Digital Marketing Agency in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them
This analysis is based on the source benchmark: Digital Marketing Agency AI visibility benchmark
Key Takeaways
- SmartSites led the peer set with 507 mentions and 316 recommendations, but its recommendation count fell in November while mentions rose.
- LYFE Marketing held the second-strongest position, with substantial reach but fewer top-three placements than the leader.
- AIS Media and M16 Marketing showed month-over-month gains, suggesting room to improve placement on specific buyer questions.
- Grater Digital recorded no mentions or recommendations, so the first priority is confirming identity and source coverage before setting targets.
Companies covered: Grater Digital, Joseph Studios, AIS Media, SmartSites, Cardinal Digital Marketing, LYFE Marketing, M16 Marketing
Answer Capsule
The November 2026 Digital Marketing Agency benchmark compares 7 companies across 676 AI answers that met its inclusion rules. SmartSites recorded 507 mentions and 316 recommendations (46.75% 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 Digital Marketing Agency benchmark show about mentions, recommendations and placement?
Rank | Company | Mentions | Mention rate | Recommendations | Recommendation rate | Top 3 | Top 3 rate | #1 | #1 rate |
|---|---|---|---|---|---|---|---|---|---|
1 | SmartSites | 507 | 75.00% | 316 | 46.75% | 186 | 27.51% | 113 | 16.72% |
2 | LYFE Marketing | 254 | 37.57% | 147 | 21.75% | 72 | 10.65% | 47 | 6.95% |
3 | M16 Marketing | 60 | 8.88% | 47 | 6.95% | 19 | 2.81% | 6 | 0.89% |
4 | Cardinal Digital Marketing | 40 | 5.92% | 32 | 4.73% | 10 | 1.48% | 5 | 0.74% |
5 | AIS Media | 31 | 4.59% | 25 | 3.70% | 9 | 1.33% | 3 | 0.44% |
6 | Joseph Studios | 6 | 0.89% | 6 | 0.89% | 0 | 0.00% | 0 | 0.00% |
7 | Grater Digital | 0 | 0.00% | 0 | 0.00% | 0 | 0.00% | 0 | 0.00% |
The peer set is sharply tiered. One agency appears in roughly three-quarters of the sampled answers and is recommended in nearly half, while the next firm is recommended in about a fifth. Below that, the remaining named agencies cluster in low single digits, and one firm is absent entirely. The gap between the leader and the rest is the defining feature of this market.
That concentration matters commercially. Buyers asking AI assistants for agency options are mostly shown a short list dominated by one name, so being mentioned without being recommended leaves little practical value. The middle tier has real reach but thin endorsement, which is where targeted work can move a firm from appearing to being chosen.
The lowest tier, including the firm with no recorded presence, needs a different starting point. Before chasing visibility, the agency should confirm whether the company is being described accurately anywhere and whether its identity is being confused with others. Establishing a clean baseline comes first; performance targets come after.
What changed since last month
Questions This Section Answers
- What changed across the usable monthly Digital Marketing Agency snapshots?
Company | Jul 2026 | Aug 2026 | Sep 2026 | Oct 2026 | Nov 2026 |
|---|---|---|---|---|---|
SmartSites | 356 / 573 (62.13%) | 343 / 584 (58.73%) | 366 / 624 (58.65%) | 414 / 611 (67.76%) | 316 / 676 (46.75%) |
LYFE Marketing | 184 / 573 (32.11%) | 161 / 584 (27.57%) | 128 / 624 (20.51%) | 135 / 611 (22.09%) | 147 / 676 (21.75%) |
M16 Marketing | 48 / 573 (8.38%) | 37 / 584 (6.34%) | 23 / 624 (3.69%) | 23 / 611 (3.76%) | 47 / 676 (6.95%) |
Cardinal Digital Marketing | 46 / 573 (8.03%) | 30 / 584 (5.14%) | 24 / 624 (3.85%) | 27 / 611 (4.42%) | 32 / 676 (4.73%) |
AIS Media | 9 / 573 (1.57%) | 12 / 584 (2.05%) | 8 / 624 (1.28%) | 10 / 611 (1.64%) | 25 / 676 (3.70%) |
Joseph Studios | 7 / 573 (1.22%) | 8 / 584 (1.37%) | 8 / 624 (1.28%) | 6 / 611 (0.98%) | 6 / 676 (0.89%) |
Grater Digital | 0 / 573 (0.00%) | 0 / 584 (0.00%) | 0 / 624 (0.00%) | 0 / 611 (0.00%) | 0 / 676 (0.00%) |
The monthly samples are separate selections, so movement between them should be read as recorded change rather than like-for-like performance. The leader's mention count rose while its recommendation count fell; that divergence is worth watching, and the comparability limit applies to it as much as to any other month.
