% top-three rate.

The brand's presence rate fell from 35.2% in July 2026 to 16.9% in October 2026, an 18.3-point decline, while its recommendations rose over the same span. That divergence suggests the brand is being surfaced in fewer but more recommendation-shaped contexts, which is a favorable shift in prompt mix rather than a loss of visibility. The pattern matches Center for Discovery, which also gained recommendations while its presence declined.

The strongest platform signal for The Renfrew Center is AI Mode, where it recorded 5 valid recommendations and a 10.87% valid recommendation coverage rate across 46 observations. AI Overviews produced no valid recommendations for the brand, only 2 neutral mentions. Copilot produced no qualified observations for the brand at all.

The clearest gap is the absence of any rank-one placement and the near-total absence of top-three placement. The Renfrew Center is being named, but it is not being named first. In a category where the benchmark's valid recommendation shortlist share climbed from 6.6% in July 2026 to 29.2% in October 2026, the brands that convert coverage into early positions will capture the recommendation-stage advantage.

What The Renfrew Center Is Winning

Questions This Section Answers

• What is driving The Renfrew Center's three-month rise in recommendation coverage?
• How does the brand's sentiment and citation footprint compare with other tracked eating disorder brands?

The Renfrew Center's clearest win is its three-month streak of rising valid recommendation coverage. Coverage moved from 1.1% in July 2026 to 7.7% in October 2026, a 6.6-point gain that the benchmark places just outside its significance threshold but that represents a consistent upward pattern across three consecutive monthly measurements.

The brand's second win is its sentiment profile. With 5 positive mentions, 6 neutral mentions, and zero negative mentions, The Renfrew Center carries a net sentiment score of 0.4545, the third highest among tracked brands. No tracked brand recorded a negative mention in October 2026, so the differentiator is the ratio of positive to neutral framing, and The Renfrew Center's ratio is favorable.

The brand's third win is its citation footprint. renfrewcenter.com appears in the benchmark's top 10 cited domains with 43 citations and a 1.9% share, cited across all six canonical AI surface families. That places The Renfrew Center among four tracked brands with owned domains in the top 10, alongside Rogers Behavioral Health, Monte Nido, and The Emily Program.

These wins are real but narrow. The Renfrew Center is gaining recommendation credit and positive framing, but it is not yet converting that momentum into top-three or first-position placements, and its overall coverage remains less than half of the category leader's.

Where The Renfrew Center Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Why does The Renfrew Center earn recommendations without landing in top-three or first position?
• Which clusters and platforms are missing from The Renfrew Center's qualified observations?

The Renfrew Center's most consequential gap is placement. Its top-three rate is 1.5% and its rank-one rate is 0.0%, against a 7.7% valid recommendation coverage rate. That means the brand receives recommendation credit in 5 of 65 qualified observations but appears in the top three in only 1 of those and never in first position. Its average recommended rank of 5.8 places its typical recommendation in the middle of the list, well behind The Emily Program's 3.3 and Alsana's 2.25.

The comparison to Alsana is the sharpest illustration of the gap. Alsana holds 12.3% coverage with a 12.3% top-three rate, meaning every one of its valid recommendations lands in the top three. The Renfrew Center holds 7.7% coverage with a 1.5% top-three rate, meaning almost none of its recommendations do. Alsana's average recommended rank is 2.25; The Renfrew Center's is 5.8. Two brands with comparable presence in the recommendation set are producing very different placement outcomes.

The brand's second gap is platform concentration. AI Mode carries all 5 of The Renfrew Center's valid recommendations and its 10.87% coverage rate on that surface. AI Overviews produced 2 neutral mentions and no valid recommendations. Copilot produced no qualified observations for the brand. The brand's recommendation footprint rests on a single qualified surface, which makes it vulnerable to surface-mix changes. The benchmark notes that its third qualified surface changed from Gemini in August and September 2026 to Copilot in October 2026, and that surface-mix changes can shift which brands receive recommendations without any change in brand behavior.

The brand's third gap is the absence of qualified observations in the Pricing & Value and Multi-Brand Comparison clusters. All 65 qualified October observations fell into the Brand Recommendation cluster, and no qualified observations fell into the other two clusters in any tracked month. For a category where financial accessibility and program fit are often decisive, The Renfrew Center has no measured position on how AI systems frame cost, insurance, or head-to-head comparisons.

