Stock Tips in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them
This analysis is based on the source benchmark: Stock Tips AI visibility benchmark
Key Takeaways
- Seeking Alpha had the strongest recommendation share, while TipRanks and MarketBeat were mentioned often but rarely recommended.
- Mentions and recommendations moved differently month to month, so sample size and coverage must be tracked before drawing trend conclusions.
- Several publishers had conflicting AI claims about pricing or price targets, which should be checked against primary sources before any correction request.
- The recommended fix is a separate scorecard for mentions, recommendations, and placement, followed by verified page and source reviews.
Companies covered: Benzinga, TipRanks, MarketBeat, Morningstar, Seeking Alpha, Simply Wall St, The Motley Fool, Stansberry Research, Zacks Investment Research, Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp)
Answer Capsule
The November 2026 Stock Tips benchmark compares 10 companies across 497 AI answers that met its inclusion rules. Seeking Alpha recorded 163 mentions and 47 recommendations (9.46% 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 Stock Tips benchmark show about mentions, recommendations and placement?
Rank | Company | Mentions | Mention rate | Recommendations | Recommendation rate | Top 3 | Top 3 rate | #1 | #1 rate |
|---|---|---|---|---|---|---|---|---|---|
1 | Seeking Alpha | 163 | 32.80% | 47 | 9.46% | 33 | 6.64% | 10 | 2.01% |
2 | Morningstar | 169 | 34.00% | 38 | 7.65% | 22 | 4.43% | 7 | 1.41% |
3 | The Motley Fool | 155 | 31.19% | 37 | 7.44% | 21 | 4.23% | 15 | 3.02% |
4 | Zacks Investment Research | 169 | 34.00% | 30 | 6.04% | 10 | 2.01% | 2 | 0.40% |
5 | TipRanks | 252 | 50.70% | 16 | 3.22% | 11 | 2.21% | 8 | 1.61% |
6 | Benzinga | 111 | 22.33% | 15 | 3.02% | 4 | 0.80% | 4 | 0.80% |
7 | Simply Wall St | 113 | 22.74% | 8 | 1.61% | 3 | 0.60% | 2 | 0.40% |
8 | Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp) | 189 | 38.03% | 3 | 0.60% | 2 | 0.40% | 1 | 0.20% |
9 | MarketBeat | 292 | 58.75% | 1 | 0.20% | 0 | 0.00% | 0 | 0.00% |
10 | Stansberry Research | 0 | 0.00% | 0 | 0.00% | 0 | 0.00% | 0 | 0.00% |
The peer set splits into two groups. A handful of publishers are named often and also earn affirmative recommendations, while several others appear frequently but rarely receive an endorsement. That gap between being mentioned and being recommended is the central pattern a client should watch, because appearing in an answer and being chosen are different outcomes.
MarketBeat and TipRanks illustrate the widest gap: both are named in a large share of answers yet collect very few recommendations. Seeking Alpha and Morningstar sit at the other end, drawing a meaningful share of affirmative endorsements alongside their frequent appearances. The practical implication is that reach alone does not carry a brand into the recommendation position. Because a single answer can name several companies, these figures describe how often each brand appears, not how many distinct answers exist.
We would build a scorecard that keeps mentions, recommendations and placement separate, so the client can see which lever actually moves.
What changed since last month
Questions This Section Answers
- What changed across the usable monthly Stock Tips snapshots?
