Rocket Mortgage AI Visibility Market Strategy Report - Mortgage Refinance Lenders
This report supports CiteWorks Studio's examination of how AI search is recommending Mortgage Refinance Lenders. For more detail, you can also read Mortgage Refinance Lenders: AI Visibility Discovery Index.
By Mark HuntleyFounder and CEOOn this report
Browse sections
- Answer Capsule
- Who This Report Is For
- Report Card
- Executive Summary
- What Rocket Mortgage Is Winning
- Where Rocket Mortgage Has the Clearest AI Visibility Gaps
- Biggest Opportunity
- Competitive Landscape
- AI Response Inconsistency Alerts
- Prompt Evidence
- What CiteWorks Studio Would Do Next
- Why This Matters
- Core Metrics
- Sentiment Score
- Sentiment by Platform
- Methodology
- See How AI Is Recommending Your Brand
- Next Step
- Learn More
Key Takeaways
- Rocket Mortgage led the category with 79.21% valid recommendation coverage and a 48.96% rank-one rate in October 2026.
- The brand appeared in 98.11% of qualified responses and received zero negative mentions, indicating consistently favorable framing.
- AI platforms gave conflicting answers on mortgage rates, lender rankings, and HELOC eligibility across Copilot, Google AI Mode, Google AI Overviews, and Perplexity.
- The main opportunity is to make Rocket Mortgage’s rate and eligibility pages more consistent so AI systems can retrieve one current answer.
Answer Capsule
Rocket Mortgage is the dominant recommendation leader in the mortgage refinance category, holding 79.21% valid recommendation coverage in October 2026, up 8.01 points from 71.2% in July 2026. The brand appears in 98.11% of qualified AI responses and is named first in 48.96% of them, a rank-one rate that no competitor approaches. Its clearest strength is near-saturation presence combined with strong placement; its clearest weakness is that AI platforms still surface conflicting rate and ranking claims about the brand across Copilot, Google AI Mode, Google AI Overviews, and Perplexity. The biggest opportunity is to consolidate the public evidence layer so AI systems describe Rocket Mortgage's pricing and market position consistently.
Who This Report Is For
This report is for mortgage lending executives, brand and growth leaders, and competitive strategy teams evaluating how Rocket Mortgage appears in AI-generated recommendations for refinance and home loan discovery.
Report Card
Field | Value |
|---|---|
Report type | AI Visibility Company Market Strategy Report |
Target company | Rocket Mortgage |
Category / market studied | Mortgage Refinance Lenders |
Reporting month | October 2026 |
AI platforms tracked | 6 (ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, AI Mode) |
Public high-intent clusters | 3 |
AI observations analyzed | 529 |
Competitors tracked | 9 |
Executive Summary
Rocket Mortgage holds dominant recommendation power in the mortgage refinance category. The LLM Authority Index benchmark recorded 79.21% valid recommendation coverage in October 2026, up from 71.2% in July 2026, a gain of 8.01 points that exceeded normal month-to-month variation. The next closest brand, loanDepot at 49.3%, trails by 29.9 points. This is not a narrow lead; it is a category-defining gap.
The brand's presence is close to saturation. Rocket Mortgage appeared in 519 of 529 qualified observations, a raw mention presence rate of 98.11%, essentially unchanged from 97.7% in July 2026. Among those mentions, 424 were positive, 95 were neutral, and zero were negative, producing a net sentiment score of 0.817. The brand is not just visible; it is framed favorably in nearly every response where it appears.
Placement strength is the more important signal. Rocket Mortgage's top-three rate rose from 55.4% in July 2026 to 69.94% in October 2026, and its rank-one rate rose from 38.1% to 48.96%. That means the brand was the first or primary recommendation in nearly one of every two qualified observations. Its average recommended rank was 1.51, the strongest in the tracked set by a wide margin.
The strongest platform signal comes from Google AI Overviews, where Rocket Mortgage posted an 80.16% top-three rate and a 57.14% rank-one rate across 124 observations. Copilot showed the highest rank-one rate at 71.95%, though on a smaller base of 82 observations. ChatGPT recorded a 66.67% top-three rate and a 34.85% rank-one rate across 66 observations. The brand performs well across all six tracked platforms.
