Research AI Overviews United States 2,616 domains

Links or presence? What separates the sites AI Overviews quote

Part 1 left me with a gap I couldn’t explain: citation rates still varied 10x after accounting for ranking positions. I said I’d put the link profiles next to that data first. So I did.

I pulled Ahrefs profiles for all 2,616 domains. The quoted-and-ranking group had 50.2% more referring domains than the never-quoted group, but 415.8% more estimated organic traffic. The bigger difference was in search visibility. That’s where I’d look next.

Result
3.4x
how much further traffic separates quoted sites from ignored ones than links do. Links move 1.50x between the groups, estimated organic traffic 5.16x, top-3 keywords 5.66x. That ratio holds wherever I cut the groups; the individual gaps do not.
12–45–910–2425–4950–99100+
Share of domains never cited, by number of sampled searches where they ranked. All 2,497 ranking domains.
Top takeaways
  • Quoted-and-ranking sites had 50.2% more referring domains than never-quoted ranking sites. Their median estimated traffic was 415.8% higher, or 5.16x; top-3 keywords, 5.66x.
  • Count only referring domains with followed links and the gap is still modest. 62.0%, against 50.2% for all referring domains.
  • 87.1% of sites appearing on exactly 1 sampled search were never quoted. For sites appearing on 100 or more, that fell to 4.3%.
  • The broadest-coverage group was cited on 35.0% of its ranking appearances, against 15.9% for the narrowest group.
  • 119 sites were cited without holding a top-20 position anywhere in the sample. Their median referring-domain count was only 6.1% above the never-quoted group; estimated traffic was 231.4% higher.

Hypotheses and checks

Part 1 tested position. This part started with links, then moved to organic visibility and coverage across the market.

  1. Ranking positions account for the citation gap. A 10x spread remained after accounting for positions in part 1. Position mattered, but didn’t account for the whole gap.
  2. Link profiles help explain the remaining gap. My starting hypothesis. I compared referring domains, then repeated the count with followed links. Neither produced the separation I saw on traffic and keywords.
  3. Cited sites have broader organic visibility. I checked estimated traffic, ranking keywords and top-3 keywords. The selected cited groups were ahead on all 3. That describes the groups; it doesn’t yet explain the picking.
  4. Broader query coverage accompanies a higher citation rate per appearance. The broadest-coverage group beat the narrowest on citations per appearance, too. The bands in between didn’t rise steadily.

I also checked whether a site had to rank in the top 20 of the citing search. 119 sites were cited without it, so that isn’t a requirement.

How I measured this

Every domain that appeared in the sampled results or their AI Overviews got an Ahrefs profile. The analysis uses 3 groups:

The 3 groups
GroupSitesWhat it means
Quoted, and ranks739Cited on a search where it also held a top-20 position
Quoted, no rank119Cited, and held no top-20 position on any sampled search
Ranks, never quoted1,758Ranked in the sampled results and was never cited

I define the middle group more strictly than “absent from the citing search”. These 119 sites held no top-20 position on any of the 6,984 searches that carried an answer.

The profile comparisons use 300 quoted-and-ranking sites, all 119 quoted-without-ranking sites, and 300 never-quoted sites. I selected the quoted groups by citation count and the never-quoted group by number of ranking appearances, because it has no citations to rank by. The market-coverage analysis uses all 2,497 ranking domains.

That last bit is a real weakness and it belongs here rather than in a footnote: 2 of the 3 groups are ranked on the outcome I am studying, and the third is ranked on something else. I checked which way it pushes. Selecting all 3 groups by coverage instead gives a link gap of 1.73x against the 1.50x this page reports, so the selection I used understates the gap it reports rather than inflating it.

Medians throughout. A few enormous sites would pull the averages out of shape: the average monthly traffic across the quoted-and-ranking 300 is 43,481,538 visits against a median of 28,628. For links I count referring domains (RDs): distinct sites linking to a domain.

Median RDs: 6,164 for quoted-and-ranking sites, 4,355 for quoted sites without rankings, 4,104 for sites that ranked and were never quoted.

The first group is 50.2% ahead of the third on RDs, and 41.5% ahead of the middle group. Set that against what the same comparison looks like on traffic and keywords.

Before that, the part I got wrong when I first wrote this up. I called 1.5x “the link gap” and put it at the top of the page, and it is a gap that depends on where I cut the groups.

The same 2 groups compared at 5 different cutoffs. Each row takes the top N of the quoted-and-ranking group and the top N of the never-quoted ranking group, then divides their medians.
Sites taken from each groupLink gapTraffic gapTraffic ÷ links
Top 1002.72x16.19x6.0
Top 2001.71x5.99x3.5
Top 300, used on this page1.50x5.16x3.4
Top 5001.35x4.17x3.1
All 7391.38x4.35x3.2

The link gap runs anywhere from 1.35x to 2.72x. So does the traffic gap. Neither of them is a constant of nature, and 300 was a number I picked.