The brand's fourth gap is the distance to the category leader. The Emily Program holds 18.5% coverage, 10.8% top-three rate, and 7.7% rank-one rate. Monte Nido holds 13.9% coverage on 58.5% presence. The Renfrew Center holds 7.7% coverage on 16.9% presence. The brand is not being displaced by a single competitor so much as it is being out-positioned across the recommendation set.

Biggest Opportunity

Questions This Section Answers

• How much would moving The Renfrew Center's average recommended rank improve its position in the recommendation set?
• Where should The Renfrew Center extend its placement strength beyond its current coverage?

The Renfrew Center's biggest opportunity is to convert its existing recommendation momentum into top-three and first-position placements within the Brand Recommendation cluster. The brand already earns recommendation credit in 5 of 65 qualified observations and carries the third-highest net sentiment score in the tracked set. What it does not do is land early in the list. Moving its average recommended rank from 5.8 toward the 2.25 to 3.3 range held by Alsana and The Emily Program would place The Renfrew Center in the positions where AI systems present the shortlist a prospective patient is most likely to act on.

That opportunity is specific and measurable. The benchmark's valid recommendation shortlist share reached 29.2% in October 2026, its highest reading in the tracked series, meaning AI systems are producing actionable recommendations in a larger share of qualified observations. The Renfrew Center is already inside that recommendation set. The work is to move from being named to being named early, and to extend that placement strength from AI Mode into AI Overviews and Copilot, where the brand currently has no valid recommendation credit.

Competitive Landscape

Questions This Section Answers

• Where does The Renfrew Center rank on top-three rate and recommended rank compared with Alsana and The Emily Program?
• How does The Renfrew Center's sentiment score compare with brands placed near it in the table?

The Emily Program holds the strongest recommendation-stage position in the October 2026 benchmark, with Monte Nido and Alsana close behind on coverage and Alsana leading on top-three placement. The Renfrew Center sits fifth on coverage and near the bottom on placement, with its recommendation credit concentrated in mid-list positions.

Average recommended rank covers rank-eligible recommendations only.

The Renfrew Center's row shows a brand with real recommendation credit and weak placement. Its 1.54% top-three rate ties it with Rogers Behavioral Health and Center for Discovery, but its 5.8 average recommended rank is worse than Rogers Behavioral Health's 5.2 and better than Center for Discovery's 6. Its 0.4545 sentiment score is the third highest in the table, ahead of Monte Nido, ERC Pathlight, and Center for Discovery, which indicates the brand's framing is stronger than its position.

Prompt Evidence

AI Mode / Best Eating Disorder Treatment Centers Prompt: "types of eating disorders" Result: The Renfrew Center received a valid recommendation in this cluster, contributing to its 10.87% AI Mode coverage rate and its 5.8 average recommended rank.

AI Overviews / Best Eating Disorder Treatment Centers Prompt: "iop program" Result: The Renfrew Center appeared as a neutral mention with no valid recommendation credit, consistent with its 0.0% AI Overviews recommendation coverage.

AI Mode / Best Eating Disorder Treatment Centers Prompt: "eating disorder test" Result: The Renfrew Center was surfaced in a recommendation-shaped response, one of the 5 qualified observations where the brand earned valid recommendation credit.

AI Mode / Best Eating Disorder Treatment Centers Prompt: "arfid support" Result: The Renfrew Center appeared in the qualified observation set without a top-three placement, reflecting its 1.54% top-three rate against 7.7% coverage.

What CiteWorks Studio Would Do Next

Phase 1: AI Visibility Market Discovery Audit Map every qualified prompt where The Renfrew Center is mentioned, recommended, or displaced, and identify which prompts produce mid-list placement versus top-three placement.

Phase 2: Recommendation Readiness Plan Prioritize the prompt and cluster contexts where the brand already earns recommendation credit but lands at rank 5 or lower, and define the placement targets for each.

Phase 3: Owned Answer Layer Buildout Strengthen renfrewcenter.com pages that AI systems already cite, focusing on the treatment types, program descriptions, and clinical differentiators that appear in recommendation-shaped prompts.

Phase 4: Citation / Authority Layer Development Extend the brand's citation footprint beyond its owned domain into the clinical, nonprofit, and resource sources that AI systems retrieve when forming eating disorder treatment recommendations.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track coverage, top-three rate, rank-one rate, average recommended rank, and sentiment by platform each month to confirm whether placement is improving and whether AI Mode strength is extending into AI Overviews and Copilot.

