Online Dating in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Mark HuntleyBy Mark HuntleyFounder and CEO
22 minutes read

Key Takeaways

  • Hinge and Bumble lead the category on both mentions and recommendations, but Bumble converts fewer answers into first-place placement.
  • Several brands, including Tinder, OkCupid, and Match, are widely mentioned yet rarely ranked first, showing a gap between presence and preference.
  • Lower-visibility brands such as Grindr, HER, Plenty of Fish, and Coffee Meets Bagel need broader inclusion before they can compete on placement.
  • The recommended next steps are to verify disputed facts, review owned pages and publisher sources, and build content around recurring buyer questions.

Companies covered: HER, Hinge, Match, Bumble, Grindr, Tinder, OkCupid, eharmony, Plenty of Fish, Coffee Meets Bagel

Answer Capsule

The November 2026 Online Dating benchmark compares 10 companies across 675 AI answers that met its inclusion rules. Hinge recorded 661 mentions and 573 recommendations (84.89% 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 Online Dating benchmark show about mentions, recommendations and placement?

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

Hinge

661

97.93%

573

84.89%

390

57.78%

242

35.85%

2

Bumble

662

98.07%

554

82.07%

276

40.89%

11

1.63%

3

OkCupid

563

83.41%

505

74.81%

105

15.56%

12

1.78%

4

Tinder

641

94.96%

500

74.07%

255

37.78%

67

9.93%

5

eharmony

433

64.15%

382

56.59%

111

16.44%

27

4.00%

6

Match

634

93.93%

374

55.41%

122

18.07%

40

5.93%

7

Grindr

312

46.22%

262

38.81%

10

1.48%

7

1.04%

8

HER

273

40.44%

253

37.48%

13

1.93%

3

0.44%

9

Plenty of Fish

279

41.33%

218

32.30%

64

9.48%

22

3.26%

10

Coffee Meets Bagel

242

35.85%

214

31.70%

8

1.19%

0

0.00%

The peer set splits into two tiers. Hinge and Bumble sit at the top on both reach and endorsement, and Tinder, OkCupid and Match follow with strong mention coverage but weaker recommendation rates. The gap between being named and being endorsed is the central pattern an agency can act on.

Placement is a separate story. Several apps appear in many answers yet rarely land in the top three or first position, which suggests presence without preference. That distinction matters because a brand can be everywhere in an answer and still not be the one a reader is steered toward. Lower down, Grindr, HER, Plenty of Fish and Coffee Meets Bagel are named far less often, and their endorsement rates trail the leaders by a wide margin.

For these brands the first job is earning a place in the answer at all before competing on position. The printed evidence does not show why endorsements occurred, so the proposed work should focus on getting brands into consideration and strengthening the case for recommending them.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly Online Dating snapshots?

Company

Aug 2026

Sep 2026

Oct 2026

Nov 2026

Hinge

562 / 716 (78.49%)

536 / 719 (74.55%)

576 / 702 (82.05%)

573 / 675 (84.89%)

Bumble

547 / 716 (76.40%)

515 / 719 (71.63%)

552 / 702 (78.63%)

554 / 675 (82.07%)

OkCupid

442 / 716 (61.73%)

460 / 719 (63.98%)

495 / 702 (70.51%)

505 / 675 (74.81%)

Tinder

473 / 716 (66.06%)

456 / 719 (63.42%)

488 / 702 (69.52%)

500 / 675 (74.07%)

eharmony

374 / 716 (52.23%)

349 / 719 (48.54%)

362 / 702 (51.57%)

382 / 675 (56.59%)

Match

346 / 716 (48.32%)

327 / 719 (45.48%)

365 / 702 (51.99%)

374 / 675 (55.41%)

Grindr

248 / 716 (34.64%)

217 / 719 (30.18%)

248 / 702 (35.33%)

262 / 675 (38.81%)

HER

244 / 716 (34.08%)

200 / 719 (27.82%)

228 / 702 (32.48%)

253 / 675 (37.48%)

Plenty of Fish

170 / 716 (23.74%)

196 / 719 (27.26%)

202 / 702 (28.77%)

218 / 675 (32.30%)

Coffee Meets Bagel

186 / 716 (25.98%)

164 / 719 (22.81%)

150 / 702 (21.37%)

214 / 675 (31.70%)

The monthly figures come from separate samples, so the movement should be read as recorded change rather than like-for-like performance. Most brands show higher recommendation rates in the latest month than in the prior one, while mention counts moved in both directions.