The clearest gap is not in recommendation strength but in factual consistency. AI platforms provided conflicting information about Rocket Mortgage's mortgage rates, market ranking, and home equity loan eligibility across 14 high-severity conflicts spanning four platforms. These conflicts do not appear to have damaged recommendation coverage in October 2026, but they represent a structural risk to framing quality and buyer trust at the decision moment.
The category itself remains narrow. All 529 qualified observations fell into the Brand Recommendation cluster. No observations were captured for Pricing and Value or Multi-Brand Comparison prompts, which means the benchmark cannot yet measure how Rocket Mortgage performs when buyers ask directly about rates, fees, or head-to-head lender comparisons. The brand's 48.96% rank-one rate is strong, but it is measured only within direct recommendation prompts.
What Rocket Mortgage Is Winning
Questions This Section Answers
- How does Rocket Mortgage's recommendation coverage and rank-one rate compare to the next closest lender?
- Which platforms and cited sources are driving Rocket Mortgage's recommendation strength?
- What does Rocket Mortgage's zero negative mentions and sentiment score indicate about AI framing?
Rocket Mortgage is winning on nearly every measurable dimension in this benchmark.
Category leadership by coverage. At 79.21% valid recommendation coverage, Rocket Mortgage leads the category by 29.9 points over the second-place brand. This is the largest coverage gap between first and second position in the tracked set.
Rank-one dominance. A 48.96% rank-one rate means Rocket Mortgage is the first or primary recommendation in nearly half of all qualified observations. No other tracked brand exceeds 4.54% on this measure. United Wholesale Mortgage, the next closest on rank-one rate, sits at 4.54%.
Near-saturation presence. At 98.11% raw mention presence, Rocket Mortgage appears in virtually every AI response about mortgage refinance. This is the highest presence rate in the tracked set by a wide margin; the next closest brand, loanDepot, appears in 56.7% of responses.
Zero negative framing. Across 519 mentions, Rocket Mortgage recorded zero negative mentions. Its 424 positive mentions and 95 neutral mentions produce a net sentiment score of 0.8170, indicating consistently favorable framing.
Strongest platform performance. Rocket Mortgage leads on every tracked platform. Its strongest rank-one performance came from Copilot at 71.95%, followed by Google AI Overviews at 57.14%, Gemini at 46.34%, and Google AI Mode at 43.86%.
Only tracked brand domain in the top ten cited sources. Rocket Mortgage's own domain, rocketmortgage.com, was cited 245 times across all six AI surface families, ranking fifth among all cited domains. It is the only tracked brand domain in the top ten, which suggests the brand's owned content is part of the public evidence layer AI systems retrieve.
Where Rocket Mortgage Has the Clearest AI Visibility Gaps
Questions This Section Answers
- What types of rate, ranking, and eligibility claims conflict across AI platforms?
- Which prompt clusters are missing from the benchmark, and why does that limit visibility measurement?
- What does Rocket Mortgage's neutral mention share suggest about how often AI responses mention but don't recommend the brand?
Rocket Mortgage's gaps are not in recommendation coverage or placement. They are in factual consistency and in the narrow scope of what the benchmark currently measures.
Conflicting rate claims across platforms. AI platforms provided conflicting information about Rocket Mortgage's mortgage rates in at least eight separate high-severity conflicts. When asked "What are the current rates at Rocket Mortgage?", Google AI Mode stated a 30-year fixed purchase rate of 6.75% (7.052% APR) while Google AI Overviews stated 7.125% (7.436% APR). Similar conflicts appeared for 30-year VA, FHA, and jumbo products. When asked "What lender has the lowest mortgage rates right now?", Google AI Overviews stated a 30-year fixed rate around 7.50% while Copilot stated 6.09%. These are not minor variations; they are incompatible claims about the same product at the same point in time.
Conflicting market ranking claims. When asked "Who are the top 6 mortgage lenders?", Google AI Mode ranked Rocket Mortgage second and United Wholesale Mortgage first, while Google AI Overviews ranked Rocket Mortgage first overall by volume. When asked "What are the major mortgage companies?", Google AI Mode stated that United Wholesale Mortgage is the nation's largest overall mortgage lender while Google AI Overviews stated that Rocket Mortgage holds that position. Both answers cited Bankrate and CNBC, which suggests the underlying source pages may contain conflicting or time-stamped data that AI systems are synthesizing differently.
