Long Distance Moving Carriers in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them
This analysis is based on the source benchmark: Long Distance Moving Carriers AI visibility benchmark
Key Takeaways
- International Van Lines led the set on recommendations, while American Van Lines appeared most often but converted to endorsements less consistently.
- JK Moving Services showed strong recommendation strength and improved in the latest monthly sample.
- Colonial Van Lines and Safeway Moving had moderate mention coverage but lower recommendation rates than the leaders.
- Wheaton World Wide Moving had minimal visibility, so its results are too small to support a stable trend read.
Companies covered: Wheaton World Wide Moving, International Van Lines, JK Moving Services, Colonial Van Lines, American Van Lines, Safeway Moving
Answer Capsule
The November 2026 Long Distance Moving Carriers benchmark compares 6 companies across 511 AI answers that met its inclusion rules. International Van Lines recorded 309 mentions and 269 recommendations (52.64% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.
We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.
Executive industry diagnosis
Questions This Section Answers
- What does the Long Distance Moving Carriers benchmark show about mentions, recommendations and placement?
Rank | Company | Mentions | Mention rate | Recommendations | Recommendation rate | Top 3 | Top 3 rate | #1 | #1 rate |
|---|---|---|---|---|---|---|---|---|---|
1 | International Van Lines | 309 | 60.47% | 269 | 52.64% | 264 | 51.66% | 134 | 26.22% |
2 | American Van Lines | 395 | 77.30% | 192 | 37.57% | 187 | 36.59% | 69 | 13.50% |
3 | JK Moving Services | 207 | 40.51% | 187 | 36.59% | 185 | 36.20% | 121 | 23.68% |
4 | Colonial Van Lines | 199 | 38.94% | 146 | 28.57% | 139 | 27.20% | 47 | 9.20% |
5 | Safeway Moving | 108 | 21.14% | 85 | 16.63% | 84 | 16.44% | 47 | 9.20% |
6 | Wheaton World Wide Moving | 3 | 0.59% | 1 | 0.20% | 1 | 0.20% | 1 | 0.20% |
The peer set splits into two distinct profiles. International Van Lines and JK Moving Services earn an affirmative endorsement on most of the answers that name them, while American Van Lines appears in far more answers but draws an endorsement in a much smaller share. Reach and endorsement are separate assets here, and the gap between them is the central strategic question for the category.
American Van Lines illustrates the risk of broad but shallow presence. Its framing is overwhelmingly positive, yet many answers that name it stop short of an affirmative endorsement. That pattern suggests the company is treated as a familiar option rather than a preferred one, which is a positioning problem rather than a visibility problem. Colonial Van Lines and Safeway Moving sit in the middle, with solid mention coverage but weaker endorsement rates than the leaders.
Wheaton World Wide Moving barely registers, so its results are a thin signal rather than a stable position. The agency would separate reach-building work from endorsement-building work, since the two need different content and source strategies.
What changed since last month
Questions This Section Answers
- What changed across the usable monthly Long Distance Moving Carriers snapshots?
Company | Jul 2026 | Aug 2026 | Sep 2026 | Oct 2026 | Nov 2026 |
|---|---|---|---|---|---|
International Van Lines | 217 / 472 (45.97%) | 241 / 532 (45.30%) | 251 / 561 (44.74%) | 304 / 542 (56.09%) | 269 / 511 (52.64%) |
American Van Lines | 238 / 472 (50.42%) | 220 / 532 (41.35%) | 227 / 561 (40.46%) | 247 / 542 (45.57%) | 192 / 511 (37.57%) |
JK Moving Services | 211 / 472 (44.70%) | 188 / 532 (35.34%) | 186 / 561 (33.16%) | 179 / 542 (33.03%) | 187 / 511 (36.59%) |
Colonial Van Lines | 185 / 472 (39.19%) | 169 / 532 (31.77%) | 164 / 561 (29.23%) | 180 / 542 (33.21%) | 146 / 511 (28.57%) |
Safeway Moving | 94 / 472 (19.92%) | 92 / 532 (17.29%) | 97 / 561 (17.29%) | 113 / 542 (20.85%) | 85 / 511 (16.63%) |
Wheaton World Wide Moving | 3 / 472 (0.64%) | 1 / 532 (0.19%) | 0 / 561 (0.00%) | 0 / 542 (0.00%) | 1 / 511 (0.20%) |
The monthly samples differ in size and composition, so the movement between months should be read as recorded change rather than like-for-like performance. American Van Lines shows the widest swing, with mentions rising sharply while recommendations fell. Colonial Van Lines shows the opposite tension, with mentions edging up as recommendations dropped.