Match and Coffee Meets Bagel stand out for larger month-to-month swings in recorded mentions, and Coffee Meets Bagel's endorsement rate moved noticeably. Because the samples differ, these shifts cannot be attributed to any cause, including the smaller answer base.

The practical use of this history is directional: it shows which brands are consistently present and which fluctuate. A stable baseline scorecard going forward would make future comparisons more trustworthy than reading across these samples.

AI recommendation trend

Observed recommendation rate (%), Aug 2026 to Nov 2026

0%25%50%75%100%Aug 2026Sep 2026Oct 2026Nov 2026Aug 2026: 78.49%Sep 2026: 74.55%Oct 2026: 82.05%Nov 2026: 84.89%Aug 2026: 76.40%Sep 2026: 71.63%Oct 2026: 78.63%Nov 2026: 82.07%Aug 2026: 61.73%Sep 2026: 63.98%Oct 2026: 70.51%Nov 2026: 74.81%Aug 2026: 66.06%Sep 2026: 63.42%Oct 2026: 69.52%Nov 2026: 74.07%Aug 2026: 52.23%Sep 2026: 48.54%Oct 2026: 51.57%Nov 2026: 56.59%Aug 2026: 48.32%Sep 2026: 45.48%Oct 2026: 51.99%Nov 2026: 55.41%Aug 2026: 34.64%Sep 2026: 30.18%Oct 2026: 35.33%Nov 2026: 38.81%Aug 2026: 34.08%Sep 2026: 27.82%Oct 2026: 32.48%Nov 2026: 37.48%Aug 2026: 23.74%Sep 2026: 27.26%Oct 2026: 28.77%Nov 2026: 32.30%Aug 2026: 25.98%Sep 2026: 22.81%Oct 2026: 21.37%Nov 2026: 31.70%
  • Hinge84.89%
  • Bumble82.07%
  • OkCupid74.81%
  • Tinder74.07%
  • eharmony56.59%
  • Match55.41%
  • Grindr38.81%
  • HER37.48%
  • Plenty of Fish32.30%
  • Coffee Meets Bagel31.70%

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

HER

Questions This Section Answers

  • What measured visibility pattern and review priority does HER have in Online Dating?

HER recorded 273 mentions (40.44%) and 253 recommendations (37.48%) across 675 answers included in the benchmark. Top 3 placements numbered 13; first-place recommendations numbered 3. Framing among its mentions was 254 positive, 19 neutral and 0 negative.

From October 2026 to November 2026, HER's mention count rose from 266 to 273, while its recommendation count rose from 228 to 253. The recommendation rate was 32.48% and 37.48% respectively.

AI answers contained 0 conflicting claims about HER: 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

What are the top 20 dating sites?

5

4

4

What is the best dating app to use?

4

4

4

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://weareher.com/.

Selected third-party review candidate: https://pcmag.com/picks/the-best-dating-apps.

HER is named in a good share of answers and endorsed in most of those, but it almost never takes first place. That pattern points to reach without top-of-mind preference, which is a positioning problem rather than a visibility one.

We would propose a conditional review of the owned page and the selected publisher page, checking current facts before any change is suggested. A short buyer-question brief on what makes HER distinctive would help test whether clearer differentiation lifts placement.

Hinge

Questions This Section Answers

  • What measured visibility pattern and review priority does Hinge have in Online Dating?

Hinge recorded 661 mentions (97.93%) and 573 recommendations (84.89%) across 675 answers included in the benchmark. Top 3 placements numbered 390; first-place recommendations numbered 242. Framing among its mentions was 581 positive, 77 neutral and 3 negative.

From October 2026 to November 2026, Hinge's mention count fell from 685 to 661, while its recommendation count fell from 576 to 573. The recommendation rate was 82.05% and 84.89% respectively.

AI answers contained 8 conflicting claims about Hinge: 0 critical, 2 high, 0 medium, 6 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

free unlimited messaging

high

unlimited messaging free with mutual match

unlimited messaging requires paid plan

icon background color

low

white/red-pink or coral/salmon background

dark or purple-toned background

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 are the top 10 best dating apps?

