Aon Edge AI Visibility Market Strategy Report - Flood Insurance

Answer Capsule

Aon Edge holds minimal recommendation power in the October 2026 Flood Insurance benchmark, with a valid recommendation coverage of 5.79% against a category leader at 67.18%. The brand appears in 8.11% of qualified AI responses but converts to a valid recommendation in fewer than six of every hundred observations. The clearest weakness is a three-month decline across presence, top-three placement, and rank-one placement that the benchmark classifies as significant. The clearest opportunity sits in the single qualified cluster, Brand Recommendation, where Aon Edge is mentioned but rarely shortlisted.

Who This Report Is For

This report is for Aon Edge marketing, brand, and distribution leaders who need to understand how AI assistants describe and recommend the brand in flood insurance discovery, and where the gap between being mentioned and being chosen is widest.

Report Card

Executive Summary

Aon Edge is visible in the flood insurance category but under-recommended. The brand recorded 21 mentions across 259 qualified observations in October 2026, a raw mention presence rate of 8.11%, but converted to only 15 valid recommendations, a valid recommendation coverage of 5.79%. That gap between presence and recommendation is the central finding: Aon Edge is referenced in AI responses more often than it is shortlisted.

The benchmark classifies Aon Edge as a significant decliner across the four-month series. Valid recommendation coverage fell from 11.30% in July 2026 to 5.79% in October 2026, a drop of 5.51 percentage points that exceeds normal month-to-month variation. The decline appeared in each of the three months since July, making it a consistent pattern rather than a single-month fluctuation.

The brand's placement metrics reinforce the pattern. Top-three recommendation rate fell from 5.80% in July to 1.54% in October, and rank-one rate moved from 1.40% to 0.00%. Aon Edge is not only being recommended less often, it is being placed first not at all in the current data.

Sentiment is not the problem. Aon Edge recorded 17 positive mentions, 4 neutral mentions, and zero negative mentions in October 2026, producing a net sentiment score of 0.8095. The framing quality around the brand is strong. The issue is recommendation conversion, not reputation.

The strongest platform signal for Aon Edge is Google AI Overviews, where the brand recorded a valid recommendation coverage of 12.70% and a positive visibility rate of 14.29%. The weakest platform signal is ChatGPT, where the brand recorded zero mentions and zero recommendations in the October dataset.

The clearest gap is the absence of rank-one placements. Aon Edge holds an average recommended rank of 3.69 when it does receive rank credit, but it does not appear in the first position in any qualified observation. Competitors including Neptune Flood, FEMA NFIP, and Chubb are capturing the top-of-response positions that Aon Edge is not reaching.

What Aon Edge Is Winning

Questions This Section Answers

• Where does Aon Edge have a real AI recommendation signal despite low category visibility?
• Does Aon Edge's sentiment profile help or hurt its recommendation conversion?

Aon Edge holds a clean sentiment profile. The brand recorded zero negative mentions across 259 qualified observations in October 2026, with a net sentiment score of 0.8095. That places it among the stronger sentiment performers in the tracked set, ahead of Allstate at 0.6250 and FEMA NFIP at 0.1500.

The brand maintains a measurable presence on Google AI Overviews. Aon Edge recorded a valid recommendation coverage of 12.70% on that platform, its strongest platform-level result, with 8 valid recommendations and a positive visibility rate of 14.29%. This is a narrow but meaningful pocket of recommendation activity.

Aon Edge also holds a positive visibility rate of 6.56% across all platforms, meaning it is framed positively in the observations where it appears. The brand is not being described in cautionary or negative terms.

These wins are modest. Aon Edge does not lead any cluster, does not hold a top-three position in the category standings, and does not appear as the first recommendation in any qualified observation. The brand's strengths are sentiment quality and a single-platform recommendation pocket, not category-level recommendation power.

Where Aon Edge Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Why does Aon Edge's mention presence not convert into valid recommendations?
• Which competitors are capturing the rank-one and platform positions Aon Edge is missing?
• How broad is the three-month decline across presence, top-three, and rank-one metrics?

The clearest gap is recommendation conversion. Aon Edge appears in 8.11% of qualified observations but receives a valid recommendation in only 5.79%. The brand is being mentioned in contexts where it is not being shortlisted. Competitors with similar or lower presence rates, including Palomar at 7.72% presence and 7.34% coverage, are converting mentions to recommendations at a higher rate.