Conflicting eligibility claims. When asked "Is Rocket Mortgage good for HELOCs?", Google AI Mode stated that loan amounts range from $2,000 to $500,000 while Google AI Overviews stated a minimum of $45,000. The flagged sources for the $45,000 claim included LendEDU, CNBC Select, and Finder, all of which appear to state a $45,000 minimum. The $2,000 figure may reflect a different product or an older source.
No pricing or comparison cluster coverage. The benchmark captured zero qualified observations in the Pricing and Value or Multi-Brand Comparison clusters. This means the benchmark cannot currently measure how Rocket Mortgage performs when buyers ask directly about rates, fees, or how lenders stack up head-to-head. Given that rate conflicts are the most common inconsistency type detected, this is a meaningful blind spot.
Small but present neutral mention share. Rocket Mortgage recorded 95 neutral mentions, the highest neutral count in the tracked set. While the brand's net sentiment remains strongly positive at 0.8170, the presence of neutral framing in 18.3% of observations suggests that some AI responses mention the brand without recommending it. This is a minor gap relative to competitors, but it is worth monitoring.
Biggest Opportunity
Questions This Section Answers
- Why is consistency, not retrievability, the core problem with Rocket Mortgage's rate pages?
- What could happen to Rocket Mortgage's recommendation strength if rate conflicts appear in pricing and comparison prompts?
Rocket Mortgage's biggest opportunity is to consolidate its public evidence layer so AI systems describe its pricing, market position, and product eligibility consistently.
The brand already dominates recommendation coverage and placement. The 14 high-severity factual inconsistencies detected across Copilot, Google AI Mode, Google AI Overviews, and Perplexity do not appear to have damaged recommendation strength in October 2026, but they represent a structural risk. When AI systems provide conflicting rate quotes or market rankings, buyers who cross-reference multiple platforms may lose confidence in the brand's positioning. More importantly, if a competitor's rate or ranking claim is consistently cited while Rocket Mortgage's is not, the brand could lose ground in pricing and comparison prompts as those clusters are added to future benchmark runs.
The specific opportunity is to ensure that Rocket Mortgage's owned rate pages, rate update pages, and product eligibility pages are structured so AI systems can retrieve a single, current, authoritative answer. The brand's domain is already the fifth most-cited source in the category, which means AI systems are already retrieving rocketmortgage.com content. The gap is not retrievability; it is consistency. When Google AI Mode and Google AI Overviews both cite rocketmortgage.com/mortgage-rates but state different rates, the issue is likely how the page presents rate data, not whether AI systems can find it.
Competitive Landscape
Questions This Section Answers
- How far ahead is Rocket Mortgage on top-three and rank-one rates compared to loanDepot and other challengers?
- What does the spread of average recommended rank and sentiment across competitors say about recommendation depth in this category?
Rocket Mortgage holds dominant recommendation-stage strength in the mortgage refinance category. loanDepot is the strongest challenger at 49.3% coverage, followed by Bank of America Corp. at 35.5% and Better.com at 27.6%. The remaining tracked brands sit below 27% coverage.
Brand | Top-3 rate | Rank-1 rate | Avg recommended rank | Sentiment |
|---|---|---|---|---|
Rocket Mortgage | 69.94% | 48.96% | 1.51 | 0.8170 |
loanDepot | 23.82% | 2.84% | 3.86 | 0.8767 |
Better.com | 19.09% | 2.46% | 2.66 | 0.9737 |
Bank of America Corp. | 18.71% | 3.02% | 3.59 | 0.8093 |
United Wholesale Mortgage | 14.18% | 4.54% | 2.39 | 0.6471 |
PennyMac | 7.94% | 1.70% | 3.81 | 0.7121 |
New American Funding | 4.16% | 0.76% | 4.37 | 0.9100 |
Wells Fargo & Co. | 2.84% | 0.76% | 3.19 | 0.3656 |
Rate | 1.51% | 0.76% | 3.42 | 0.7333 |
Chase Credit Journey | 0.57% | 0.00% | 2.33 | 0.7500 |
Average recommended rank covers rank-eligible recommendations only.
