Obie AI Visibility Market Strategy Report - Landlord Insurance

Answer Capsule

Obie holds a small but fully converted recommendation position in the October 2026 landlord insurance benchmark, with valid recommendation coverage of 15.87% and a raw mention presence rate of 15.87%. Every qualified mention of Obie converted into a valid recommendation, and the brand carries a net sentiment score of 1.0000, the highest in the tracked set. The clearest weakness is scale: Obie appears in roughly one in six qualified observations, far behind State Farm at 66.14% coverage. The clearest opportunity is Gemini, where Obie converts 40.00% of its appearances into valid recommendations and holds a rank-one rate of 24.00%.

Who This Report Is For

This report is written for Obie's marketing, growth, and brand leadership teams, and for anyone evaluating how landlord insurance providers are surfaced and recommended inside AI-generated answers during the consideration stage of buyer discovery.

Report Card

Executive Summary

Obie enters the October 2026 landlord insurance benchmark as the smallest tracked brand by presence, appearing in 30 of 189 qualified observations, a raw mention presence rate of 15.87%. What separates Obie from a purely marginal position is conversion quality: all 30 of those appearances were classified as valid recommendations, giving the brand a valid recommendation coverage of 15.87% and a perfect conversion ratio between presence and recommendation.

The brand's net sentiment score of 1.0000 is the highest in the tracked set, tied with Steadily. Obie recorded zero neutral mentions and zero negative mentions across the qualified observation set, meaning every appearance carried positive framing. That is a meaningful signal in a category where most competitors carry a mix of positive and neutral framing.

Obie's strongest platform signal is Gemini, where it holds a 40.00% valid recommendation coverage, a 36.00% top-three rate, and a 24.00% rank-one rate across 25 platform observations. Its average recommended rank on Gemini is 1.7, the strongest average position of any brand on that platform. Copilot is the second-strongest surface, with a 39.29% valid recommendation coverage and an average recommended rank of 4.7.

The clearest platform gap is Perplexity and AI Overviews, where Obie recorded zero mentions across 38 and 39 platform observations respectively. AI Mode also shows a thin signal: four mentions across 37 observations, a 10.81% presence rate, with no top-three placements and no rank-one placements.

Against the July 2026 baseline, Obie rose 9.47 points in valid recommendation coverage, from 6.40% to 15.87%, a movement the benchmark classifies as beyond normal variation. The month-over-month move from September 2026 was 2.10 points, which the benchmark classifies as within normal variation, indicating the three-month rise is decelerating.

The category context matters. State Farm leads at 66.14% coverage with a 33.86% rank-one rate. Allstate and USAA sit at 61.38% and 60.85% respectively. Obie's 15.87% coverage places it tenth of ten tracked brands by coverage, but its rank-one rate of 3.70% places it above Farmers, Liberty Mutual, and Nationwide, all of which hold larger overall footprints.

What Obie Is Winning

Questions This Section Answers

• Why does Obie convert every AI mention into a valid recommendation when other landlord insurance brands do not?
• How strong is Obie's Gemini rank-one performance compared with the rest of the tracked set?

Obie's clearest win is conversion efficiency. Every qualified mention of the brand converted into a valid recommendation, producing a 1:1 ratio between raw mention presence and valid recommendation coverage. No other tracked brand achieved that ratio in October 2026.

The brand's second win is sentiment quality. A net sentiment score of 1.0000, with 30 positive mentions, zero neutral mentions, and zero negative mentions, places Obie at the top of the category on framing quality alongside Steadily. In a category where State Farm carries two negative mentions and most competitors carry dozens of neutral mentions, Obie's all-positive framing profile is distinctive.

The third win is Gemini performance. Obie's 24.00% rank-one rate on Gemini is the second-highest rank-one rate of any brand on any single platform in the dataset, behind only State Farm's 79.49% rank-one rate on AI Overviews. Obie's average recommended rank of 1.7 on Gemini is the strongest average position recorded by any brand on that platform.

The fourth win is rank-one placement relative to footprint. Obie recorded 7 rank-one placements across 189 observations, a 3.70% rank-one rate. That rate exceeds Farmers at 0.53%, Liberty Mutual at 1.59%, and Nationwide at 0.00%, despite those brands holding larger overall recommendation coverage.

These wins are real but narrow. Obie's absolute counts are small, and the benchmark flags that rank-based rates for brands at this scale remain sensitive to individual placements.

Where Obie Has the Clearest AI Visibility Gaps

Questions This Section Answers

• How large is Obie's presence gap against State Farm, Allstate, and USAA in landlord insurance observations?
• Where does Obie's top-three rate fall short of competitors with smaller rank-one rates?
• What does the absence of Pricing & Value and Multi-Brand Comparison observations mean for Obie's measurable position?