The last column is the one that holds. Traffic separates these groups between 3.1 and 3.5 times further than links do, at every cutoff from 200 down to the whole group. At the cutoff this page uses, the 2 confidence intervals do not overlap: links 1.26 to 1.90, traffic 2.88 to 8.89. That comparison is the finding. Either gap on its own is a number with a cutoff attached to it.

Median gaps in links and organic visibility between the selected cited-and-ranking and never-cited groups Ratios of group medians for 300 cited-and-ranking and 300 never-cited ranking sites: referring domains 1.50x; followed referring domains 1.62x; estimated organic traffic 5.16x; ranking keywords 5.63x; top-3 keywords 5.66x. 1.0x 2.0x 3.0x 4.0x 5.0x 6.0x Keywords in the top 3 Keywords in the top 3: 5.7x 5.7x Keywords, all Keywords, all: 5.6x 5.6x Organic traffic Organic traffic: 5.2x 5.2x Referring domains, followed Referring domains, followed: 1.6x 1.6x Referring domains Referring domains: 1.5x 1.5x Domain Rating Domain Rating: 1.1x 1.1x

Median ratios: 300 quoted-and-ranking sites against 300 never-quoted ranking sites. Bars start at 1x, the point where the 2 groups match.

Site by site, the 3 groups cover the same ground.