Company | Sep 2026 | Oct 2026 | Nov 2026 |
|---|---|---|---|
Seeking Alpha | 93 / 504 (18.45%) | 62 / 425 (14.59%) | 47 / 497 (9.46%) |
Morningstar | 81 / 504 (16.07%) | 55 / 425 (12.94%) | 38 / 497 (7.65%) |
The Motley Fool | 76 / 504 (15.08%) | 42 / 425 (9.88%) | 37 / 497 (7.44%) |
Zacks Investment Research | 57 / 504 (11.31%) | 38 / 425 (8.94%) | 30 / 497 (6.04%) |
TipRanks | 16 / 504 (3.17%) | 24 / 425 (5.65%) | 16 / 497 (3.22%) |
Benzinga | 24 / 504 (4.76%) | 16 / 425 (3.76%) | 15 / 497 (3.02%) |
Simply Wall St | 15 / 504 (2.98%) | 13 / 425 (3.06%) | 8 / 497 (1.61%) |
Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp) | 0 / 504 (0.00%) | 0 / 425 (0.00%) | 3 / 497 (0.60%) |
MarketBeat | 2 / 504 (0.40%) | 6 / 425 (1.41%) | 1 / 497 (0.20%) |
Stansberry Research | 0 / 504 (0.00%) | 0 / 425 (0.00%) | 0 / 497 (0.00%) |
Only months with verified results are shown. Monthly sample coverage is listed in Methodology.
The monthly figures come from separate samples, so they show what was recorded rather than a like-for-like trend. Recommendation counts for most established publishers eased between October and November, while mention counts moved in mixed directions. The samples also differ in size, which limits direct comparison.
One notable shift is Investor's Business Daily, which moved from almost no recorded presence to a broad set of mentions. We would treat that as an observation to verify, not a proven change in standing, and would document sample coverage alongside each month so future comparisons are honest.
AI recommendation trend
Observed recommendation rate (%), Sep 2026 to Nov 2026
- Seeking Alpha9.46%
- Morningstar7.65%
- The Motley Fool7.44%
- Zacks Investment Research6.04%
- TipRanks3.22%
- Benzinga3.02%
- Simply Wall St1.61%
- Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp)0.60%
- MarketBeat0.20%
- Stansberry Research0.00%
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
Benzinga
Questions This Section Answers
- What measured visibility pattern and review priority does Benzinga have in Stock Tips?
Benzinga recorded 111 mentions (22.33%) and 15 recommendations (3.02%) across 497 answers included in the benchmark. Top 3 placements numbered 4; first-place recommendations numbered 4. Framing among its mentions was 18 positive, 92 neutral and 1 negative.
From October 2026 to November 2026, Benzinga's mention count rose from 55 to 111, while its recommendation count fell from 16 to 15. The recommendation rate was 3.76% and 3.02% respectively.
AI answers contained 1 conflicting claim about Benzinga: 0 critical, 0 high, 1 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.
Review topic | Severity | Recorded AI claim A | Recorded AI claim B |
|---|---|---|---|
PCTY analyst target range (low-high) | medium | $120–$201 | $128–$250 |
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 |
|---|---|---|---|
best stock advisor subscription | 2 | 2 | 2 |
What is better than TipRanks? | 5 | 1 | 1 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://benzinga.com/markets/equities/26/10/62475717/health-care-stocks-hit-record-highs-gm-drops-nearly-8-stock-market-today.
Selected third-party review candidate: https://stockanalysis.com/stocks/pcty/forecast/.
Benzinga is named in roughly a fifth of answers but earns few affirmative recommendations, and its placement near the top is rare. The single medium-severity conflict concerns a price-target range, which may reflect different dates rather than an error. We would propose a fact-check of that claim against current primary sources before any correction, and a page brief for the selected owned article.
TipRanks
Questions This Section Answers
- What measured visibility pattern and review priority does TipRanks have in Stock Tips?
TipRanks recorded 252 mentions (50.70%) and 16 recommendations (3.22%) across 497 answers included in the benchmark. Top 3 placements numbered 11; first-place recommendations numbered 8. Framing among its mentions was 38 positive, 212 neutral and 2 negative.
From October 2026 to November 2026, TipRanks' mention count rose from 99 to 252, while its recommendation count fell from 24 to 16. The recommendation rate was 5.65% and 3.22% respectively.