6

6

6

What are the top 10 dating sites?

5

5

5

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://hinge.co/.

Selected third-party review candidate: https://scimatch.com/best-free-dating-apps/.

Hinge leads the set on both reach and endorsement, and it holds a large share of top-three and first-place positions. Its main exposure is factual: recorded answers disagree on whether unlimited messaging is free, a high-priority conflict worth resolving.

We would propose verifying the messaging claim against current primary sources before any correction, and a page brief for the owned site covering plan features plainly. Lower-priority icon details can wait behind the messaging question.

Match

Questions This Section Answers

  • What measured visibility pattern and review priority does Match have in Online Dating?

Match recorded 634 mentions (93.93%) and 374 recommendations (55.41%) across 675 answers included in the benchmark. Top 3 placements numbered 122; first-place recommendations numbered 40. Framing among its mentions was 376 positive, 243 neutral and 15 negative.

From October 2026 to November 2026, Match's mention count rose from 448 to 634, while its recommendation count rose from 365 to 374. The recommendation rate was 51.99% and 55.41% respectively.

AI answers contained 3 conflicting claims about Match: 0 critical, 0 high, 0 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

icon color

low

electric blue

blue heart

icon color

low

electric blue

blue/green

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 are the top 10 best dating apps?

6

6

6

What are the top 10 dating sites?

5

5

5

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://match.com/.

Selected third-party review candidate: https://1000logos.net/best-dating-apps-which-one-to-choose/.

Match is named in nearly every answer but endorsed in only about half, and it rarely reaches first place. That gap between presence and preference is the clearest opportunity in its profile.

Recorded conflicts are minor and concern icon color, so fact-checking is low urgency. We would propose a page brief and buyer-question content that sharpens Match's reason to be chosen, then re-measure placement separately from reach.

Bumble

Questions This Section Answers

  • What measured visibility pattern and review priority does Bumble have in Online Dating?

Bumble recorded 662 mentions (98.07%) and 554 recommendations (82.07%) across 675 answers included in the benchmark. Top 3 placements numbered 276; first-place recommendations numbered 11. Framing among its mentions was 562 positive, 93 neutral and 7 negative.

From October 2026 to November 2026, Bumble's mention count fell from 687 to 662, while its recommendation count rose from 552 to 554. The recommendation rate was 78.63% and 82.07% respectively.

AI answers contained 10 conflicting claims about Bumble: 0 critical, 1 high, 9 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

reply window

medium

72-hour reply window

24-hour reply window

first-move window for women

medium

24 hours

72 hours

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 are the top 10 best dating apps?

6

6

6

What are the top 10 dating sites?

5

5

5

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://bumble.com/.

Selected third-party review candidate: https://mashable.com/roundup/best-free-dating-sites-apps-2026-tested.

Bumble matches Hinge on reach and endorsement but converts far less of that goodwill into first-place positions. It is widely recommended without being the leading pick, which suggests the case for choosing it first is not coming through.

Recorded answers disagree on reply-window timing, a medium-priority conflict with one higher-rated item. We would propose verifying those timing claims against current sources and a buyer-question brief on how Bumble's approach differs, measured on placement rather than mentions.

Grindr

Questions This Section Answers

  • What measured visibility pattern and review priority does Grindr have in Online Dating?

Grindr recorded 312 mentions (46.22%) and 262 recommendations (38.81%) across 675 answers included in the benchmark. Top 3 placements numbered 10; first-place recommendations numbered 7. Framing among its mentions was 263 positive, 46 neutral and 3 negative.

From October 2026 to November 2026, Grindr's mention count rose from 303 to 312, while its recommendation count rose from 248 to 262. The recommendation rate was 35.33% and 38.81% respectively.

AI answers contained 5 conflicting claims about Grindr: 0 critical, 1 high, 1 medium, 3 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

icon background color

low

yellow background

orange logo

icon background color

low

yellow background

orange logo

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 are the top 10 best dating apps?

6

6

6

What are the top 20 dating sites?

5

5

5

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://grindr.com/.

Selected third-party review candidate: https://apps.apple.com/us/iphone/story/id1600372033.