Several smaller firms moved upward in both mentions and recommendations. The firm with no recorded presence stayed at zero throughout, which is an observation rather than a verdict on the company. The practical use of this history is to set a documented starting point and keep future comparisons honest about which answers were included.
AI recommendation trend
Observed recommendation rate (%), Jul 2026 to Nov 2026
- SmartSites46.75%
- LYFE Marketing21.75%
- M16 Marketing6.95%
- Cardinal Digital Marketing4.73%
- AIS Media3.70%
- Joseph Studios0.89%
- Grater Digital0.00%
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
Grater Digital
Questions This Section Answers
- What measured visibility pattern and review priority does Grater Digital have in Digital Marketing Agency?
Grater Digital recorded 0 mentions (0.00%) and 0 recommendations (0.00%) across 676 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 0 neutral and 0 negative.
From October 2026 to November 2026, Grater Digital's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.
AI answers contained 0 conflicting claims about Grater Digital: 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.
No results are available for this part of the analysis.
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
No mentions or recommendations were recorded for Grater Digital in the sampled answers, and no conflicting claims surfaced. The absence could reflect entity ambiguity, thin source coverage or simply the questions asked, so it should not be read as a performance verdict. We would propose a conditional identity and source review: confirm the correct company name and domain, check whether answers describe it under a variant, and only then set a visibility target.
Joseph Studios
Questions This Section Answers
- What measured visibility pattern and review priority does Joseph Studios have in Digital Marketing Agency?
Joseph Studios recorded 6 mentions (0.89%) and 6 recommendations (0.89%) across 676 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 6 positive, 0 neutral and 0 negative.
From October 2026 to November 2026, Joseph Studios' mention count stayed at 6, while its recommendation count stayed at 6. The recommendation rate was 0.98% and 0.89% respectively. The count was unchanged: the rate difference comes from dividing it by 611 answers in October 2026 and 676 in November.
AI answers contained 0 conflicting claims about Joseph Studios: 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 |
|---|---|---|---|
atlanta marketing companies | 1 | 1 | 1 |
atlanta online marketing | 1 | 1 | 1 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://josephstudios.net/.
Selected third-party review candidate: https://google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4ZVdjMlpEUTBOVFEYCg.
Joseph Studios is mentioned and recommended in equal measure, with all recorded framing positive, yet it holds no top-three or first-place placements. That pattern suggests reach without prominence: the firm is named as an option but rarely leads the answer. We would propose a placement-focused review, checking which questions produce the mentions and whether owned and third-party pages give assistants a clear reason to rank the firm higher.
AIS Media
Questions This Section Answers
- What measured visibility pattern and review priority does AIS Media have in Digital Marketing Agency?
AIS Media recorded 31 mentions (4.59%) and 25 recommendations (3.70%) across 676 answers included in the benchmark. Top 3 placements numbered 9; first-place recommendations numbered 3. Framing among its mentions was 25 positive, 6 neutral and 0 negative.
From October 2026 to November 2026, AIS Media's mention count rose from 10 to 31, while its recommendation count rose from 10 to 25. The recommendation rate was 1.64% and 3.70% respectively.
AI answers contained 0 conflicting claims about AIS Media: 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 |
|---|---|---|---|
search engine optimization atlanta | 2 | 2 | 1 |
ad agency atlanta | 1 | 1 | 1 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://aismedia.com/creative-and-production/.
Selected third-party review candidate: https://themanifest.com/social-media/agencies/atlanta.
AIS Media shows meaningful reach with most mentions framed positively, though top-three and first-place placements are comparatively few. The month-to-month rise in mentions and recommendations is encouraging but comes from separate samples, so it does not establish a trend. We would propose verifying the owned page and the third-party profile against current facts, then building a brief that strengthens the firm's case for higher placement.
SmartSites
Questions This Section Answers
- What measured visibility pattern and review priority does SmartSites have in Digital Marketing Agency?
SmartSites recorded 507 mentions (75.00%) and 316 recommendations (46.75%) across 676 answers included in the benchmark. Top 3 placements numbered 186; first-place recommendations numbered 113. Framing among its mentions was 348 positive, 153 neutral and 6 negative.
From October 2026 to November 2026, SmartSites' mention count rose from 440 to 507, while its recommendation count fell from 414 to 316. The recommendation rate was 67.76% and 46.75% respectively.
AI answers contained 13 conflicting claims about SmartSites: 0 critical, 0 high, 10 medium, 3 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 |
|---|---|---|---|
PPC management monthly starting price | medium | starts around $500/month | starts around $750/month |
PPC management monthly starting price | medium | starts around $500/month | starts at $600/month |
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 highest rated SEO firms? | 5 | 5 | 5 |
What are the best digital marketing companies? | 6 | 6 | 4 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://smartsites.com/.