AI answers contained 1 conflicting claim about TipRanks: 0 critical, 1 high, 0 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 |
|---|---|---|---|
GETY average price target | high | $0.85 | $4.43 |
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 Seeking Alpha competitors? | 5 | 4 | 2 |
What is the best website for stock ratings? | 3 | 3 | 2 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://tipranks.com/.
Selected third-party review candidate: https://marketbeat.com/stocks/NYSE/GETY/forecast/.
TipRanks is the most-mentioned brand in the set, yet affirmative recommendations are rare relative to those appearances. Its one high-severity conflict involves a price target that differs sharply between answers. We would propose verifying the entity, date and source behind that figure first, then a page brief for the homepage and a source review of the linked forecast page.
MarketBeat
Questions This Section Answers
- What measured visibility pattern and review priority does MarketBeat have in Stock Tips?
MarketBeat recorded 292 mentions (58.75%) and 1 recommendation (0.20%) across 497 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 25 positive, 265 neutral and 2 negative.
From October 2026 to November 2026, MarketBeat's mention count rose from 135 to 292, while its recommendation count fell from 6 to 1. The recommendation rate was 1.41% and 0.20% respectively.
AI answers contained 2 conflicting claims about MarketBeat: 0 critical, 0 high, 2 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.
Review topic | Severity | Recorded AI claim A | Recorded AI claim B |
|---|---|---|---|
PCTY consensus price target | medium | $163.29 | $156.61 |
AAOI average price target | medium | $139.40 | $113.80 |
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 |
|---|---|---|---|
earnings transcripts | 2 | 2 | 1 |
Is OXY a buy or sell now? | 2 | 2 | 0 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://marketbeat.com/earnings/transcripts/.
Selected third-party review candidate: https://stockanalysis.com/stocks/pcty/forecast/.
MarketBeat appears in more answers than any peer but records almost no affirmative recommendations and no top placements. Two medium-severity conflicts concern consensus price targets, which often shift with date. We would propose a fact-check of both figures against current primary sources, plus a page brief for the earnings-transcripts page, before drawing any conclusion about its standing.
Morningstar
Questions This Section Answers
- What measured visibility pattern and review priority does Morningstar have in Stock Tips?
Morningstar recorded 169 mentions (34.00%) and 38 recommendations (7.65%) across 497 answers included in the benchmark. Top 3 placements numbered 22; first-place recommendations numbered 7. Framing among its mentions was 48 positive, 121 neutral and 0 negative.
From October 2026 to November 2026, Morningstar's mention count rose from 154 to 169, while its recommendation count fell from 55 to 38. The recommendation rate was 12.94% and 7.65% respectively.
AI answers contained 0 conflicting claims about Morningstar: 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 are Seeking Alpha competitors? | 5 | 5 | 2 |
What is the best website for stock ratings? | 3 | 3 | 2 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://morningstar.com/.
Selected third-party review candidate: https://wallstreetzen.com/blog/motley-fool-vs-zacks-vs-morningstar-vs-seeking-alpha/.
Morningstar combines solid reach with a comparatively strong recommendation share and frequent top placement, and no conflicting claims were recorded. That makes it a useful reference point for what a well-converted presence looks like. We would propose a page brief for the homepage and a review of the comparison article that cites it, verifying current contents before any request.
Seeking Alpha
Questions This Section Answers
- What measured visibility pattern and review priority does Seeking Alpha have in Stock Tips?
Seeking Alpha recorded 163 mentions (32.80%) and 47 recommendations (9.46%) across 497 answers included in the benchmark. Top 3 placements numbered 33; first-place recommendations numbered 10. Framing among its mentions was 53 positive, 110 neutral and 0 negative.
From October 2026 to November 2026, Seeking Alpha's mention count rose from 149 to 163, while its recommendation count fell from 62 to 47. The recommendation rate was 14.59% and 9.46% respectively.
AI answers contained 1 conflicting claim about Seeking Alpha: 0 critical, 1 high, 0 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 |
|---|---|---|---|
Alpha Picks annual price | high | $97 per year | ~$449–$499 per year |
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 better than TipRanks? | 5 | 5 | 3 |
What is the best website for stock ratings? | 3 | 3 | 3 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://about.seekingalpha.com/.