Rocket Mortgage's top-three rate of 69.94% is nearly three times higher than the next closest brand, loanDepot at 23.82%. Its rank-one rate of 48.96% is more than ten times higher than any competitor. The brand's average recommended rank of 1.51 is the strongest in the set, meaning that when Rocket Mortgage is recommended, it is typically the first option named. The table shows a category with one dominant leader and a long tail of challengers who are visible but rarely recommended first.
AI Response Inconsistency Alerts
Questions This Section Answers
- Where do AI platforms give conflicting rate quotes for the same Rocket Mortgage product?
- Why do some platforms disagree about whether Rocket Mortgage or United Wholesale Mortgage is the largest lender?
- What source pages appear on both sides of the conflicting HELOC minimum loan amount claims?
AI platforms provided 14 critical or high-severity factual inconsistencies about Rocket Mortgage across four platforms: Copilot, Google AI Mode, Google AI Overviews, and Perplexity. These conflicts span pricing, market ranking, and product eligibility topics, and all carry high confidence scores.
30-year fixed mortgage rate conflict (Google AI Overviews vs. Copilot). When asked "What lender has the lowest mortgage rates right now?", Google AI Overviews stated a 30-year fixed rate around 7.50%, citing Bankrate, Credit Karma, and Bankrate's 15-year mortgage page. Copilot stated a 30-year fixed rate of 6.09%, citing BranchSpot, mortgage-info.com, and Yahoo Finance. The flagged sources included a Yahoo Finance page showing 7.46% and a NerdWallet page showing a 7.42% APR on side A, and a mortgage-info.com page showing "Rocket Mortgage 6.09%" on side B. These rates cannot both be current.
30-year fixed mortgage rate conflict (Google AI Mode vs. Copilot). When asked "Who is offering the lowest mortgage rates?", Google AI Mode stated 6.875%, citing Navy Federal, rocketmortgage.com, and Wells Fargo. Copilot stated 6.09%, citing mortgage-info.com and BranchSpot. The flagged source was the same mortgage-info.com page showing "Rocket Mortgage 6.09%."
Market ranking conflict (Google AI Mode vs. Google AI Overviews). When asked "Who are the top 6 mortgage lenders?", Google AI Mode stated that Rocket Mortgage is ranked second and United Wholesale Mortgage is ranked first overall, citing Bankrate, CNBC, and The Motley Fool. Google AI Overviews stated that Rocket Mortgage is ranked first overall by volume, citing Bankrate, CNBC, and Experian. The flagged sources included a CNBC page stating "Rocket Mortgage took the top spot this year as the largest mortgage originator by loan volume in 2025" on side B, a Motley Fool page stating "United Wholesale Mortgage led in both loan count and dollar volume, surpassing Rocket Mortgage" on side A, and a Bankrate page stating "Rocket Mortgage claimed the top spot in mortgage origination volume in 2025, beating out previous leader United Wholesale Mortgage" on side B. Both answers cited Bankrate and CNBC, which suggests the source pages may contain conflicting or time-stamped data.
30-year jumbo fixed purchase rate conflict (Google AI Mode vs. Google AI Overviews). When asked "What are the current rates at Rocket Mortgage?", Google AI Mode stated 6.125% (6.351% APR), citing rocketmortgage.com/mortgage-rates, rocketmortgage.com/learn/mortgage-interest-rates-forecast, and rocketmortgage.com/rate-updates. Google AI Overviews stated 6.5% (6.733% APR), citing rocketmortgage.com/mortgage-rates and rocketmortgage.com/mortgage-rates/oklahoma-mortgage-rates. Both answers cited the same primary source page but stated different rates.
30-year VA purchase rate conflict (Google AI Mode vs. Google AI Overviews). When asked "What are the current rates at Rocket Mortgage?", Google AI Mode stated 6.125% (6.523% APR) while Google AI Overviews stated 6.625% (7.038% APR). Both cited rocketmortgage.com/mortgage-rates as a primary source.
30-year FHA purchase rate conflict (Google AI Mode vs. Google AI Overviews). When asked "What are the current rates at Rocket Mortgage?", Google AI Mode stated 6.125% (6.972% APR) while Google AI Overviews stated 6.625% (7.494% APR). Both cited rocketmortgage.com/mortgage-rates.