The second gap is rank-one placement. Aon Edge recorded zero rank-one recommendations in October 2026, down from a 1.40% rank-one rate in July 2026. The brand is not reaching the first position in any qualified observation. Neptune Flood, by contrast, holds a rank-one rate of 10.81%, and FEMA NFIP holds a rank-one rate of 1.93%. These competitors are capturing the top-of-response positions that Aon Edge is not reaching.

The third gap is platform coverage. Aon Edge recorded zero mentions on ChatGPT in October 2026, a platform where Chubb holds a 73.08% valid recommendation coverage and Allstate holds a 50.00% coverage. The brand is absent from a platform where competitors are establishing strong recommendation positions.

The fourth gap is the three-month decline. Aon Edge has declined in each of the three months since July 2026, moving from 11.30% coverage to 5.79%. The decline is broad rather than concentrated: presence fell from 13.00% to 8.11%, top-three rate fell from 5.80% to 1.54%, and rank-one rate fell from 1.40% to 0.00%. The brand is being mentioned less, recommended less, and placed first not at all.

Biggest Opportunity

Questions This Section Answers

• What is the clearest path for Aon Edge to move from being mentioned to being shortlisted in flood insurance AI recommendations?
• Why is Aon Edge absent from the top cited domains AI systems use for flood insurance recommendations?

The single qualified cluster in the October 2026 benchmark is Brand Recommendation, where users seek a direct recommendation of a flood insurance provider. Aon Edge is present in this cluster but converts to a valid recommendation in fewer than six of every hundred observations.

The clearest path from reference to recommendation for Aon Edge is to increase the frequency with which the brand appears in top-three positions when it is mentioned. The brand already holds strong sentiment and a measurable presence on Google AI Overviews. The opportunity is to convert that presence into shortlist placement by strengthening the public evidence layer that AI systems retrieve when forming recommendations.

This means ensuring that the pages, sources, and citations that AI systems draw from when answering flood insurance recommendation prompts contain clear, structured, and retrievable information about Aon Edge's flood insurance offerings. The brand's current citation footprint is not visible in the top 10 cited domains for the category, which are dominated by review and comparison sites including NerdWallet, US News, LendingTree, Insurance.com, Insurify, and PolicyGenius.

Competitive Landscape

Questions This Section Answers

• How does Aon Edge's top-three and rank-one performance compare with Chubb, Neptune Flood, and Allstate?
• Which flood insurance brands hold the strongest recommendation-stage positions in the October 2026 benchmark?

Chubb holds the strongest recommendation-stage position in the flood insurance category, with a top-three rate of 25.10% and a rank-one rate of 2.32%. Allstate follows with a top-three rate of 12.36%, and Neptune Flood holds the strongest rank-one rate in the tracked set at 10.81%. Aon Edge sits in the lower tier of the competitive set, with a top-three rate of 1.54% and no rank-one placements.

Average recommended rank covers rank-eligible recommendations only.

Aon Edge ranks seventh by top-three rate and holds no rank-one placements. The brand's sentiment score of 0.8095 is among the strongest in the set, but that framing quality has not converted into recommendation-stage visibility. The gap between Aon Edge and the category leader is 23.56 percentage points on top-three rate and 2.32 percentage points on rank-one rate.

Prompt Evidence

Google AI Overviews / Brand Recommendation Prompt: "Who has the best flood insurance?" Result: Aon Edge received a valid recommendation with a positive framing, contributing to its strongest platform-level coverage of 12.70%.

ChatGPT / Brand Recommendation Prompt: "Who provides flood insurance in Texas?" Result: Aon Edge was not mentioned. Chubb and Allstate dominated the response, with Chubb holding a 73.08% valid recommendation coverage on this platform.

Copilot / Brand Recommendation Prompt: "private flood insurance" Result: Aon Edge received a valid recommendation, one of three recorded on Copilot, with a positive visibility rate of 8.57%.

Google AI Mode / Brand Recommendation Prompt: "affordable flood insurance" Result: Aon Edge was mentioned but not recommended in a top-three position. The brand's top-three rate on Google AI Mode was 0.00% in October 2026.

What CiteWorks Studio Would Do Next

Phase 1: AI Visibility Market Discovery Audit Map the specific prompts where Aon Edge is mentioned but not recommended, and identify which competitors capture the recommendation position instead.

Phase 2: Recommendation Readiness Plan Prioritize the prompt clusters and platforms where Aon Edge has the clearest path from presence to shortlist placement, starting with Google AI Overviews and Copilot.