Selected third-party review candidate: https://finder.com/stock-trading/best-stock-picking-services.
Seeking Alpha pairs broad reach with the strongest recommendation share in the set and frequent top placement. Its one high-severity conflict concerns a subscription price, which may reflect different plan tiers or dates. We would propose verifying that pricing against current primary sources before any correction, and a page brief for the about page to support the questions where it already appears.
Simply Wall St
Questions This Section Answers
- What measured visibility pattern and review priority does Simply Wall St have in Stock Tips?
Simply Wall St recorded 113 mentions (22.74%) and 8 recommendations (1.61%) across 497 answers included in the benchmark. Top 3 placements numbered 3; first-place recommendations numbered 2. Framing among its mentions was 19 positive, 92 neutral and 2 negative.
From October 2026 to November 2026, Simply Wall St's mention count rose from 93 to 113, while its recommendation count fell from 13 to 8. The recommendation rate was 3.06% and 1.61% respectively.
AI answers contained 0 conflicting claims about Simply Wall St: 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 are Seeking Alpha competitors? | 5 | 3 | 2 |
Is there anything better than Seeking Alpha? | 4 | 4 | 1 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://simplywall.st/stocks/us/diversified-financials/nasdaq-sofi/sofi-technologies.
Selected third-party review candidate: https://wallstreetzen.com/blog/best-stock-research-sites/.
Simply Wall St is named in a moderate share of answers but earns few recommendations and rarely places near the top. No conflicting claims were recorded, so the priority is understanding the gap rather than fixing errors. We would propose a page brief for the selected stock page and a review of the research-sites article that cites it, verifying contents before any request.
The Motley Fool
Questions This Section Answers
- What measured visibility pattern and review priority does The Motley Fool have in Stock Tips?
The Motley Fool recorded 155 mentions (31.19%) and 37 recommendations (7.44%) across 497 answers included in the benchmark. Top 3 placements numbered 21; first-place recommendations numbered 15. Framing among its mentions was 47 positive, 106 neutral and 2 negative.
From October 2026 to November 2026, The Motley Fool's mention count rose from 139 to 155, while its recommendation count fell from 42 to 37. The recommendation rate was 9.88% and 7.44% respectively.
AI answers contained 1 conflicting claim about The Motley Fool: 0 critical, 1 high, 0 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 |
|---|---|---|---|
Stock Advisor first-year price | high | ~$99 for the first year | ~$199/year |
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 |
|---|---|---|---|
best stock advisor websites | 2 | 2 | 2 |
Who are Seeking Alpha competitors? | 5 | 5 | 1 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://fool.com/.
Selected third-party review candidate: https://finder.com/stock-trading/best-stock-picking-services.
The Motley Fool holds a healthy recommendation share and the most first-place placements in the set, despite a modest mention count. Its one high-severity conflict concerns a subscription price that differs between answers. We would propose verifying that price against current primary sources first, then a page brief for the homepage and a review of the stock-picking-services article.
Stansberry Research
Questions This Section Answers
- What measured visibility pattern and review priority does Stansberry Research have in Stock Tips?
Stansberry Research recorded 0 mentions (0.00%) and 0 recommendations (0.00%) across 497 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, Stansberry Research's mention count fell from 1 to 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 Stansberry Research: 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.
Stansberry Research recorded no mentions and no recommendations in this sample, so there is no observed presence to build on. That absence is a starting observation, not a verdict on the brand. We would propose a scoped review to confirm how the company is named and described, and a baseline scorecard entry so any future appearance can be tracked against a documented starting point.
Zacks Investment Research
Questions This Section Answers
- What measured visibility pattern and review priority does Zacks Investment Research have in Stock Tips?