quoted, and ranks in the top 20 quoted, but not in the top 20 ranks in the top 20, never quoted
Referring-domain distributions overlap across all 3 groups Each dot is one site placed by how many domains link to it. Medians of 6,164, 4,355 and 4,104. 0 10k 20k 30k 40k+ quoted, and ranks in the top 20 39,105 75,878 13,677 122,262 35,055 13,009 19,114,249 1,043,500 5,133 11,653 36,986 9,731 18,284 10,305 7,345 53,351 31,759 85,493 10,969 21,766 7,535 26,580 266,590 22,241 5,146 319,848 12,762 6,161 33,521 3,515 13,106 5,677 8,730 1,165,600 3,569 29,721 1,403 34,926 3,332 60,248 10,721 104,800 13,742 9,133 28,153 2,135 5,248 2,540 8,497 3,942 5,678 12,603 8,015 12,142 38,828 6,082 838,655 11,748 16,822 4,963 10,299 6,167 4,851 10,908 6,824 2,845,832 4,419 6,271 5,775 5,851 38,407 3,357,029 15,521 2,101 33,980 36,483 3,519 2,482 2,529 2,667 1,000 51,619 4,533 15,090 1,604 13,441 90,197 7,557 1,753 8,651 5,580 3,833 12,567 332,884 2,066,608 44,865 3,757,110 8,484 10,907 4,670 2,651 8,106 7,791 4,155 852,300 56,850 6,320 26,432,313 4,732 4,995 65,285 6,537 5,432 9,078 2,316 15,698 209,350 4,192 3,314 4,388 3,270 3,343 1,900 4,832 1,679 6,667 5,550 92,883 4,391 1,198 6,395 2,477 3,980 391 96,317 8,544 3,558 7,089 2,339 382,890 6,507 3,315 6,841 57,234 1,652 97,639 4,503 5,827 4,150 55 3,321 3,852 12,955 1,128 3,596 10,802 5,895 171,889 4,994 7,788 15,454 3,990 12,753 380,190 8,106 5,848 6,498 4,674 3,250 556 816 9,185 4,405 2,305 26,657 6,734 10,108 2,664 5,414 3,888 3,147 1,322 140,773 2,736 3,670 1,722 13,066 2,792 38,181 9,615 7,143 2,968 3,829 15,110 9,304 124,134 32,258 2,019 3,400 729 10,008 11,552 6,465 2,032 7,507 1,182 85,791 1,756 2,365 1,718 2,235 4,728 6,509 23,871,682 681 10,246 4,517 101,878 2,238 5,301 1,858 8,137 8,622 1,674 3,930 3,799 4,519 14,550 67,464 5,863 2,839 18,884 7,914 932 26,432 264,208 5,856 2,080 8,391 11,080,122 3,419 2,140 5,379 48,379 6,424 3,350 1,186 9,390 389 2,874 5,982 1,769 37,159 3,322 1,239 3,774 2,405 2,193 3,053 7,270 46,321 3,871 5,321 14,458 4,853 2,911 19,131 4,454 12,376 3,183 4,648 9,252 1,793 4,581 1,817 1,758 576 2,831 4,395 2,648 19,087 826 1,117 9,649 7,978 8,110 5,528 4,331 1,558 3,124 7,499 4,313 57,844 8,274 3,044 3,768 3,178 12,309 3,223 5,087 median 6,164 43 more beyond 40,000 → quoted, but not in the top 20 9 7,091 5,403 18,930 2,820 18,419 6,100 1,931 6,675 278,920 5,050 8,291 339 4 1,159 11,886 13,483 592 1,557,584 140,147 4,786 4,777 10,921 12,750 7,949 30,520 2,153 7,159 1,044 12,923 3,208 2,123 5,281 38 1,921 3,321 57,234 15,419 627 4,748 1,143 4,242 11,617 1,261 4,333 24,270 1,029 3,314 5,431 16 891 2,190 665 3,177 6,419 122,103 955 4,727 11,163 7,513 5,386 2,384 1,489 1,746 803 1,750 1,029 21,267 701 1,556 36,772 6,091 10,039 3,413 1,368 147,739 334 3,360 1,250 18,822 1,264 1,107 3,542 28,111 6,191 1,505 8,871 1,003 10,520 14,648 3,199 4,377 111,044 41,918 11 4,271 2,666 4,848 292 31,261 2,643 5,832 14,936 55,552 33,976 62,264 3,500 259 1,374 935 1,087 9,393 3,857 6,970 3,045 5,797 8,265 2,648 median 4,355 10 more beyond 40,000 → ranks in the top 20, never quoted 12,563 12,431 7,232 29,525 16,619 9,660 3,150 12,089 7,765 7,253 3,686 5,531 2,310 5,132 21,242 4,938 10,005 11,157 16,220 7,391 178,029 18,750 1,972 1,392 31,013 656 5,591 4,258 19,822 7,319 13,186 1,211 10,109 7,390 695 2,740 12,822 1,938 1,910 3,047 2,858 8,612 5,016 5,938 8,774 5,736 3,414 1,691 4,225 2,564 14,347 3,023 3,275 2,150 8,510 5,448 2,648 3,447 765 2,665 204,022 1,360 4,803 5,218 9,062 1,492 4,104 1,014 8,577 5,871 3,550 1,863 1,641 554 288 17,917 5,649 3,667 1,262 4,502 1,806 3,151 63,295 1,746 2,765 1,268 3,824 1,987 29,188 30,388 1,049 1,280 1,308 3,458 3,316 3,575 1,261 32,119 1,973 30 1,669 6,786 22,548 9,045 1,600 4,227 8,744 1,054 5,288 9 603,361 1,766 5,753 4,874 5,284 4,730 3,800 2,757 775 5,420 13,827 4,344 1,520 12,577 3,402 909 11,799 1,177 1,016 4,482 18,931 1,755 1,292 3,179 326 4,344 1,244 147,941 7,357 97 2,545 800 4,399 8,285 5,517 45 476 12,920 62,990 7,383 3,554 6,223 889 1,246 2,241 4,374 2,530,517 3,739 4,459 31,159 689 1,069 1,199 443 2,724 62,691 15,766 2,573 1,370 1,584 9,621 1,790 2,539 3,903 8,704 1,419 5,860 7,941 3,530 6,235 11,407 3,006 6,131 4,586 2,233 4,538 5,608 6,642 5,391 17,044 25,741 1,724 6,790 388 3,994 1,430 4,598 1,103 8,337 6,351 45,554 3,167 5,135 368 1,014 1,221 824 397 3,430 93 697 4 4,592 8,288 7,794 6,989 1,110 29,715 67,870 5,066 4,429 2,670 67 1,512 9,793 14,989 328,770 6,761 4,570 4,179 18,225 13,426 12,579 5,826 33,371 6,942 1,988 1,245 5,690 48,742 1,512 695 14,459 1,382 12,578 2,753 4,693 1,496 4,729 1,266 6,055 13,815 1,568 57,099 1,679 8,610 3,926 503,068 7,334 69,215 922 200 5,667 185,607 869 1,723 1,771 1,830 3,423 1,729 1,728 2,878 4,105 3,633 4,467 614 6,776 5,423 6,270 16,108 6,278 1,109 861 26,557 6,572 4,132 832 22,293 3,851 344 1,848 1,086 474 1,132 443 3,112 1,170 1,540 3,449 418 median 4,104 16 more beyond 40,000 → domains linking to the site

Each dot is 1 site. The black bar on each row is that group’s median. The axis is cut at 40,000. The count on the right of each row says how many sites sit past it.

The link count separates the extremes better than the middle. In the middle, the same range holds cited and ignored sites. I couldn’t use it on its own to decide which of 2 ranking competitors the answer would pick.

A code-hosting platform makes the point at the extreme: 2,530,517 referring domains, appearances on 8 sampled searches, and no citations. At the other end, a blockchain project’s help center had 55 referring domains and collected 12 citations from 18 appearances.

A huge profile went uncited; a small one was cited repeatedly. The count doesn’t settle it. Whether the links and the page are relevant to the query is still open.

2. Counting followed links tells the same broad story

Then I counted only RDs with followed links.