International Van Lines and Safeway Moving both recorded lower mention and recommendation counts in the latest sample. JK Moving Services moved in the other direction on both measures. Because each month is a separate selected sample, these movements cannot be attributed to any single cause, and the agency would treat the series as a directional indicator only.
Wheaton World Wide Moving's counts are too small to support trend interpretation. The agency would document sample composition alongside each future snapshot so that later comparisons are clearly framed as descriptive.
AI recommendation trend
Observed recommendation rate (%), Jul 2026 to Nov 2026
- International Van Lines52.64%
- American Van Lines37.57%
- JK Moving Services36.59%
- Colonial Van Lines28.57%
- Safeway Moving16.63%
- Wheaton World Wide Moving0.20%
Separate selected monthly samples. Missing points are unavailable, not zero. Provider/prompt equivalence is unverified; rate movement does not demonstrate causation.
Company-by-company findings
Wheaton World Wide Moving
Questions This Section Answers
- What measured visibility pattern and review priority does Wheaton World Wide Moving have in Long Distance Moving Carriers?
Wheaton World Wide Moving recorded 3 mentions (0.59%) and 1 recommendation (0.20%) across 511 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 1. Framing among its mentions was 1 positive, 2 neutral and 0 negative.
From October 2026 to November 2026, Wheaton World Wide Moving's mention count fell from 5 to 3, while its recommendation count rose from 0 to 1. The recommendation rate was 0.00% and 0.20% respectively.
AI answers contained 0 conflicting claims about Wheaton World Wide Moving: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.
No results are available for this part of the analysis.
Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.
Question observed in the research | Benchmark answers to this question | Company mentions | Company recommendations |
|---|---|---|---|
Which companies help with relocation? | 2 | 1 | 1 |
Who are the largest moving companies? | 4 | 2 | 0 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://wheatonworldwide.com/why-wheaton/company-news/wheaton-van-lines-inc-acquires-bekins-van-lines/.
Selected third-party review candidate: https://movebuddha.com/blog/largest-moving-companies/.
Wheaton World Wide Moving's presence in the benchmark is minimal, so the current figures describe a thin footprint rather than a settled position. The single recommendation and single first-place placement are too few to read as a pattern. The agency would first confirm that answers are matching the correct entity before drawing any conclusion.
Proposed work is a conditional review: verify the selected owned page and the third-party list against current primary sources, then decide whether any factual correction or content brief is warranted. No correction should be proposed until that verification is complete.
International Van Lines
Questions This Section Answers
- What measured visibility pattern and review priority does International Van Lines have in Long Distance Moving Carriers?
International Van Lines recorded 309 mentions (60.47%) and 269 recommendations (52.64%) across 511 answers included in the benchmark. Top 3 placements numbered 264; first-place recommendations numbered 134. Framing among its mentions was 291 positive, 17 neutral and 1 negative.
From October 2026 to November 2026, International Van Lines' mention count fell from 320 to 309, while its recommendation count fell from 304 to 269. The recommendation rate was 56.09% and 52.64% respectively.
AI answers contained 9 conflicting claims about International Van Lines: 0 critical, 2 high, 5 medium, 2 low. Of these, 2 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.
Review topic | Severity | Recorded AI claim A | Recorded AI claim B |
|---|---|---|---|
best overall rating / top-ranked designation | low | tied top-rated best overall | rated Best Full-Service/Choice, not best overall |
deposit refund on late cancellation (within 48 hours) | high | deposit forfeited / not refundable if canceled within 48 hours | deposit may be credited toward a future move if canceled under 48 hours (truck not arrived) |
Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.
Question observed in the research | Benchmark answers to this question | Company mentions | Company recommendations |
|---|---|---|---|
Which long-distance moving company is best? | 6 | 6 | 6 |
Who is the best international moving company? | 6 | 6 | 6 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://internationalvanlines.com/.
Selected third-party review candidate: https://move.org/best-international-moving-companies/.
International Van Lines leads the peer set on recommendation strength, and its framing is almost entirely positive. That combination is the strongest position in the category, but it also raises the cost of factual drift, since answers repeat specific claims about ratings and cancellation terms. The agency would protect this position with disciplined fact checking rather than new visibility work.
Proposed work is a fact-check brief covering the disputed rating and deposit-refund claims, paired with a review of the selected owned page and the third-party international list. Any correction would follow primary-source verification, and the agency would record confirmed edits separately from no-change decisions.
JK Moving Services
Questions This Section Answers
- What measured visibility pattern and review priority does JK Moving Services have in Long Distance Moving Carriers?