Why This Matters

The Renfrew Center is already inside the recommendation set. It is named in 5 of 65 qualified observations, it carries the third-highest sentiment score in the tracked set, and its owned domain is one of the ten most-cited sources in the category. What it does not yet do is appear early in the list. In a category where the benchmark's valid recommendation shortlist share nearly quintupled from 6.6% in July 2026 to 29.2% in October 2026, the difference between being named fifth and being named first is the difference between being considered and being chosen.

AI presence alone is not enough. A brand can be mentioned, cited, and framed positively without ever being recommended in a position a prospective patient is likely to act on. The next move for The Renfrew Center is targeted correction of the prompt, page, and citation layers that determine placement, not broader visibility. The brand's three-month coverage streak shows the recommendation layer is already responding. The work now is to move that response from the middle of the list to the top of it.

Core Metrics

Sentiment Score

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

For The Renfrew Center in October 2026, that is (5 × 1 + 6 × 0 + 0 × -1) / 11, which equals 0.4545.

This matters because unclassified mention counts are misleading. A brand with 11 mentions could look identical to another brand with 11 mentions on a raw presence metric, even if one is being recommended positively and the other is being referenced neutrally or framed as a cautionary example. 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, and counting all mentions as wins is bad measurement.

The Renfrew Center's score of 0.4545 reflects a mention profile that is more positive than neutral, with no negative framing. That is a favorable signal, but it does not tell the full story. The brand's 6 neutral mentions are references without recommendation credit, and its 5 positive mentions include recommendations that land at an average rank of 5.8. Classified sentiment is required before interpreting AI visibility, and placement is required before interpreting recommendation strength.

Sentiment by Platform

Methodology

1. This report is a benchmark-based AI Visibility Company Market Strategy Report for The Renfrew Center, produced from the October 2026 LLM Authority Index AI Visibility Market Discovery Index for Eating Disorder Treatment Centers. It is not a client implementation case study and does not represent a CiteWorks Studio engagement.
2. The reporting month is October 2026, with comparison points from July 2026, August 2026, and September 2026.
3. The benchmark tracks canonical AI surface families including ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. Three surface families produced qualified observations in October 2026: AI Mode, AI Overviews, and Copilot.
4. The October 2026 collection began with 320 prompt-surface observations and 246 unique questions. Of those, 320 mentioned a tracked brand or competitor, 220 were relevant to the vertical, and 100 were filtered as irrelevant. The public benchmark uses 65 qualified observations after qualification.
5. The competitor universe contains nine tracked brands: Alsana, Center for Discovery, ERC Pathlight, Monte Nido, Rogers Behavioral Health, The Emily Program, The Renfrew Center, Veritas Collaborative, and Walden Behavioral Care.
6. Three public high-intent clusters were in scope: Best Eating Disorder Treatment Centers (consideration), Eating Disorder Treatment Center Comparisons (evaluation), and Eating Disorder Treatment Center Costs and Insurance (decision). Only the Best Eating Disorder Treatment Centers cluster produced qualified observations in October 2026.
7. Prompt-level observations retain the query, AI surface, answer, brand outcome, recommendation placement, sentiment, and where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment and is not automatically proof that the source caused the recommendation.
8. A mention is counted when a tracked brand appears in a qualified observation, regardless of whether the brand is recommended. The Renfrew Center recorded 11 mentions in October 2026.
9. A valid recommendation is counted when the dataset explicitly marks the brand as recommended within a qualified observation. Neutral, cautionary, comparison-anchor, and listed-only mentions are not counted as valid recommendations. The Renfrew Center recorded 5 valid recommendations in October 2026.
10. Brand-level percentages use the 65 qualified October 2026 observations as the public denominator, not the raw collection of 320 prompt-surface observations.
11. The benchmark's third qualified surface changed from Gemini in August and September 2026 to Copilot in October 2026. Surface-mix changes can shift which brands receive recommendations without any change in brand behavior.
12. Small observation counts limit what can be concluded. The October 2026 qualified set is 65 observations, and brand-level percentages rest on small absolute counts. Single-prompt shifts can move percentages by several points. Movement between months identifies changes worth investigating and does not establish cause.

See How AI Is Recommending Your Brand

The public benchmark shows where The Renfrew Center stands in the category. A company-level AI visibility audit maps the specific prompts, surfaces, competitors, placements, and evidence sources behind those numbers, and turns them into a prioritized plan for moving from mid-list mentions to first-position recommendations.