Obie's most significant gap is total presence. At 15.87% raw mention presence, the brand is absent from roughly 84% of qualified landlord insurance observations. State Farm appears in 92.59% of observations, Allstate in 92.59%, USAA in 86.77%, and Travelers in 84.13%. Even American Family Insurance, which carries a presence-to-coverage gap of its own, appears in 36.51% of observations, more than double Obie's rate.

The second gap is platform coverage. Obie recorded zero mentions on Perplexity across 38 platform observations and zero mentions on AI Overviews across 39 platform observations. Those two surfaces represent the largest opportunity pools in the dataset, with AI Overviews carrying a platform-level opportunity pool of 217,185 and Perplexity carrying 2,970. Obie captured none of either.

The third gap is top-three placement. Obie's top-three rate of 6.35% places it below Steadily at 7.41%, Farmers at 7.41%, and Liberty Mutual at 8.47%, despite Obie's higher rank-one rate. This suggests Obie's recommendations cluster at the first position when they occur, but the brand rarely occupies the second or third slot. That pattern limits total shortlist appearances.

The fourth gap is cluster coverage. All 189 qualified observations in October 2026 fell into the Brand Recommendation cluster. The Pricing & Value and Multi-Brand Comparison clusters produced zero qualified observations, so Obie has no measurable position in pricing or head-to-head comparison prompts. The benchmark cannot confirm whether Obie would win or lose those prompt types because the data does not exist.

The fifth gap is competitive displacement at the top. When Obie is not recommended, State Farm, Travelers, USAA, and Allstate absorb the recommendation. State Farm alone holds a 51.32% top-three rate and a 33.86% rank-one rate. Obie's 6.35% top-three rate means the brand is displaced from the shortlist in the large majority of recommendation-shaped answers.

Biggest Opportunity

Questions This Section Answers

• Which platforms offer Obie the clearest path from occasional appearance to consistent recommendation?
• What landlord insurance prompt types represent the highest-intent discovery moments Obie is missing?

Obie's clearest path from reference to recommendation is expanding its Gemini and Copilot performance into the surfaces where it is currently absent. Gemini is the only platform where Obie converts at a rate competitive with the category leaders, holding a 40.00% valid recommendation coverage against State Farm's 56.00% and Allstate's 48.00% on the same platform. Copilot shows a similar pattern, with Obie at 39.29% coverage against State Farm's 71.43% and Allstate's 75.00%.

The opportunity is not to fix a broken recommendation signal. It is to replicate a working one. Obie already converts appearances into recommendations at the highest ratio in the category. The constraint is that the brand appears too rarely on the surfaces with the largest opportunity pools. AI Overviews and Perplexity together account for 220,155 in platform-level opportunity, and Obie captured none of it.

The specific prompt types that matter most are the landlord insurance discovery and evaluation prompts that populate the Brand Recommendation cluster, including prompts such as "best landlord insurance," "What company has the best landlord insurance?," and "What is the best landlord insurance in California?" These prompts appear in the cluster prompt examples for multiple competitors and represent the highest-intent discovery moments in the category.

Competitive Landscape

Questions This Section Answers

• How does Obie's rank-one rate compare with larger competitors like Liberty Mutual, Farmers, and Nationwide?
• Where does Obie's average recommended rank sit against the category leaders?

State Farm holds dominant recommendation power in the October 2026 landlord insurance benchmark, with a 51.32% top-three rate and a 33.86% rank-one rate that no other brand approaches. Allstate, USAA, and Travelers form a second tier with coverage above 60% but top-three rates between 16.93% and 22.75%. Obie sits in the smallest tier by coverage but holds a rank-one rate above three larger competitors.

Average recommended rank covers rank-eligible recommendations only.

Obie's position in the table shows a brand with a narrow footprint but efficient placement. Its 6.35% top-three rate ranks eighth of ten, but its 3.70% rank-one rate ranks fifth, ahead of Liberty Mutual, Farmers, Nationwide, and American Family Insurance. Its average recommended rank of 3.74 is the third-strongest in the category, behind State Farm at 1.96 and Allstate at 3.61, and essentially tied with USAA at 3.77. Its sentiment score of 1.0000 is tied for the highest in the set.

Prompt Evidence

Gemini / Brand Recommendation Prompt: "best landlord insurance" Result: Obie appeared as a valid recommendation with a rank-one placement, contributing to its 24.00% rank-one rate on Gemini.

Copilot / Brand Recommendation Prompt: "What is the best landlord insurance?" Result: Obie was recommended with an average recommended rank of 4.7 on Copilot, converting the appearance into a valid recommendation.

Perplexity / Brand Recommendation Prompt: "What is the best insurance for rental property?" Result: Obie recorded no mention on Perplexity, which produced zero Obie appearances across 38 platform observations.