JK Moving Services recorded 207 mentions (40.51%) and 187 recommendations (36.59%) across 511 answers included in the benchmark. Top 3 placements numbered 185; first-place recommendations numbered 121. Framing among its mentions was 201 positive, 6 neutral and 0 negative.
From October 2026 to November 2026, JK Moving Services' mention count rose from 184 to 207, while its recommendation count rose from 179 to 187. The recommendation rate was 33.03% and 36.59% respectively.
AI answers contained 4 conflicting claims about JK Moving Services: 0 critical, 0 high, 3 medium, 1 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.
Review topic | Severity | Recorded AI claim A | Recorded AI claim B |
|---|---|---|---|
long-distance move cost range | medium | $5,000–$15,000 | $6,381–$27,453 |
best overall / #1 ranking | medium | International Van Lines is best overall / #1 | JK Moving is best overall / #1 |
Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.
Question observed in the research | Benchmark answers to this question | Company mentions | Company recommendations |
|---|---|---|---|
What is the best international moving company? | 5 | 4 | 4 |
What are the top relocation companies? | 4 | 3 | 3 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://jkmoving.com/.
Selected third-party review candidate: https://realestate.usnews.com/home-services/moving/best-moving-companies.
JK Moving Services pairs strong recommendation strength with consistently positive framing, and it gained on both mentions and recommendations in the latest sample. Its recorded conflicts are moderate rather than urgent, centering on cost ranges and competing best-overall claims. The agency would treat these as positioning questions that need a verified source before any response.
Proposed work is a page brief for the owned site plus a review of the selected third-party ranking page, focused on establishing which cost and ranking statements can be supported. The agency would confirm current source contents first and log outcomes as confirmed, no-change or pending.
Colonial Van Lines
Questions This Section Answers
- What measured visibility pattern and review priority does Colonial Van Lines have in Long Distance Moving Carriers?
Colonial Van Lines recorded 199 mentions (38.94%) and 146 recommendations (28.57%) across 511 answers included in the benchmark. Top 3 placements numbered 139; first-place recommendations numbered 47. Framing among its mentions was 178 positive, 19 neutral and 2 negative.
From October 2026 to November 2026, Colonial Van Lines' mention count rose from 191 to 199, while its recommendation count fell from 180 to 146. The recommendation rate was 33.21% and 28.57% respectively.
AI answers contained 7 conflicting claims about Colonial Van Lines: 0 critical, 5 high, 1 medium, 1 low. Of these, 5 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.
Review topic | Severity | Recorded AI claim A | Recorded AI claim B |
|---|---|---|---|
BBB average rating | low | 4.63/5 from 1,164 reviews | 4.61/5 from more than 1,200 reviews |
deposit required | medium | Deposit required | No deposit required |
Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.
Question observed in the research | Benchmark answers to this question | Company mentions | Company recommendations |
|---|---|---|---|
What cross country moving company has the best reviews? | 6 | 5 | 5 |
Who are the best long distance moving companies? | 6 | 5 | 5 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://colonialvanlines.com/moving-resources/faq/.
Selected third-party review candidate: https://move.org/colonial-van-lines-review/.
Colonial Van Lines holds respectable mention coverage but a weaker recommendation rate than the leaders, and its latest sample shows mentions rising while recommendations fell. Several recorded conflicts are rated high priority, including a direct disagreement about whether a deposit is required. That kind of split matters because it touches a buyer's first financial decision.
Proposed work is a fact-check brief on the deposit question and the review-score claims, alongside a review of the owned FAQ page and the third-party review page. The agency would verify each claim against current primary sources before recommending any edit or publisher request.
American Van Lines
Questions This Section Answers
- What measured visibility pattern and review priority does American Van Lines have in Long Distance Moving Carriers?
American Van Lines recorded 395 mentions (77.30%) and 192 recommendations (37.57%) across 511 answers included in the benchmark. Top 3 placements numbered 187; first-place recommendations numbered 69. Framing among its mentions was 292 positive, 102 neutral and 1 negative.
From October 2026 to November 2026, American Van Lines' mention count rose from 253 to 395, while its recommendation count fell from 247 to 192. The recommendation rate was 45.57% and 37.57% respectively.
AI answers contained 12 conflicting claims about American Van Lines: 0 critical, 1 high, 6 medium, 5 low. Of these, 1 was rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.
Another 9 possible conflicts were excluded because the company match was uncertain. They need an identity check before substantive review.
Review topic | Severity | Recorded AI claim A | Recorded AI claim B |
|---|---|---|---|
broker vs carrier status | high | carrier, not a broker | carrier that often subcontracts/brokers portions of moves |
best-for positioning / pricing model | low | Best for flat-rate, binding pricing | Best for careful handling / specialty items |
Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.