Selected third-party review candidate: https://clutch.co/profile/smartsites.
SmartSites dominates the peer set on reach and recommendations, but the month shows a notable divergence: mentions rose while recommendations fell. The recorded conflicts concern pricing claims, which are medium severity and unverified. We would propose a fact-check of the pricing statements against current primary sources and a review of the owned page and profile, treating any correction as conditional on what those sources actually say.
Cardinal Digital Marketing
Questions This Section Answers
- What measured visibility pattern and review priority does Cardinal Digital Marketing have in Digital Marketing Agency?
Cardinal Digital Marketing recorded 40 mentions (5.92%) and 32 recommendations (4.73%) across 676 answers included in the benchmark. Top 3 placements numbered 10; first-place recommendations numbered 5. Framing among its mentions was 34 positive, 5 neutral and 1 negative.
From October 2026 to November 2026, Cardinal Digital Marketing's mention count rose from 29 to 40, while its recommendation count rose from 27 to 32. The recommendation rate was 4.42% and 4.73% respectively.
AI answers contained 0 conflicting claims about Cardinal Digital Marketing: 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 |
|---|---|---|---|
Who is the best dental marketing agency? | 2 | 2 | 2 |
What is the best healthcare marketing agency? | 3 | 3 | 1 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://cardinaldigitalmarketing.com/healthcare-services/search-engine-optimization/.
Selected third-party review candidate: https://reddit.com/r/DigitalMarketingarena/comments/1shey98/top_10_digital_marketing_agencies_in_atlanta_ga/.
Cardinal Digital Marketing records modest but steady reach, with most mentions positive and a small number of top-three placements. Its observed questions cluster around healthcare and dental marketing, which suggests a niche where the firm is already considered. We would propose reviewing the healthcare SEO page and the linked discussion thread for accuracy, then a brief that reinforces the firm's specialist positioning without overstating it.
LYFE Marketing
Questions This Section Answers
- What measured visibility pattern and review priority does LYFE Marketing have in Digital Marketing Agency?
LYFE Marketing recorded 254 mentions (37.57%) and 147 recommendations (21.75%) across 676 answers included in the benchmark. Top 3 placements numbered 72; first-place recommendations numbered 47. Framing among its mentions was 162 positive, 89 neutral and 3 negative.
From October 2026 to November 2026, LYFE Marketing's mention count rose from 210 to 254, while its recommendation count rose from 135 to 147. The recommendation rate was 22.09% and 21.75% respectively.
AI answers contained 1 conflicting claim about LYFE Marketing: 0 critical, 0 high, 0 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 |
|---|---|---|---|
rating and review count | low | 4.4 / 5 (161 reviews) | 4.5 (557 reviews) |
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 social media marketing agency? | 5 | 5 | 4 |
Who is the best social media marketing? | 4 | 4 | 3 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://lyfemarketing.com/.
Selected third-party review candidate: https://clutch.co/agencies/social-media-marketing/atlanta.
LYFE Marketing holds the second-strongest position in the peer set, with substantial reach and recommendations, though top-three placements are a smaller share. One low-severity conflict concerns rating and review counts, which is a common source of drift. We would propose checking the owned page and the third-party profile for current figures, then a brief aimed at converting mentions into stronger placement on social media questions.
M16 Marketing
Questions This Section Answers
- What measured visibility pattern and review priority does M16 Marketing have in Digital Marketing Agency?
M16 Marketing recorded 60 mentions (8.88%) and 47 recommendations (6.95%) across 676 answers included in the benchmark. Top 3 placements numbered 19; first-place recommendations numbered 6. Framing among its mentions was 49 positive, 11 neutral and 0 negative.
From October 2026 to November 2026, M16 Marketing's mention count rose from 24 to 60, while its recommendation count rose from 23 to 47. The recommendation rate was 3.76% and 6.95% respectively.
AI answers contained 0 conflicting claims about M16 Marketing: 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 |
|---|---|---|---|
social media marketing atlanta | 2 | 2 | 2 |
top marketing companies in atlanta | 2 | 2 | 2 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://m16marketing.com/.
Selected third-party review candidate: https://brownbagmarketing.com/.
M16 Marketing shows a clear step up in both mentions and recommendations this month, with no negative framing recorded. Because the samples differ, the movement should be treated as observed rather than proven. We would propose verifying the owned page and the linked publisher page, then a brief that builds on the Atlanta-focused questions where the firm already appears, keeping any claims tied to current sources.
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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 Digital Marketing Agency?