Grindr is named in under half of answers and endorsed in most of those, but top-three and first-place positions are rare. Its reach is narrower than the leaders and its placement is thin, so the priority is broader consideration rather than defending a lead.

Recorded conflicts are mostly cosmetic icon-color points, with one higher-rated item. We would propose a fact-check of that item and a page brief clarifying what Grindr is for, then track whether placement improves without claiming causation.

Tinder

Questions This Section Answers

  • What measured visibility pattern and review priority does Tinder have in Online Dating?

Tinder recorded 641 mentions (94.96%) and 500 recommendations (74.07%) across 675 answers included in the benchmark. Top 3 placements numbered 255; first-place recommendations numbered 67. Framing among its mentions was 509 positive, 112 neutral and 20 negative.

From October 2026 to November 2026, Tinder's mention count fell from 661 to 641, while its recommendation count rose from 488 to 500. The recommendation rate was 69.52% and 74.07% respectively.

AI answers contained 1 conflicting claim about Tinder: 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

free unlimited messaging

high

unlimited messaging free with mutual match

unlimited messaging requires paid plan

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 are the top 10 best dating apps?

6

6

6

What are the top 10 dating sites?

5

5

5

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://tinder.com/.

Selected third-party review candidate: https://scimatch.com/best-free-dating-apps/.

Tinder is named in almost every answer and endorsed in roughly three-quarters, with a solid share of top-three and first-place positions. Its profile is strong reach with moderate preference, leaving room to convert recognition into first choice.

One high-priority conflict concerns whether unlimited messaging is free, the same question raised for Hinge. We would propose resolving that claim against current primary sources first, then a buyer-question brief on free features, measured on endorsement rather than mentions.

OkCupid

Questions This Section Answers

  • What measured visibility pattern and review priority does OkCupid have in Online Dating?

OkCupid recorded 563 mentions (83.41%) and 505 recommendations (74.81%) across 675 answers included in the benchmark. Top 3 placements numbered 105; first-place recommendations numbered 12. Framing among its mentions was 510 positive, 52 neutral and 1 negative.

From October 2026 to November 2026, OkCupid's mention count fell from 574 to 563, while its recommendation count rose from 495 to 505. The recommendation rate was 70.51% and 74.81% respectively.

AI answers contained 11 conflicting claims about OkCupid: 0 critical, 0 high, 1 medium, 10 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

icon appearance (letterform/color)

low

bold uppercase Q with heart-shaped tail on dark teal/blue background

lowercase ok in white on bright pink background

icon color/design

low

light blue/teal square with multicolored Q

multicolored OK symbol

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 are the top 10 best dating apps?

6

6

6

What are the top 20 dating sites?

5

5

5

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://okcupid.com/.

Selected third-party review candidate: https://1000logos.net/best-dating-apps-which-one-to-choose/.

OkCupid is named in most answers and endorsed in about three-quarters, but it rarely reaches the top three or first place. It is a familiar name that answers include without pushing to the front, which is a preference gap rather than a reach one.

Recorded conflicts are numerous but all low or medium severity and mostly about icon design. We would propose a light fact-check pass and a page brief that gives answers a clearer reason to rank OkCupid higher.

eharmony

Questions This Section Answers

  • What measured visibility pattern and review priority does eharmony have in Online Dating?

eharmony recorded 433 mentions (64.15%) and 382 recommendations (56.59%) across 675 answers included in the benchmark. Top 3 placements numbered 111; first-place recommendations numbered 27. Framing among its mentions was 382 positive, 38 neutral and 13 negative.

From October 2026 to November 2026, eharmony's mention count rose from 424 to 433, while its recommendation count rose from 362 to 382. The recommendation rate was 51.57% and 56.59% respectively.

AI answers contained 6 conflicting claims about eharmony: 0 critical, 0 high, 3 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

monthly price

medium

~$66/mo

$20–$50/month

user age demographic

low

adults aged 25 to 55

roughly 55% between 25 and 45

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 are the top 10 best dating apps?

6

6

6

What are the top 10 dating sites?

5

5

5

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://eharmony.com/.

Selected third-party review candidate: https://ssrs.com/wp-content/uploads/SSRS-The-Public-and-Online-Dating-2026-Topline.pdf.

eharmony is named in roughly two-thirds of answers and endorsed in most of those, with modest top-three and first-place presence. Its reach is mid-tier, and the endorsement rate suggests answers see it as credible without making it the leading pick.