Question observed in the research | Benchmark answers to this question | Company mentions | Company recommendations |
|---|---|---|---|
What is the best cross country mover? | 6 | 6 | 5 |
Who are the best long distance moving companies? | 6 | 6 | 5 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://americanvanlines.com/.
Selected third-party review candidate: https://thisoldhouse.com/moving/best-interstate-moving-companies.
American Van Lines is the clearest case of reach outpacing endorsement. It appears in most answers but earns an affirmative endorsement in a much smaller share, and the latest sample shows mentions rising while endorsements fell. The recorded broker-versus-carrier conflict is rated high priority because it goes to how the company actually operates.
Proposed work is a fact-check brief on the broker and carrier question, plus a page brief for the owned site aimed at clarifying service model and pricing in plain terms. The agency would also resolve the excluded uncertain matches before adding anything to the review queue.
Safeway Moving
Questions This Section Answers
- What measured visibility pattern and review priority does Safeway Moving have in Long Distance Moving Carriers?
Safeway Moving recorded 108 mentions (21.14%) and 85 recommendations (16.63%) across 511 answers included in the benchmark. Top 3 placements numbered 84; first-place recommendations numbered 47. Framing among its mentions was 99 positive, 7 neutral and 2 negative.
From October 2026 to November 2026, Safeway Moving's mention count fell from 123 to 108, while its recommendation count fell from 113 to 85. The recommendation rate was 20.85% and 16.63% respectively.
AI answers contained 5 conflicting claims about Safeway Moving: 0 critical, 1 high, 4 medium, 0 low. Of these, 1 was rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.
Review topic | Severity | Recorded AI claim A | Recorded AI claim B |
|---|---|---|---|
senior discount availability | medium | offers a 5% senior discount | does not publish a specific senior discount |
best-for positioning / pricing model | medium | Best for flat-rate pricing / binding estimates | Best for price matching / value (not flat-rate) |
Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.
Question observed in the research | Benchmark answers to this question | Company mentions | Company recommendations |
|---|---|---|---|
Who are the best long distance moving companies? | 6 | 4 | 4 |
What is the best moving company for state to state? | 6 | 3 | 3 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://safewaymovinginc.com/.
Selected third-party review candidate: https://thisoldhouse.com/moving/best-interstate-moving-companies.
Safeway Moving sits in the middle of the peer set, with moderate mention coverage and a recommendation rate below the leaders. Its recorded conflicts concern discount availability and best-for positioning, both of which shape how buyers compare offers. Neither is rated critical, so the agency would sequence them behind higher-priority items.
Proposed work is a page brief for the owned site and a review of the selected third-party list, focused on confirming which pricing and discount statements can be supported. The agency would verify current source contents before proposing any correction or publisher request.
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The CiteWorks five-step improvement plan
Step 1. Establish the baseline
Questions This Section Answers
- What should the agency deliver when it works to establish the baseline for Long Distance Moving Carriers?
The agency would build a cohort scorecard that records each company's mentions, recommendations, placements and framing on a consistent basis, with the sample composition noted beside every snapshot. Each record would carry an owner, an evidence requirement and a review status so that later comparisons are traceable.
The scorecard is a working document, not a performance verdict. It gives the team a shared reference for what was observed and what still needs verification.
Step 2. Verify disputed facts
Questions This Section Answers
- What should the agency deliver when it works to verify disputed facts for Long Distance Moving Carriers?
AI answers contained 37 conflicting claims across 5 companies. Another 9 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.
The agency would work through the recorded conflicts company by company, starting with those rated highest priority. Each disputed claim would be checked against current primary sources, and the entity, date and source would be resolved before any correction is considered.
The uncertain company matches would be handled separately through an identity check. Nothing enters the correction queue until the match is confirmed, and a confirmed conflict would still be logged as a finding rather than an assumed publisher error.
Step 3. Review owned pages
Questions This Section Answers
- What should the agency deliver when it works to review owned pages for Long Distance Moving Carriers?
The agency would prepare page briefs for the selected owned pages, describing what each page should clarify for buyers and which claims need supporting evidence. Briefs would be written only after the current page contents are verified, since the selection is a review candidate rather than a confirmed gap.
Each brief would note the specific questions the page should answer and the facts that must be sourced. Edits would be proposed conditionally, with confirmed changes recorded separately from no-change decisions.
Step 4. Review third-party sources
Questions This Section Answers
- What should the agency deliver when it works to review third-party sources for Long Distance Moving Carriers?