Zacks Investment Research recorded 169 mentions (34.00%) and 30 recommendations (6.04%) across 497 answers included in the benchmark. Top 3 placements numbered 10; first-place recommendations numbered 2. Framing among its mentions was 43 positive, 125 neutral and 1 negative.
From October 2026 to November 2026, Zacks Investment Research's mention count rose from 111 to 169, while its recommendation count fell from 38 to 30. The recommendation rate was 8.94% and 6.04% respectively.
AI answers contained 1 conflicting claim about Zacks Investment Research: 0 critical, 0 high, 1 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.
Review topic | Severity | Recorded AI claim A | Recorded AI claim B |
|---|---|---|---|
Zacks Confidential annual price | medium | less than $97 per year | ~$97 per year |
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 website for stock ratings? | 3 | 2 | 2 |
Who are Seeking Alpha competitors? | 5 | 3 | 1 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://zacks.com/featured-articles/101/best-stocks-to-buy-now.
Selected third-party review candidate: https://finder.com/stock-trading/best-stock-picking-services.
Zacks Investment Research has substantial reach and a moderate recommendation share, but first-place placement is comparatively rare. Its one medium-severity conflict concerns a subscription price, which may reflect different offers or dates. We would propose verifying that price against current primary sources, then a page brief for the featured-articles page and a review of the stock-picking-services article.
Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp)
Questions This Section Answers
- What measured visibility pattern and review priority does Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp) have in Stock Tips?
Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp) recorded 189 mentions (38.03%) and 3 recommendations (0.60%) across 497 answers included in the benchmark. Top 3 placements numbered 2; first-place recommendations numbered 1. Framing among its mentions was 3 positive, 186 neutral and 0 negative.
From October 2026 to November 2026, Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp)'s mention count rose from 4 to 189, while its recommendation count rose from 0 to 3. The recommendation rate was 0.00% and 0.60% respectively.
AI answers contained 0 conflicting claims about Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp): 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 |
|---|---|---|---|
best stock advisor | 1 | 1 | 1 |
best stock newsletters | 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://investors.com/market-trend/stock-market-today/dow-jones-futures-micron-nvidia-apple-meta/.
Selected third-party review candidate: https://rhinoinvestory.com/seeking-alpha-alternatives.
Investor's Business Daily moved from almost no recorded presence to broad mention, yet affirmative recommendations remain rare and framing is overwhelmingly neutral. No conflicting claims were recorded. We would propose a page brief for the selected market-trend article and a review of the alternatives article that cites it, verifying current contents before any request, and would treat the shift as an observation to confirm.
/ Take the next step
Want to Understand Your AI Citation Footprint?
We start every engagement with a full audit of how AI systems reference your brand today.
Measurable, Repeatable Programme
Build a durable foundation of credible citations that compounds over time and continues to influence AI answers as new queries emerge
Citation Architecture Review
Identify which high-authority community sources are and aren't working in your favour across AI platforms.
AI Visibility Audit
Understand exactly how LLMs are referencing your brand today and which sources are shaping those answers.
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 Stock Tips?
We would open with a cohort scorecard that records mentions, recommendations and placement as separate columns for every publisher, with the sample coverage noted beside each month. Each entry gets an owner, an evidence requirement and a review status, so future comparisons rest on documented ground rather than memory.
Step 2. Verify disputed facts
Questions This Section Answers
- What should the agency deliver when it works to verify disputed facts for Stock Tips?
AI answers contained 7 conflicting claims across 6 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.
The recorded conflicts need resolution before anyone proposes a correction. We would assign each disputed claim to a reviewer, confirm the entity, date and primary source, and record whether the conflict reflects different dates, different products or an actual error. Claims with uncertain company matches stay outside the correction queue.
Step 3. Review owned pages
Questions This Section Answers
- What should the agency deliver when it works to review owned pages for Stock Tips?
For each selected owned page, we would prepare a brief that states the question it should answer, the facts that need current verification and the evidence required before any edit. The brief is proposed work; the page's present contents still need independent checking before changes are recommended.