Recorded conflicts include monthly pricing and user age, both medium priority. We would propose verifying pricing against current primary sources before any correction, plus a buyer-question brief on who eharmony suits, tracked on placement.

Plenty of Fish

Questions This Section Answers

  • What measured visibility pattern and review priority does Plenty of Fish have in Online Dating?

Plenty of Fish recorded 279 mentions (41.33%) and 218 recommendations (32.30%) across 675 answers included in the benchmark. Top 3 placements numbered 64; first-place recommendations numbered 22. Framing among its mentions was 223 positive, 35 neutral and 21 negative.

From October 2026 to November 2026, Plenty of Fish's mention count fell from 282 to 279, while its recommendation count rose from 202 to 218. The recommendation rate was 28.77% and 32.30% respectively.

AI answers contained 1 conflicting claim about Plenty of Fish: 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

icon appearance (color/fish symbol)

low

teal icon with white fish symbol

black P on salmon-pink background with fish in the letter

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 are the top 20 dating sites?

5

5

5

What dating app can I send messages for free?

5

5

5

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://pof.com/.

Selected third-party review candidate: https://wikihow.com/Chat-Dating-App-Notification-Symbols.

Plenty of Fish is named in under half of answers and endorsed in about a third, with limited top-three and first-place positions. Its reach and preference are both below the leaders, so the first task is earning more inclusion in answers.

Recorded conflicts are minor and concern icon appearance. We would propose a page brief clarifying free messaging and core features, since one observed question asks where messaging is free, and measure inclusion separately from endorsement.

Coffee Meets Bagel

Questions This Section Answers

  • What measured visibility pattern and review priority does Coffee Meets Bagel have in Online Dating?

Coffee Meets Bagel recorded 242 mentions (35.85%) and 214 recommendations (31.70%) across 675 answers included in the benchmark. Top 3 placements numbered 8; first-place recommendations numbered 0. Framing among its mentions was 217 positive, 25 neutral and 0 negative.

From October 2026 to November 2026, Coffee Meets Bagel's mention count rose from 180 to 242, while its recommendation count rose from 150 to 214. The recommendation rate was 21.37% and 31.70% respectively.

AI answers contained 2 conflicting claims about Coffee Meets Bagel: 0 critical, 0 high, 0 medium, 2 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

icon appearance (coffee cup vs CB letterforms)

low

white coffee cup graphic with bagel shape on purple/lavender

connected C and B letterforms with small heart on purple

icon color

low

purple and orange

blue coffee cup

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 are the top 10 best dating apps?

6

5

5

What are the top 20 dating sites?

5

5

5

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://coffeemeetsbagel.com/.

Selected third-party review candidate: https://1000logos.net/best-dating-apps-which-one-to-choose/.

Coffee Meets Bagel is named in about a third of answers and endorsed in most of those, yet it records no first-place positions. That is a clear case of reach and endorsement without top preference, and the month-to-month movement should be read cautiously given differing samples.

Recorded conflicts are low-severity icon details. We would propose a buyer-question brief on what distinguishes the app and a page review, tracking placement as its own measure rather than folding it into mentions.

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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 Online Dating?

Build a cohort scorecard that records each brand's mentions, endorsements, top-three and first-place positions as separate columns, with the answer sample and collection dates noted alongside. This gives the agency a traceable baseline rather than relying on month-to-month readings across different samples.

Document the inclusion rules and any entity-matching decisions so future months can be compared on the same basis. Assign an owner and review status to each record.

Step 2. Verify disputed facts

Questions This Section Answers

  • What should the agency deliver when it works to verify disputed facts for Online Dating?

AI answers contained 47 conflicting claims across 9 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

Work through the recorded conflicting claims company by company, starting with the higher-severity items such as the free-messaging question and Bumble's reply-window timing. Each claim needs its entity, date and source resolved against current primary material before any correction is proposed.

Keep ambiguous company matches out of the correction queue. Record confirmed edits, no-change decisions and open questions separately so the register shows what was checked and what remains unresolved.

Step 3. Review owned pages

Questions This Section Answers

  • What should the agency deliver when it works to review owned pages for Online Dating?