The agency would review the selected third-party pages to confirm what they currently say before preparing any request. Citation appearances show where answers point, not what those pages contain or whether they influenced an answer, so each page needs a fresh read.
Where a verified discrepancy exists, the agency would prepare an evidence-backed request package. Where the page is accurate, the outcome would be recorded as no change, and requests and responses would be tracked separately.
Step 5. Address buyer questions and measure again
Questions This Section Answers
- What should the agency deliver when it works to address buyer questions and measure again for Long Distance Moving Carriers?
The agency would turn the observed buyer questions into content briefs that address the comparisons buyers actually ask about, such as best overall, cross-country and international moves. These briefs would be grounded in verified facts rather than in the wording of any single answer.
A later scorecard would record delivered work alongside fresh answer observations, keeping the two separate. The agency would not claim that any content change caused a movement in the measured results.
Third-party authority and citation opportunities
Questions This Section Answers
- Which cited publisher pages support targeted source review in Long Distance Moving Carriers?
Publisher page selected for review | Citation appearances in all captured answers | Companies covered by the page selection |
|---|---|---|
https://move.org/best-interstate-moving-companies/ | 205 | JK Moving Services, Safeway Moving |
https://thisoldhouse.com/moving/best-interstate-moving-companies | 15 | American Van Lines, Safeway Moving |
https://realestate.usnews.com/home-services/moving/best-moving-companies | 126 | JK Moving Services |
https://nerdwallet.com/home-ownership/moving/best/moving-companies | 74 | Wheaton World Wide Moving |
https://internationalvanlines.com/ | 17 | American Van Lines |
https://move.org/colonial-van-lines-review/ | 15 | Colonial Van Lines |
https://move.org/best-international-moving-companies/ | 13 | International Van Lines |
https://movebuddha.com/blog/largest-moving-companies/ | 10 | Wheaton World Wide Moving |
https://forbes.com/advisor/homeowners-insurance/moving-services/best-international-moving-companies/ | 8 | International Van Lines |
https://allied.com/moving-resources/faqs/moving-brokers-vs-van-lines | 7 | Colonial Van Lines |
These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.
The publisher list should be prioritized by relevance and by how many of the tracked companies each page covers, not by citation volume alone. The broad interstate and national ranking pages reach several companies at once, which makes them efficient review targets, while company-specific review pages serve a narrower purpose.
Citation appearances are counted across captured answers and are not evidence that a page shaped an answer. The agency would verify each page's current contents before preparing any request, and would treat the owned-page candidates as separate from third-party outreach.
What we'd prioritize first
Period | Deliverable | Completion criterion |
|---|---|---|
Days 1–30 | Baseline scorecard, scoped fact-review register and page/source shortlist | Each record has an owner, evidence requirement and review status |
Days 31–60 | Approved page briefs and justified publisher requests | Separate confirmed edits, no-change decisions, requests and responses |
Days 61–90 | Buyer-content briefs and a fresh scorecard | Record work completed separately from measured answer outcomes and comparability limits |
The first priority is the fact base, because several of the highest-priority conflicts touch money and service model rather than marketing language. Resolving the deposit, broker and cancellation questions gives the team a reliable foundation before any page or publisher work begins.
The second priority is the endorsement gap at American Van Lines, where broad presence is not converting into recommendations. The third is protecting International Van Lines' leading position through careful fact maintenance rather than expansion.
Work would run in staged blocks, with a baseline scorecard and review shortlist first, approved briefs and justified requests second, and buyer-content briefs with a fresh scorecard last. Completion would be recorded against each record's evidence requirement.
Methodology and conclusion
Questions This Section Answers
- What do the Long Distance Moving Carriers sample and source-review limits allow us to conclude?
This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 511 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.
An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.
The wider citation analysis covers 777 captured answers and 4684 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.
Monthly sample coverage:
Reporting month | Answers included | AI services covered | Services |
|---|---|---|---|
Jul 2026 | 472 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Aug 2026 | 532 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Sep 2026 | 561 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Oct 2026 | 542 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Nov 2026 | 511 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.
The benchmark measures how often companies appear and are endorsed in a fixed set of answers, and the rates describe answer wording rather than customer experience. Because an answer can name several companies, the counts are not additive, and the monthly samples differ in composition, so comparisons show recorded change without explaining it.
The citation analysis covers a wider set of answers than the benchmark, and the two should not be combined. Current page contents and disputed company claims still require independent verification.
The proposed next steps are a baseline scorecard, a scoped fact-review register, verified page and source briefs, and buyer-question content, with delivered work tracked separately from answer outcomes. No outcome is guaranteed.
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