Medians: 4,093, 3,102 and 2,526. Quoted-and-ranking sites are now 62.0% ahead of never-quoted sites, against 50.2% before. That’s a change, but it doesn’t turn the link gap into the traffic gap.

quoted, and ranks in the top 20 quoted, but not in the top 20 ranks in the top 20, never quoted
Followed referring-domain distributions overlap across all 3 groups Each dot is one site placed by how many of its linking domains pass weight. Medians of 4,093, 3,102 and 2,526. 0 10k 20k 30k 40k+ quoted, and ranks in the top 20 31,012 63,996 10,045 81,155 25,994 9,027 18,605,546 904,812 3,672 8,062 27,847 6,909 13,512 6,996 4,712 42,322 24,087 68,512 8,289 16,864 4,707 20,774 233,988 17,184 3,569 285,666 9,137 3,690 25,772 1,914 8,967 3,731 5,819 1,088,479 1,637 21,981 191 27,331 1,106 52,794 8,413 89,615 9,987 6,420 22,161 996 2,770 998 5,255 1,999 3,935 9,091 4,818 8,282 30,934 3,426 763,610 8,298 12,401 2,824 6,774 3,991 2,896 8,129 4,147 2,655,160 3,031 4,129 3,669 4,364 26,010 3,237,750 10,091 761 27,739 28,602 1,868 825 1,307 1,376 94 43,033 2,014 11,036 365 9,429 67,463 5,273 761 5,964 3,729 2,082 9,488 296,165 1,899,516 27,216 3,610,756 5,987 7,835 2,705 821 4,478 4,757 2,404 726,416 46,970 4,507 25,300,928 2,960 3,307 51,768 4,764 2,798 5,942 1,013 11,453 155,321 2,779 2,076 2,293 1,384 1,670 694 2,433 337 4,450 3,969 74,443 2,441 248 4,223 588 1,991 190 80,697 5,870 1,748 4,644 786 344,040 4,822 1,721 4,607 48,587 762 86,215 2,592 3,980 2,413 31 1,658 1,821 10,175 207 1,514 7,378 3,860 138,782 3,332 5,360 11,696 2,983 9,335 339,933 5,024 3,853 4,790 2,932 1,214 80 183 5,896 2,653 1,525 8,139 3,531 7,832 828 3,493 1,815 1,861 349 116,874 1,111 1,648 763 9,974 1,124 30,335 6,855 5,238 1,772 2,687 11,375 6,183 103,551 24,677 662 1,877 93 7,141 8,374 4,424 888 5,209 467 70,668 372 845 408 1,441 3,221 4,528 22,767,069 177 6,775 2,788 86,735 980 3,638 416 5,657 5,592 614 2,533 2,195 2,993 10,803 49,847 3,640 1,756 13,831 5,439 233 19,930 213,699 4,977 1,827 6,373 10,546,645 1,716 826 3,384 40,047 4,343 2,054 471 6,590 300 1,828 3,652 670 26,562 2,391 451 2,159 1,551 876 2,263 4,313 38,456 2,033 4,047 10,717 3,453 1,602 14,389 2,794 9,603 2,120 4,057 6,547 925 3,290 795 769 255 2,565 2,962 1,052 14,062 492 148 7,143 5,654 5,673 3,134 2,677 567 1,109 5,167 3,345 48,739 5,423 2,004 2,707 1,976 8,696 2,187 3,029 median 4,093 41 more beyond 40,000 → quoted, but not in the top 20 7 4,960 3,515 14,763 2,234 14,286 4,042 705 4,276 244,045 3,141 5,792 61 3 493 9,642 9,653 352 1,482,127 123,448 2,628 3,236 7,813 10,609 5,860 24,614 877 4,893 580 9,542 1,273 1,135 4,259 22 1,466 2,643 41,755 12,459 84 3,260 556 2,621 7,961 136 3,546 19,144 382 2,587 3,488 15 431 1,220 79 1,736 4,863 109,619 564 3,337 8,657 5,911 3,940 1,858 887 671 128 474 408 13,879 365 511 31,556 3,921 8,488 2,722 547 129,633 231 2,515 216 13,747 617 391 2,318 24,006 5,052 1,167 6,735 553 7,101 11,512 2,619 3,376 93,884 33,369 1 3,391 941 3,064 191 26,468 1,389 4,571 12,191 46,791 27,999 52,483 2,223 74 640 220 618 6,725 2,849 5,209 2,374 4,506 6,085 1,278 median 3,102 9 more beyond 40,000 → ranks in the top 20, never quoted 9,602 8,315 5,029 23,642 12,347 7,364 1,684 8,731 4,658 4,866 1,928 3,066 798 3,361 14,744 3,111 6,448 6,580 12,773 4,622 156,794 13,895 663 375 24,758 150 3,730 2,339 12,820 4,948 8,164 106 6,740 5,080 19 1,112 9,065 500 920 1,439 1,036 5,976 3,619 4,033 5,995 3,162 2,339 485 2,562 1,464 9,083 1,184 1,571 623 6,646 3,461 1,117 2,523 106 1,113 179,863 118 2,961 3,674 6,417 481 2,591 954 5,862 3,761 1,624 822 317 46 7 12,279 3,455 1,525 361 3,304 494 1,380 53,113 833 1,036 271 2,839 659 20,742 20,725 399 80 385 1,769 2,231 2,140 566 18,503 733 17 809 4,626 16,826 5,610 583 2,755 5,497 374 3,451 1 540,922 547 3,619 2,873 3,465 3,250 2,880 1,783 178 3,397 11,148 3,575 775 9,576 1,203 77 8,692 243 436 3,203 12,856 310 381 2,542 75 2,778 209 127,074 4,493 51 1,383 119 1,953 5,956 3,988 3 105 9,323 53,976 4,854 2,130 3,819 113 1,105 736 2,392 2,405,691 2,275 2,950 24,005 304 631 435 68 2,334 52,805 11,222 879 697 273 6,547 533 904 2,388 5,938 373 3,732 5,504 2,719 3,934 7,995 1,780 4,162 2,657 1,552 3,107 3,999 4,971 3,782 14,419 15,981 474 4,166 110 2,491 476 2,908 333 5,510 3,903 35,389 2,139 3,697 122 407 324 319 70 1,736 61 224 4 3,220 5,626 5,247 4,595 483 24,067 62,356 3,797 2,395 2,083 32 782 6,921 10,668 295,576 4,556 2,992 3,207 12,105 8,760 9,550 3,316 26,761 4,606 1,752 279 3,608 40,696 787 90 8,551 687 9,431 1,884 3,152 341 2,549 350 3,943 9,383 1,143 47,345 755 5,100 2,153 456,022 4,851 52,695 739 72 3,955 160,835 421 787 442 1,658 2,294 1,610 652 1,652 2,455 2,530 3,002 135 4,473 3,457 4,442 11,639 3,892 738 196 22,232 4,060 2,455 353 17,503 1,874 145 997 596 271 542 81 1,844 406 1,352 2,512 111 median 2,526 15 more beyond 40,000 → referring domains with followed links