Step 4. Review third-party sources
Questions This Section Answers
- What should the agency deliver when it works to review third-party sources for Stock Tips?
Third-party review starts with confirming what a linked page currently says, then deciding whether a request is justified. We would prepare evidence-backed packages that separate confirmed edits, no-change decisions, requests and responses, so the client can see exactly what was asked and what came back.
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 Stock Tips?
Observed buyer questions become content briefs rather than assumptions about demand. We would draft material that answers those questions directly, then measure again with a fresh scorecard, recording delivered work separately from any change in answer outcomes and noting the comparability limits.
Third-party authority and citation opportunities
Questions This Section Answers
- Which cited publisher pages support targeted source review in Stock Tips?
Publisher page selected for review | Citation appearances in all captured answers | Companies covered by the page selection |
|---|---|---|
https://finder.com/stock-trading/best-stock-picking-services | 40 | Seeking Alpha, The Motley Fool, Zacks Investment Research |
https://creditdonkey.com/best-stock-picking-services.html | 11 | Seeking Alpha, Zacks Investment Research |
https://stockanalysis.com/stocks/pcty/forecast/ | 3 | Benzinga, MarketBeat |
https://smartasset.com/investing/best-stock-advisor-websites | 19 | The Motley Fool |
https://rhinoinvestory.com/seeking-alpha-alternatives | 15 | Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp) |
https://money.usnews.com/investing/articles/best-free-stock-analysis-tools-research | 11 | Investor's Business Daily (Acquiring Company: Dow Jones & Company (News Corp) |
https://wallstreetzen.com/blog/best-stock-research-sites/ | 10 | Simply Wall St |
https://nerdwallet.com/investing/learn/best-stock-screeners | 8 | Simply Wall St |
https://wallstreetsurvivor.com/seeking-alpha-vs-morningstar/ | 4 | Morningstar |
https://wallstreetzen.com/blog/motley-fool-vs-zacks-vs-morningstar-vs-seeking-alpha/ | 3 | Morningstar |
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 widely in how often they are cited and how many companies each page covers. A page cited across many answers and several brands is a higher-leverage review target than one tied to a single company. We would rank them by that combined relevance, then verify each page's current contents before preparing any request.
Citation is not evidence of influence, and a page appearing often does not mean it shaped an answer. The review packages would therefore separate what a page says from what an answer claims, and would treat any request as conditional on what verification finds.
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 scorecard and a scoped fact-review register, because several company sections depend on resolving disputed figures before any correction is proposed. The second is the page and source shortlist, weighted toward publishers that cover multiple brands. Only after verification would we prepare page briefs and publisher requests.
Buyer-question content and a fresh scorecard follow in the later window. Throughout, we would record completed work separately from measured answer outcomes, and would not treat any movement as proof that an intervention worked.
Methodology and conclusion
Questions This Section Answers
- What do the Stock Tips 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 497 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 800 captured answers and 4712 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 |
|---|---|---|---|
Sep 2026 | 504 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Oct 2026 | 425 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Nov 2026 | 497 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
July 2026 measured a different set of companies, so it is excluded from this comparison. August 2026 measured a different set of companies, so it is excluded from this comparison.
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 answer behavior for a fixed set of publishers, using samples that differ between months. Mentions, recommendations and placement are kept separate because they measure different things, and a recommendation requires both endorsement and positive wording. The figures show what was recorded, not why it changed.
The proposed next steps are a documented scorecard, verified fact reviews, page and source briefs, and buyer-question content, each with an owner and an evidence requirement. None of this guarantees a change in future answers; it gives the client a defensible record from which to judge progress.
/ Learn More
Understanding AI search visibility.
AI search experiences create answers by pulling information from many places online and summarizing it into a single response.
What Is AI Citation Intelligence?
What Is Citation Architecture?
What Is Generative Engine Optimization?
What Is AI Share of Voice?
Archived editions
Browse earlier published research snapshots for this article. The latest edition remains at the current URL.