30-year fixed purchase rate conflict (Google AI Mode vs. Google AI Overviews). When asked "What are the current rates at Rocket Mortgage?", Google AI Mode stated 6.75% (7.052% APR) while Google AI Overviews stated 7.125% (7.436% APR). Both cited rocketmortgage.com/mortgage-rates.
Minimum loan amount conflict (Google AI Mode vs. Google AI Overviews). When asked "Is Rocket Mortgage good for HELOCs?", Google AI Mode stated that loan amounts range from $2,000 to $500,000, citing rocketmortgage.com/learn/home-equity-line-of-credit and a Bankrate page. Google AI Overviews stated that borrowers must take at least $45,000, citing rocketmortgage.com/learn/heloc-pros-and-cons, Finder, and LendEDU. The flagged sources included a LendEDU page stating "Loan amounts $45,000 to $500,000," a CNBC Select page stating "Rocket's home equity loan minimum is generally $45,000," and a Finder page stating "Loan limits $45,000 to $350,000."
30-year FHA mortgage rate conflict (Google AI Mode vs. Google AI Overviews). When asked "What are current rates at Rocket Mortgage?", Google AI Mode stated 6.25% (7.076% APR), citing a Google redirect link and rocketmortgage.com/rate-updates. Google AI Overviews stated 5.875%, citing rocketmortgage.com/mortgage-rates and rocketmortgage.com/mortgage-rates/california-mortgage-rates.
Largest overall mortgage lender conflict (Google AI Mode vs. Google AI Overviews). When asked "What are the major mortgage companies?", Google AI Mode stated that United Wholesale Mortgage is the nation's largest overall mortgage lender, citing Experian, Market Research Future, and RCC BPO. Google AI Overviews stated that Rocket Mortgage is the nation's largest overall mortgage lender and top loan originator, citing CNBC, CrossCountry Mortgage, and a Los Angeles Rams partnership page. The flagged sources included an Experian page showing "1 United Wholesale Mortgage 347,516 loans, $137.8 billion; 2 Rocket Mortgage 280,258 loans, $89.2 billion" on side A, a Motley Fool page stating "United Wholesale Mortgage originated more home loans (422,120) and more dollar volume ($164.3 billion) than any other lender in 2025" on side A, and a Bankrate page stating "Rocket Mortgage claimed the top spot in mortgage origination volume in 2025" on side B.
30-year fixed mortgage rate conflict (Google AI Mode vs. Copilot). When asked "What bank has the lowest interest rate for mortgages?", Google AI Mode stated that there is no single lowest rate and that national averages for a 30-year fixed are around 6.65% to 6.78%, citing Yahoo Finance and WSJ. Copilot stated that Rocket Mortgage offers the lowest 30-year fixed rate at 5.99%, citing mortgage-info.com pages. The flagged sources included a Yahoo Finance page stating "The current 30-year fixed rate fell by 10 basis points to 6.65%" on side A, a mortgage-info.com page stating "30-year fixed from 5.99%" on side B, and a Forbes Advisor page stating "30-Year Fixed 6.79%" on side A.
30-year VA mortgage rate conflict (Google AI Mode vs. Google AI Overviews). When asked "What are current rates at Rocket Mortgage?", Google AI Mode stated 6.25% (6.639% APR) while Google AI Overviews stated 5.875%. Both cited rocketmortgage.com rate pages.
30-year fixed mortgage rate conflict (Google AI Mode vs. Google AI Overviews). When asked "What are current rates at Rocket Mortgage?", Google AI Mode stated 6.875% (7.154% APR) while Google AI Overviews stated 6.75% (7.039% APR). Both cited rocketmortgage.com rate pages.
30-year fixed mortgage rate conflict (Google AI Overviews vs. Perplexity). When asked "What are Rocket Mortgages' rates today?", Google AI Overviews stated 6.75% (7.039% APR), citing rocketmortgage.com/mortgage-rates/30-year-mortgage-rates, rocketmortgage.com/mortgage-rates, and rocketmortgage.com/refinance-rates. Perplexity stated a range of around 6.3% to 6.6% with examples of 6.375% and approximately 6.6%, citing SmartAsset, rocketmortgage.com/mortgage-rates, and rocketmortgage.com/mortgage-rates/30-year-mortgage-rates. The flagged source was a SmartAsset page stating "30-Year Fixed-Rate Mortgage 6.375%."