The axis is cut at 40,000. The count on the right of each row says how many sites sit past it.

So the all-link count wasn’t hiding a large gap behind nofollow. The distributions still overlap. I’d next check who the links come from: do sites in this niche provide a clearer distinction than total RDs? That’s a different hypothesis, and I haven’t tested it here.

3. The visibility gap is 5x

Ahrefs-estimated organic visits per month, at the median: 28,628, 18,390 and 5,550, in the same group order.

Median ranking keywords: 1,756, 2,070 and 312. On top-3 keywords, the first group is 5.66x ahead of the third.

Here are the same 3 groups compared pairwise on both measures, with the second group in each row as the baseline.

Percentage differences between the selected groups’ medians, links against traffic
ComparisonReferring domainsEst. organic traffic
Quoted, and ranks / Ranks, never quoted+50.2%+415.8%
Quoted, no rank / Ranks, never quoted+6.1%+231.4%
Quoted, and ranks / Quoted, no rank+41.5%+55.7%

Every row moves further on traffic than on links. The middle row moves furthest: almost no difference in link count, more than 3 times the traffic.

quoted, and ranks in the top 20 quoted, but not in the top 20 ranks in the top 20, never quoted
Cited groups have higher median estimated organic traffic Each dot is one site placed by estimated monthly organic traffic. Medians of 28,628, 18,390 and 5,550 visits. 0 50k 100k 150k 200k+ quoted, and ranks in the top 20 1,671,844 4,666,483 146,085 11,571,636 833,071 213,404 3,399,481,165 1,609,895,689 66,327 60,057 1,179,974 68,259 308,702 60,510 62,510 5,368,317 6,608,324 9,991,342 167,537 376,781 30,729 224,610 47,096,841 108,360 12,132 11,870,899 31,193 24,319 459,220 7,742 1,077,592 22,460 44,663 24,087,368 12,461 1,876,230 10,453 14,830,800 28,924 1,153,975 43,435 4,462,841 70,033 46,896 429,884 427 4,564 6,841 126,219 5,600 64,740 45,982 130,184 173,168 800,314 16,872 13,330,214 40,713 71,653 2,647 39,765 54,532 8,525 681,475 34,853 1,193,964,802 24,168 261,908 20,797 9,303 1,364,885 630,139,802 127,382 11,831 329,030 964,579 6,087 18,506 200 219 153 351,728 7,536 29,356 2,113 76,743 15,328,234 72,149 2,585 145,160 130,726 16,673 30,530 28,163,199 324,474,448 551,043 1,171,201,804 884,275 129,903 37,545 3,649 16,943 71,508 2,170 29,303,374 23,650,176 7,106 2,211,696,797 228,332 2,080 7,387,218 40,286 29,495 114,388 930 23,713 85,415,433 920 507 79,834 5,084 10,946 2,457 10,800 1,427 28,333 231,071 38,430,030 26,742 945 4,859 1,876 10,779 5,816 4,221,192 78,496 1,244 16,642 3,002 2,847,013 36,605 4,510 419,419 653,386 19,188 4,816,479 24,521 17,421 4,798 115 5,594 23,011 140,522 1,195 235,311 44,784 19,648 53,940,411 4,073 3,712 55,235 99,023 12,362 9,951,001 19,033 6,499 8,427 6,445 17,787 52 11 10,859 6,133 4,825 35,003 16,246 1,411,817 10,746 21,282 5,149 410 65 11,619,672 1,612 12,854 5,366 5,526 354,419 519,014 206,081 2,706 830 60,286 30,169 693,768 42,700,023 140,031 2,106 1,711 301 6,726 161,095 9,632 520 6,053 458 1,252,688 5,535 5,600 6,604 633 892 104,177 1,762,225,670 3,061 65,290 1,399 1,452,004 747 701 923 56,227 11,962 9,619 1,546 149 2,010 68,173 18,607,292 9,644 143 37,718 