AI Overviews / Brand Recommendation Prompt: "What company has the best landlord insurance?" Result: Obie recorded no mention on AI Overviews, which produced zero Obie appearances across 39 platform observations.

What CiteWorks Studio Would Do Next

Phase 1: AI Visibility Market Discovery Audit Map every landlord insurance prompt where Obie appears, where it is displaced, and where it is absent, with platform-level detail across ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode.

Phase 2: Recommendation Readiness Plan Prioritize the Gemini and Copilot prompt themes where Obie already converts, and identify the specific AI Overviews and Perplexity prompts where the brand has no presence.

Phase 3: Owned Answer Layer Buildout Strengthen Obie's owned pages so the brand's landlord insurance positioning, eligibility, and coverage details are retrievable in the formats AI systems synthesize.

Phase 4: Citation / Authority Layer Development Build presence in the comparison and review domains that dominate landlord insurance citations, where third-party sites occupy six of the top ten cited positions.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track Obie's coverage, top-three rate, rank-one rate, and sentiment month over month against State Farm, Steadily, and the second-tier brands.

Why This Matters

Questions This Section Answers

• Why is expanding where Obie appears more important than improving how it is framed?
• What does Obie's October 2026 position reveal about the difference between recommendation quality and recommendation scale?

Obie's October 2026 position shows that recommendation quality and recommendation scale are separate problems. The brand converts every appearance into a recommendation and carries the strongest sentiment profile in the category, but it appears in only 15.87% of qualified observations. A buyer asking an AI system for the best landlord insurance provider will see Obie recommended when the brand surfaces, but the brand surfaces far less often than State Farm, Allstate, USAA, or Travelers.

The next move is not to improve how Obie is framed when it appears. The framing is already the strongest in the set. The next move is to expand where the brand appears, particularly on AI Overviews and Perplexity, and to convert more of those appearances into top-three placements. That requires targeted work on the prompt, page, and citation layers that determine whether an AI system retrieves Obie at all.

Core Metrics

Sentiment Score

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

For Obie in October 2026, the calculation is (30 × 1 + 0 × 0 + 0 × -1) / 30, which produces a score of 1.0000.

This matters because unclassified mention counts are misleading. A brand that appears 30 times with 15 positive and 15 negative mentions is not in the same position as a brand that appears 30 times with 30 positive mentions, even though both carry the same raw mention count. Obie's score of 1.0000 means every qualified appearance carried positive framing, with no neutral references and no cautionary mentions.

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 in commercial terms. Counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility, because it separates brands that are being recommended from brands that are merely being listed.

Sentiment by Platform

Methodology

1. This report is a benchmark-based analysis of Obie's position in the October 2026 landlord insurance AI visibility dataset. It is not a client implementation case study and does not represent work performed by CiteWorks Studio.
2. The reporting window is October 2026, with the July 2026 baseline used for movement comparisons.
3. Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode.
4. The October 2026 collection began with 800 prompt-surface observations and 627 unique questions. Of those, 800 mentioned a tracked brand or competitor, 224 were relevant to landlord insurance, and 576 were irrelevant. The qualified benchmark set contains 189 observations.
5. Ten brands were tracked: Allstate, American Family Insurance, Farmers, Liberty Mutual, Nationwide, Obie, State Farm, Steadily, Travelers, and USAA.
6. The benchmark defines public clusters for the dataset. Only the Brand Recommendation cluster produced qualified observations in October 2026. The Pricing & Value and Multi-Brand Comparison clusters produced no qualified observations, so no recommendation behavior can be measured in those prompt types for this reporting month.
7. Stage 0 extraction produced the prompt-level observations that retain the query, AI surface, answer, brand outcome, recommendation placement, sentiment, and citations where exposed.
8. A mention is counted when a tracked brand appears in a qualified observation, regardless of placement or framing.
9. A valid recommendation is counted when a brand appears in a valid recommendation shortlist within a qualified observation. Negative, neutral, cautionary, comparison-anchor, and listed-only mentions are not counted as valid recommendations.
10. Brand-level percentages use the 189 qualified observations as the public denominator, not the raw 800-observation collection.
11. The benchmark does not measure market share, attributable sales, every possible AI response, organic-search ranking performance, social media mention volume, or private and sponsored channels. No metric movement in this benchmark should be read as causal on its own.
12. The qualified observation count differs across months (250 in July 2026, 221 in August 2026, 240 in September 2026, 189 in October 2026). Percentage movements reflect both changes in brand performance and changes in the denominator. The smaller October denominator makes each individual placement worth more in percentage terms.

See How AI Is Recommending Your Brand

The public benchmark shows where Obie stands in landlord insurance recommendations. A company-level AI visibility audit maps the specific prompts, platforms, competitors, and citation sources that shape those answers, and identifies the highest-priority gaps between where Obie appears and where it is recommended.