Prepare page briefs for the selected owned sites, beginning with the brands carrying higher-priority factual questions. Each brief should list the claims to verify, the current source to check and the proposed wording, without assuming what the page currently says.

Briefs are proposals for review, not edits. Confirm facts against primary sources first, then route approved changes to the page owner and log the outcome.

Step 4. Review third-party sources

Questions This Section Answers

  • What should the agency deliver when it works to review third-party sources for Online Dating?

For the selected third-party pages, prepare source-review packages that describe the specific claim in question and the evidence needed to assess it. Requests should be framed as verification, not as assertions that a publisher got something wrong.

Prioritize pages that cover brands with higher-severity conflicts. Record each request and any response, and keep confirmed edits distinct from pending or declined requests.

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 Online Dating?

Turn the observed buyer questions into content briefs, focusing on the recurring themes of free messaging, plan features and how each app differs. These briefs give the agency material aimed at the questions answers actually receive.

After the work is delivered, run a fresh scorecard and report completed work separately from measured answer outcomes. Note the comparability limits rather than presenting any movement as proof of success.

Third-party authority and citation opportunities

Questions This Section Answers

  • Which cited publisher pages support targeted source review in Online Dating?

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://1000logos.net/best-dating-apps-which-one-to-choose/

5

Match, OkCupid, Plenty of Fish, Coffee Meets Bagel

https://wikihow.com/Chat-Dating-App-Notification-Symbols

4

OkCupid, Plenty of Fish, Coffee Meets Bagel

https://pcmag.com/picks/the-best-dating-apps

218

HER, Bumble

https://scimatch.com/best-free-dating-apps/

67

Hinge, Tinder

https://apps.apple.com/us/iphone/story/id1600372033

2

Match, Grindr

https://mashable.com/roundup/best-free-dating-sites-apps-2026-tested

171

Bumble

https://mashable.com/roundup/best-dating-apps-2026-hands-on

165

HER

https://swipestats.io/blog/free-dating-apps-without-payment

46

Tinder

https://datescout.us/best-free-dating-apps

21

Hinge

https://ssrs.com/wp-content/uploads/SSRS-The-Public-and-Online-Dating-2026-Topline.pdf

8

eharmony

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 mixes high-citation pages with narrower ones, and citation counts should guide sequencing rather than be read as influence. The PC Mag and Mashable roundups appear most often across captured answers, so they are sensible first review targets for the brands they cover.

Smaller pages, including the logo roundup and the wikiHow symbol guide, cover several brands at once and may be efficient for resolving cosmetic conflicts. The survey PDF is a different kind of source and needs its own verification before any claim is tied to it.

Before any request, confirm what each page currently says and whether the disputed claim actually appears there. A citation does not establish that a source shaped the answer, so requests should be evidence-based and modest in scope.

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 factual questions that carry the most weight: the free-messaging conflict affecting Hinge and Tinder, and Bumble's reply-window timing. Resolving these against current primary sources clears the highest-priority items before broader page work begins.

In parallel, build the baseline scorecard so reach, endorsement and placement stay separate. Then prepare page briefs for the owned sites and source-review packages for the most-cited publishers, keeping confirmed edits apart from pending requests.

Later in the period, draft buyer-question content around free features and differentiation, and finish with a fresh scorecard. Report delivered work separately from answer outcomes, and avoid presenting any movement as a guaranteed gain.

Methodology and conclusion

Questions This Section Answers

  • What do the Online Dating 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 675 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 4863 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

Aug 2026

716

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Sep 2026

719

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Oct 2026

702

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Nov 2026

675

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 answer wording for the dating-app peer set in the stated month, using answers that met the benchmark's inclusion rules. The exact collection dates are unverified, and the monthly samples differ, so comparisons show recorded change rather than like-for-like performance.

Mentions, endorsements and placements are distinct measures, and company counts cannot be added to find distinct answers. Citation appearances are counted across captured answers and do not show that a source influenced an answer.

The proposed next steps are a baseline scorecard, a scoped fact-review register, page and source briefs, buyer-question content and a later re-measurement. These are proposals, not evidence of past results, and any correction depends on current primary-source verification.

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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?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
What Is Citation Architecture?
Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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