280,301 815 130,815 56,179,499 603,156 27,292 836,294 117,822,771 25,736 2,272 68,216 236,741 9,423 2,133 4 9,000 1,475 37,919 135,596 7,663 333,371 4,475 6,142 8,363 398 9,210 399 45,494 838,469 1,123 191,966 386,809 46,581 1,282 318,914 8,042 14,296 74,453 623,915 11,981 5,128 1,445 938 10,714 2,153 22,155 2,002 2,634 63,855 256 2,950 1,312,839 127,500 74,517 10,612 6,672 448 607 449,196 75,771 692,136 165,408 12,116 60,887 53 4,038 4,684 27,998 median 28,628 81 more beyond 200,000 → quoted, but not in the top 20 19 115,303 729 854,219 18,965 3,555,791 1,781 28,645 797,450 1,116,332 12,643 15,554 2 20,269 319,379 54,973 245,805,345 6,047,895 19,771 393 5,549 481,736 8,543 1,001,053 1,184 4,490 1,934 375,387 2,923 11,482 188,033 54 3,396 837 952,143 29,200 891 48,167 58,631 26,601 680,099 2,858 15,247 372,379 1 23,218 8,070 2,561 19 28 194,563 133,817 2,205,721 53 20,632 198,920 834,137 119,476 4,889 55,366 110 1,420 17,935 231 18,846 127 1,497 131,554 13,112 40,726 20,790 121 2,479,196 2,966 9,202 524 50,202 3,809 1,111 1,457,285 62,967 700 1,125 16 35,915 222,934 19,986 12,528 1,041,895 314,322 4,368 9,014 1,218 35 272,368 15,374 153,145 89,361 636,251 1,319,085 985,659 10 58,313 251 7,290 6,507 889,908 28 44,288 94,818 410 109,691 7,025 2,177 median 18,390 25 more beyond 200,000 → ranks in the top 20, never quoted 22,956 339,391 60,015 103,833 62,296 128,600 5,195 23,529 5,923 65,711 2,800 10,313 1,668 1,858 175,132 8,331 10,132 93,605 16,024 41,277 1,390,048 75,098 393 740 2,742,597 549 2,806 1,560 563,022 40,731 76,162 88 42,992 8,202 840 5,513 1,040,966 765 1,107 3,167 601 42,556 2,204 4,223 22,427 10,715 116 224 7,578 3,874 106,307 20,856 4,807 5,241 497,599 8,315 1,683 523 3,251 2,010 8,332,430 442 11,043 7,509 9,305 20 21,118 26 16,879 29,909 2,383 1,166 2,974 4,669 1,177 50,568 3,954 6,646 1,365 526 2,802 9,272 5,670,930 3,518 113,418 24 7,448 354 4,573,575 436,875 3,063 119 1,929 29,368 544 3,973 797 711,044 610 263 9,737 6,819 295,894 27,135 345 532 7,792 1,214 105,844,671 13,952 12,364 3,547 178,599 10,873 22,498 80 2,432 12,169 547,691 9,409 1,185 31,824 666 82 193,391 123 24 3,206 2,601,821 10 6,890 155,882 179 1,207 1,243 6,897,239 14,485 2,143 4 7,241 40,575 213,942 4 2 28,845 4,005,364 6,204 12,923 17,236 6,228 3,043 4,675 39,394,444 35,081 1,053 3,303,790 36 25,700 511 128 346 737,585 93,891 548 281 4,546 139,229 11,159 21,113 8,613 190,102 18 6,076 14,109 6 3,734 160,212 262 9,791 15,765 81,086 45,529 1,800 2,820 6,871 1,862,460 40,887 2,016 15,411 138 1,672 20 4,609 6,722 2,567 4,282 221,599 809 55,019 65 192 4 73 83 75,170 296 3,272 352 750 83,599 4,943 60,916 1,425 4,108,593 1,523,452 595 2,576 440 53 3 671,846 6,991,386 11,175,961 11,713 70,183 143,266 152,389 65,056 42,206 61,962 16,218,458 40,871 300 4 4,859 4,320,222 5,586 160 2,432,316 915 5,201,759 3,145 42,273 162 2,860 56 13,847 4,369,568 2,856 726,918 103 97,915 8,330 15,307,312 3,945 3,192,142 843 1,212 22,063,682 49 576 4 1,214 468 964 667 12,316 3,710 158 59,291 92 14,846 32,200 55,235 340,489 13,293 1,073 6,836 9,412,037 4,188 89 108 114,180 73,296 5 157 225 313 70 52 761 802 30,824 3 median 5,550 39 more beyond 200,000 → organic visits per month