Prompt Evidence
Google AI Overviews / Brand Recommendation Prompt: "Who are the top 6 mortgage lenders?" Result: Rocket Mortgage was ranked first overall by volume, citing Bankrate, CNBC, and Experian, while Google AI Mode ranked the brand second behind United Wholesale Mortgage.
Copilot / Brand Recommendation Prompt: "What lender has the lowest mortgage rates right now?" Result: Copilot stated a 30-year fixed rate of 6.09% for Rocket Mortgage, citing mortgage-info.com, while Google AI Overviews stated a rate around 7.50% for the same question.
Google AI Mode / Brand Recommendation Prompt: "What are the current rates at Rocket Mortgage?" Result: Google AI Mode stated a 30-year fixed purchase rate of 6.75% (7.052% APR) while Google AI Overviews stated 7.125% (7.436% APR), both citing rocketmortgage.com/mortgage-rates.
Perplexity / Brand Recommendation Prompt: "What are Rocket Mortgages' rates today?" Result: Perplexity stated a 30-year fixed range of approximately 6.3% to 6.6%, citing SmartAsset and rocketmortgage.com, while Google AI Overviews stated 6.75% for the same question.
What CiteWorks Studio Would Do Next
Questions This Section Answers
- Which prompt families and platforms are prioritized first for correcting conflicting claims?
- How would restructuring rocketmortgage.com rate and eligibility pages improve AI answer consistency?
- What role would strengthening third-party citation sources play in resolving market ranking conflicts?
Phase 1: AI Visibility Market Discovery Audit. Map every prompt where Rocket Mortgage is mentioned, recommended, or described inconsistently across all six tracked platforms, with particular focus on rate, ranking, and eligibility claims.
Phase 2: Recommendation Readiness Plan. Prioritize the prompt families and platforms where conflicting claims are most likely to affect buyer confidence, starting with the Google AI Mode and Google AI Overviews rate conflicts.
Phase 3: Owned Answer Layer Buildout. Restructure rocketmortgage.com rate pages, rate update pages, and product eligibility pages so AI systems can retrieve a single, current, authoritative answer for each product and rate type.
Phase 4: Citation and Authority Layer Development. Strengthen the third-party source pages that AI systems cite when describing Rocket Mortgage's market position, particularly the Bankrate, CNBC, and Experian pages that appear in conflicting ranking claims.
Phase 5: Monthly AI Visibility and Recommendation Tracking. Monitor recommendation coverage, rank-one rate, and factual consistency across all six platforms to detect whether rate conflicts begin to affect recommendation strength as pricing and comparison clusters are added to future benchmark runs.
Why This Matters
Rocket Mortgage's AI visibility position is strong, but presence alone is not enough. The brand appears in nearly every AI response about mortgage refinance and is named first in nearly half of them. That is a significant competitive advantage. But when AI platforms provide conflicting rate quotes, market rankings, and eligibility claims, buyers who cross-reference multiple platforms may lose confidence in the brand's positioning. The 14 high-severity inconsistencies detected in October 2026 do not appear to have damaged recommendation coverage yet, but they represent a structural risk.
The next move is targeted correction of the prompt, page, and citation layers. Rocket Mortgage's owned domain is already the fifth most-cited source in the category, which means AI systems are already retrieving rocketmortgage.com content. The gap is not retrievability; it is consistency. Ensuring that rate pages, rate update pages, and product eligibility pages present a single, current, authoritative answer will help AI systems describe the brand consistently across platforms. Strengthening the third-party source pages that AI systems cite for market ranking claims will help resolve the conflicting claims about whether Rocket Mortgage or United Wholesale Mortgage is the largest lender. These are correctable issues, and correcting them will protect the brand's recommendation strength as the benchmark expands to include pricing and comparison prompts.