Phase 3: Owned Answer Layer Buildout Strengthen the Aon Edge owned pages that AI systems retrieve when answering flood insurance recommendation prompts, with clear, structured, and retrievable content.

Phase 4: Citation / Authority Layer Development Build the public evidence layer that AI systems draw from, including review site presence, comparison page inclusion, and source citations that support recommendation-stage visibility.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track Aon Edge's recommendation coverage, top-three rate, and rank-one rate month over month to measure whether the brand is converting presence into shortlist placement.

Why This Matters

AI presence alone is not enough. Aon Edge appears in 8.11% of qualified flood insurance observations, but converts to a valid recommendation in only 5.79%. The brand is being mentioned in contexts where it is not being chosen. That gap between presence and recommendation is where buyer shortlists are formed.

The next move for Aon Edge is targeted correction of the prompt, page, and citation layers that shape AI recommendations. The brand already holds strong sentiment and a measurable presence on Google AI Overviews. The opportunity is to convert that presence into top-three and rank-one placements by strengthening the public evidence layer that AI systems retrieve when forming recommendations.

Core Metrics

Sentiment Score

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

For Aon Edge in October 2026: (17 × 1 + 4 × 0 + 0 × -1) / 21 = 0.8095

This score matters because unclassified mention counts are misleading. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal. Counting all mentions as wins is bad measurement. Aon Edge's sentiment score of 0.8095 indicates that when the brand appears in AI responses, it is framed positively. The brand recorded zero negative mentions across 259 qualified observations.

Share of voice is a diagnostic metric, not a business KPI. Aon Edge's 8.11% presence rate tells us the brand is visible in the category. Its 5.79% recommendation coverage tells us that visibility is not converting to shortlist placement. Classified sentiment is required before interpreting AI visibility, and Aon Edge's strong sentiment profile suggests the gap is not driven by negative framing.

Sentiment by Platform

Questions This Section Answers

• On which AI platforms does Aon Edge's flood insurance sentiment come from too small a sample to be reliable?
• Which platform shows the strongest public recommendation signal for Aon Edge, and which shows it as context rather than recommendation?

Methodology

Questions This Section Answers

• How many qualified observations did the October 2026 flood insurance benchmark analyze, and what does that denominator mean for Aon Edge's percentages?
• Why does a smaller qualified observation set affect Aon Edge's month-over-month movement?

1. This report is a benchmark-based analysis of Aon Edge's AI visibility in the Flood Insurance category for October 2026. It is not a client result and does not imply that CiteWorks Studio caused any benchmark outcome.
2. The reporting window is October 2026, with trend comparisons to July 2026, August 2026, and September 2026 where the benchmark provides series data.
3. Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode. All six surface families were represented in the qualified observation set.
4. The October 2026 benchmark began with 800 prompt-surface observations and produced 259 qualified observations after qualification. The qualified set is the public denominator for all brand-level percentages.
5. The competitor universe includes 10 tracked brands: Allstate, Aon Edge, Assurant, Chubb, FEMA NFIP, Hiscox Usa, Neptune Flood, Palomar, The Flood Insurance Agency, and Wright Flood.
6. One qualified buyer-intent cluster was represented in the October 2026 data: Brand Recommendation (C01). The Pricing & Value and Multi-Brand Comparison clusters recorded zero qualified observations.
7. Stage 0 extraction preserves the query, AI surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources.
8. A mention is counted when a tracked brand appears in a qualified AI response, regardless of whether the brand is recommended.
9. A valid recommendation is counted when the dataset explicitly marks the brand as receiving a valid recommendation. Negative, neutral, cautionary, comparison-anchor, and listed-only mentions are not counted as valid recommendations.
10. Average recommended rank covers rank-eligible recommendations only. Aon Edge's average recommended rank of 3.69 reflects the 13 observations where the brand received rank credit.
11. The qualified observation count fell from 363 in July 2026 to 259 in October 2026. Percentage movements across the series reflect both brand-level changes and a smaller qualified set.
12. A movement between months, whether significant or not, does not by itself establish the cause of that change. The benchmark highlights where to look; a company-level audit explains why.

See How AI Is Recommending Your Brand

Aon Edge holds strong sentiment and a measurable presence in flood insurance AI responses, but the brand converts to a valid recommendation in fewer than six of every hundred qualified observations. A company-level AI visibility audit maps the specific prompts, platforms, and competitors that shape Aon Edge's recommendation footprint, and defines the path from presence to shortlist placement.