The axis is cut at 200,000 visits. The count on the right of each row says how many sites sit past it.

The quoted-without-ranking group is the useful comparison here. Its median RDs are only 6.1% above the never-quoted group, but traffic is 231.4% higher.

Cited without ranking: same links as the never-cited group, 3 times the traffic Medians for the 119 sites cited without a top-20 position against the 300 never-cited ranking sites. Referring domains 1.06x, estimated organic traffic 3.31x. 1.0x 2.0x 3.0x Estimated organic traffic Estimated organic traffic: 3.3x 3.3x Referring domains Referring domains: 1.1x 1.1x

Medians for the 119 sites cited without a top-20 position anywhere in the sample, against the 300 never-cited ranking sites.

Almost the same link count, a very different level of organic visibility. Traffic separates those 2 groups much more clearly than RDs do.

But 90 sites in the never-quoted group have more estimated traffic than the median quoted-and-ranking site. I’d go through those separately. My hypothesis: some are large sites about other things, ranking here on a few pages. Their size and link authority may get those pages into the top 20 without giving the site broad coverage of this market.

I haven’t classified them yet. I’d compare their main subject, niche-query coverage and ranking pages with cited sites of similar size and position.

If that holds, total traffic is partly a measure of how big the site is. What I’d want instead is the traffic and keyword footprint inside this niche. A site can be big elsewhere and barely present here.

4. How much of the market you show up in

For all 2,497 ranking domains, I counted how many of the 7,601 queries each appeared on in the top 20. That is the coverage measure here.

Domains in the highest coverage band were much less likely to remain uncited Share of domains never quoted once, by how many of the 7,601 searches they appear in. 87.1% of domains appearing on exactly 1 search are never quoted, against 4.3% of the 138 domains appearing on 100 or more. Bands are closed on the left: the one labelled 2–4 holds 2, 3 and 4. 0 25 50 75 100 1: 87.1% 87.1% 2–4: 75.4% 5–9: 65.9% 10–24: 43.2% 25–49: 27.1% 50–99: 20.8% 100+: 4.3% 4.3% 1 2–4 5–9 10–24 25–49 50–99 100+ never quoted, % of domains in the band — x: searches the site appears in

Share of domains never cited, by number of sampled searches where they ranked. All 2,497 ranking domains.

87.1% of the 1,190 domains appearing on exactly 1 search were never quoted. Of the 138 appearing on 100 or more, just 6 were never quoted: 4.3%.

Ranking on a couple of queries isn’t the same as being present across the market. Most of those narrow sites weren’t cited once. Almost every site in the 100+ band was.

More rankings also mean more opportunities to be cited. So I checked the citation rate per appearance: how often the site was cited on a query where it ranked.

Citation rates dip in the first 3 coverage bands and rise in the 2 highest bands Citation rates per ranking appearance by query-coverage band: 1 to 4 searches, 15.9%; 5 to 24, 15.3%; 25 to 99, 14.2%; 100 to 499, 21.6%; 500 or more, 35.0%. 0 10 20 30 40 1–4: 15.9% 15.9% 5–24: 15.3% 25–99: 14.2% 100–499: 21.6% 500+: 35.0% 35.0% 1–4 5–24 25–99 100–499 500+ appearances quoted, % — x: searches the site appears in

Citation rate per ranking appearance, by number of sampled searches where the site ranked.

For sites on 1 to 4 queries, 15.9% of ranking appearances also carried a citation. For sites on 500 or more, 35.0%. More than double, per appearance.

It isn’t a steady climb. The next 2 bands dip to 15.3% and 14.2%, then the 100 to 499 band reaches 21.6%. The biggest difference is at the broadest end.

1 thing that band rate hides, and it sharpens the point rather than softening it. 15.9% is citations divided by appearances across the whole band, which is the right way to build a rate. The typical site in that band gets 0.0%: most of those 1,784 sites were never cited at all, and the 15.9% belongs to a minority of them. In the 500+ band the median site runs at 27.2% against the band’s 35.0%, and the sites inside it range from 1.8% to 81.5%.