Build a cohort scorecard that records each company's mentions, recommendations and placements alongside the questions that produced them. Note the sample size and services covered for each month so future comparisons are explicit about what changed. Assign an owner to each record and a status field, so the baseline is auditable rather than a one-off snapshot.
Step 2. Verify disputed facts
Questions This Section Answers
- What should the agency deliver when it works to verify disputed facts for Digital Marketing Agency?
AI answers contained 14 conflicting claims across 2 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.
Fourteen conflicting claims across two companies need checking before anything is corrected. For each, confirm the company identity, the date of the claim and the primary source. Where the match is uncertain, keep the item out of the correction queue. Record confirmed facts, no-change decisions and open questions separately so the register stays honest.
Step 3. Review owned pages
Questions This Section Answers
- What should the agency deliver when it works to review owned pages for Digital Marketing Agency?
Turn the supplied owned-page candidates into page briefs. Each brief should state what the page currently claims, which facts need primary-source confirmation, and what the page should say once verified. Do not assume the page is wrong or incomplete; the brief is a review instrument, and edits follow only after checking.
Step 4. Review third-party sources
Questions This Section Answers
- What should the agency deliver when it works to review third-party sources for Digital Marketing Agency?
Prepare source-review packages for the linked third-party pages. For each, document what the page says now, which company claims it touches, and whether a request is justified. A citation in an answer does not prove the page influenced it, so requests should rest on verified inaccuracies, not on presence alone.
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 Digital Marketing Agency?
Draft buyer-question content from the questions actually observed, such as the Atlanta and specialist-service queries. Keep these as proposed briefs until facts are confirmed against current primary sources.
When the next sample is taken, report delivered work separately from answer outcomes and state the comparability limits plainly. Publishing is proposed work, not a demonstrated cause of any answer change.
Third-party authority and citation opportunities
Questions This Section Answers
- Which cited publisher pages support targeted source review in Digital Marketing Agency?
Publisher page selected for review | Citation appearances in all captured answers | Companies covered by the page selection |
|---|---|---|
https://google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4ZVdjMlpEUTBOVFEYCg | 31 | Joseph Studios |
https://agencies.semrush.com/list/atlanta/ | 17 | Joseph Studios |
https://m16marketing.com/ | 14 | Cardinal Digital Marketing |
https://brownbagmarketing.com/ | 12 | M16 Marketing |
https://bizjournals.com/atlanta/subscriber-only/2024/02/09/atlantas-25-largest-advertising-and-marketing-agencies.html | 8 | M16 Marketing |
https://agencies.semrush.com/list/smm/atlanta/ | 6 | LYFE Marketing |
https://clutch.co/profile/smartsites | 6 | SmartSites |
https://reddit.com/r/DigitalMarketingarena/comments/1shey98/top_10_digital_marketing_agencies_in_atlanta_ga/ | 5 | Cardinal Digital Marketing |
https://flinque.com/blog/smartsites-review/ | 3 | SmartSites |
https://themanifest.com/social-media/agencies/atlanta | 3 | AIS Media |
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 linked publishers vary in relevance. A general search-viewer page and an agency directory list carry the most citation appearances, while company-owned pages and a regional business journal appear less often. Citation appearances show where answers point, not which sources shaped them, so priority should follow relevance to the company being reviewed and the likelihood that the page contains checkable claims.
Before any outreach, confirm what each page currently says and whether a correction is genuinely warranted. Requests built on verified inaccuracies are defensible; requests built on a citation alone are not.
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 |
Start with the baseline scorecard and the fact-review register, because every later step depends on knowing what was actually recorded and which claims remain unverified. In parallel, shortlist the owned pages and third-party sources that touch the disputed pricing and rating claims, since those are the items most likely to mislead buyers if left unchecked.
Next, convert the shortlist into page briefs and justified publisher requests, keeping confirmed edits, no-change decisions and open requests in separate columns. Only then draft buyer-question content. The final step is a fresh scorecard that reports completed work apart from measured answer outcomes, with the sample limits stated alongside.
Methodology and conclusion
Questions This Section Answers
- What do the Digital Marketing Agency 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 676 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 710 captured answers and 4512 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 | 573 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Aug 2026 | 584 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Sep 2026 | 624 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Oct 2026 | 611 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Nov 2026 | 676 | 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.
This report describes recorded AI answers for one month, not verified company facts or buyer demand. Recommendations require both an endorsement and positive wording, and placements sit inside recommendations rather than adding to them. Because answers can name several companies, counts cannot be summed into distinct answers, and the monthly samples differ, so change over time is observed rather than explained.
The sensible next step is disciplined verification: confirm identities and claims against primary sources, review the shortlisted pages, and prepare content briefs from the questions actually seen. Any improvement in visibility should be measured in a later sample and reported with its comparability limits intact, without promising specific gains.
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