Core Metrics
Metric | Value |
|---|---|
Mentions | 519 |
Valid recommendations | 419 |
Top 3 recommendation count | 370 |
Rank #1 recommendation count | 259 |
Average recommended rank | 1.51 |
Positive mentions | 424 |
Neutral mentions | 95 |
Negative mentions | 0 |
Raw mention presence rate | 98.11% |
Valid recommendation coverage | 79.21% |
Top 3 recommendation rate | 69.94% |
Rank #1 recommendation rate | 48.96% |
Net sentiment score | 0.8170 |
Strongest cluster by recommendation behavior | Brand Recommendation |
Sentiment Score
Sentiment Score = (positive mentions × 1 + neutral mentions × 0 + negative mentions × -1) / total mentions
Rocket Mortgage's sentiment score for October 2026 is 0.8170, calculated as (424 × 1 + 95 × 0 + 0 × -1) / 519.
This score matters because unclassified mention counts are misleading. A brand that appears in 519 responses but is never recommended is not in the same position as a brand that appears in 519 responses and is named first in 259 of them. 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. Counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility.
Rocket Mortgage's score of 0.8170 indicates that the vast majority of its mentions are positive. The brand recorded zero negative mentions, which is the strongest possible outcome on that dimension. The 95 neutral mentions represent 18.3% of total mentions; these are responses where the brand was mentioned but not framed as a recommendation. Reducing that neutral share would further strengthen the brand's already dominant position.
Sentiment by Platform
Platform | Mentions | Positive | Neutral | Negative | Sentiment Score | Readout |
|---|---|---|---|---|---|---|
ChatGPT | 64 | 49 | 15 | 0 | 0.7656 | Strong recommendation signal with moderate neutral share |
Copilot | 82 | 77 | 5 | 0 | 0.9390 | Strongest public recommendation signal |
Gemini | 81 | 69 | 12 | 0 | 0.8519 | Strong recommendation signal |
Perplexity | 57 | 46 | 11 | 0 | 0.8070 | Strong recommendation signal |
Google AI Mode | 111 | 81 | 30 | 0 | 0.7297 | Present and recommended, with higher neutral share |
Google AI Overviews | 124 | 102 | 22 | 0 | 0.8226 | Strongest platform by recommendation volume |
Methodology
- This report is a benchmark-based analysis of Rocket Mortgage's AI visibility and recommendation performance in the mortgage refinance category. It is not a client implementation case study.
- The reporting month is October 2026. The baseline comparison month is July 2026.
- Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode.
- The October 2026 benchmark analyzed 529 qualified observations from an initial collection of 800 prompt-surface observations. The July 2026 baseline analyzed 607 qualified observations from 800 prompt-surface observations.
- The competitor universe includes 10 tracked brands: Rocket Mortgage, loanDepot, Bank of America Corp., Better.com, PennyMac, United Wholesale Mortgage, New American Funding, Wells Fargo and Co., Rate, and Chase Credit Journey.
- Three public high-intent clusters were defined: Brand Recommendation, Pricing and Value, and Multi-Brand Comparison. Only Brand Recommendation contained qualified observations in October 2026.
- Stage 0 extraction retained the query, AI surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources for each prompt-level observation.
- A mention is defined as any appearance of the brand in an AI response, regardless of whether the brand is recommended.
- A valid recommendation is defined as a response where the brand appears in a valid recommendation shortlist, as marked by the benchmark's qualification process. Negative, neutral, cautionary, comparison-anchor, and listed-only mentions are not counted as valid recommendations unless the dataset explicitly marks them as such.
- The qualified benchmark set of 529 observations is the denominator for all brand-level percentages. The raw collection of 800 prompts is not used as the denominator.
- Unique question count for October 2026 was 584. The August 2026 intermediate run produced 381 qualified observations, and September 2026 produced 570.
- Limitations: The benchmark measures brand recommendation discovery only. No qualified observations were captured for pricing, value, or multi-brand comparison questions. The benchmark does not measure market share, sales attribution, organic search ranking performance, social media mention volume, private or sponsored AI channels, or causality from a metric movement alone. Source presence in AI answers is evidence about the information environment, not proof that the source caused the recommendation.
See How AI Is Recommending Your Brand
The public benchmark shows where Rocket Mortgage is winning and where AI platforms are providing conflicting information. A company-level AI visibility audit maps the specific prompts, platforms, competitor displacement patterns, and citation sources that shape how AI systems describe your brand. It identifies which high-intent prompts are won, which competitors take the recommendation when your brand loses ground, and which external sources shape those answers.
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About The Author
Mark Huntley
Founder and CEO
Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.