I also checked whether a few large sites are carrying this. They are not: the single biggest domain contributes at most 6.5% of the appearances in any band. Giving each site 1 vote and comparing the narrowest band against the broadest puts the difference well past any threshold I would argue about.

I wouldn’t turn that into a promise of more citations for every extra keyword. What it supports is a broader hypothesis: sites with extensive coverage of relevant niche queries are cited more consistently than sites that intersect a few of them.

I’d next hold position and site size still, then compare niche-focused sites with general ones. Does coverage still separate them? That would tell me whether it’s adding information beyond size and rank.

5. The sites quoted without ranking

119 sites were cited while holding no top-20 position on any of the 6,984 searches that carried an answer. Their median was 4,355 RDs: just 6.1% above the never-quoted group, and below the 6,164 of quoted-and-ranking sites.

Estimated traffic was 18,390 visits a month at the median, 231.4% above the never-quoted group.

They got in without a top-20 ranking anywhere in this market and without a much bigger link count. I’d put their cited pages next to the pages that rank and get skipped. Query relevance, commercial or informational content, depth of coverage: which of those separates them?

Where this meets other studies

Ahrefs studied 75,000 brands. Its correlations with AI Overview visibility were 0.295 for referring domains and 0.218 for backlinks. My own subset is 86 sites holding 200 or more positions, and I owe you a sentence about what a correlation means at that size.

It came out at 0.21 for referring domains, with a 95% interval running from −0.00 to +0.41. At 86 sites that figure can’t be told apart from zero. I checked 8 metrics on the same 86 sites, and after correcting for the fact that I checked 8, only 2 of them hold up: Domain Rating at 0.28 and the share of donors passing a followed link at 0.27. Referring domains, followed referring domains, total keywords and estimated traffic all land in the same 0.20 neighborhood with intervals that touch zero.

So I can’t put 0.21 next to Ahrefs’ 0.295 and call it agreement or disagreement. Theirs is built on 75,000 brands and mine on 86 sites, and mine is a number I would not defend to 2 decimal places. What both sets of figures do say, at very different sample sizes, is that raw link counts are nowhere near a strong signal.

In the Ahrefs study, brand web mentions had a correlation of 0.664 and brand search volume 0.392. Those associations were stronger than the ones for link counts.

Floyi’s 2026 topical authority report gets closer to the coverage question. It mapped 29,319 queries into 42 topical maps and measured how a site’s coverage related to citations.

For AI Overviews, the coverage correlation was 0.51. Across the engines studied, Domain Rating correlations ranged from 0.09 to 0.16. Sites ranking for at least half of a map’s topics appeared in 30.8% of that map’s citing answers; sites ranking for under 5% appeared in 0.14%.

That points in the same direction as my coverage result. Floyi measured defined topics; I counted appearances on a query set. I can’t call mine topical authority yet.

What it changes about part 1

Part 1 ended on a gap I could not close. Among the 86 sites holding 200 or more positions, citation rates ran from 2.8% to 44.8%. A 10x spread survived accounting for where those positions sat.

I’d expected links to explain more of it. The counts give me much less separation than traffic and keywords do. They haven’t supplied the explanation I was looking for.

Coverage moves up my list: how much of this market the site appears in. The broadest group was more likely to be cited at all, and was cited more often per ranking appearance.

On the next SEO plan, I’d start with the site’s relevant query coverage, commercial and informational. Where is it absent? Where does it rank while the answer cites somebody else? Those are the gaps I’d investigate before setting another link target.

My working hypothesis is that broad niche coverage supports citation visibility. This capture shows an association. Whether expanding that coverage earns more citations still needs testing.

Worth going deeper

Next I’d look at the pages. 3 things are worth coming back to.

Query coverage. Are the citation leaders focused on this market across the site, or is 1 page doing the work on a site about everything? And are the 90 high-traffic sites without citations big elsewhere but narrow here? I’d map their niche queries and the pages covering them.

Content type. Product and service pages, or informational articles? I’d compare what gets cited with what ranks on the same queries and gets skipped.

Content depth. A broad treatment of the topic and its related queries, or a short, focused answer? I’d compare cited and ignored pages. Length alone won’t tell me whether the relevant questions are covered.

That is where I’d take the next part: niche coverage at site level, and relevance, type and depth at page level.

There are 3 more things I want to take apart. Who the linking domains actually are: whether a site’s donors sit inside this market or somewhere unrelated to it, and whether the cited sites are carrying links from the same places as the ignored ones. Which queries sit behind each traffic figure, and how many of them belong to this niche. And what the pages at the top of these results are made of: type, depth, and how directly they answer the query they rank for.

Each one is another round of exports against a monthly limit I pay for, and I have spent this month’s. So this is where part 2 stops. The rest goes into the next one.

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