# AI Citation Factors: 40 Tested in Houston | Marketing & AI Source: https://marketingandai.com/research/houston-ai-citation-study/ai-citation-factors/ Last updated: 2026-10-30 Publisher: Marketing & AI (Houston, Texas) > We tested 40 AI search factors on 880 Houston business sites. Six held up, led by reviews, prices and specific schema types. Most others did not. [Home](https://marketingandai.com/) [Houston AI Citation Study](https://marketingandai.com/research/houston-ai-citation-study/) AI citation factors Research / Houston AI Citation Study / Factors ## Which AI citation factors actually matter? By [Andres Rusic](https://marketingandai.com/about/andres-rusic/), Marketing & AI · Data collected October 30, 2026 · Updated October 30, 2026 Which website factors make a local business more likely to be cited by AI search? We tested 40 commonly recommended factors on 880 Houston-area business websites: 492 that Google [AI Mode](https://marketingandai.com/learn/glossary/#ai-mode) or Perplexity cited and 388 in the same industries that they did not. Six held up in every test: a meta description, reviews or testimonials on the homepage, a specific business type in the schema, prices, years in business, and city pages. Most of the other factors went with citations only because sites that do one thing well tend to do many. Link authority was mixed, and page speed, domain age and firewall settings showed no clear link. This is part of the [Houston AI Citation Study](https://marketingandai.com/research/houston-ai-citation-study/), which traced 3,102 citations in Google AI Mode and Perplexity answers to 232 local questions. Here we ask what the cited websites had in common. [Check your own site free](https://marketingandai.com/free-tools/ai-search-visibility/) How we tested 880 Houston sites · October 2026 Cited vs not-cited sites - Cited sites showing reviews 75% - Not-cited sites showing reviews 46% - Cited sites with a specific schema type 55% - Not-cited sites with one 33% - Cited sites with a meta description 96% 01 / Key findings ### What separated cited sites from the rest. 880 Houston-area business homepages in 12 industries, crawled on October 30, 2026, the day the questions were asked. Odds ratios are adjusted for industry and link authority. #### 6 of 40 factors held up in every test. They were linked to citations on their own, kept their effect when all 40 were tested together, and pointed the same way inside the Houston census. Both engines #### 33 factors were more common on cited sites, but 27 of them were explained by others. [Business schema](https://marketingandai.com/learn/glossary/#local-business-schema), FAQ schema, [llms.txt](https://marketingandai.com/learn/glossary/#llms-txt) and fresh [sitemaps](https://marketingandai.com/learn/glossary/#xml-sitemap) all went with citations, but none added anything once the other factors were known. Both engines #### 14% vs 3% of Houston census sites were cited with reviews or testimonials on the homepage, against without. The pattern held in all 11 industries where we could compare. Census sites #### 0 of 82 census sites without a meta description were cited. 96% of cited sites had one, against 79% of sites that were not cited. Census sites #### 2x the readable text. The median cited homepage had 1,028 words readable [without JavaScript](https://marketingandai.com/learn/glossary/#readable-without-javascript), against 510 for sites that were not cited. Perplexity cared about this more than AI Mode. Perplexity #### None of the website factors stood out for Google AI Mode. It cited only 51 of these sites, and its picks come from [Google Business Profiles](https://marketingandai.com/learn/glossary/#google-business-profile), so site factors explain Perplexity's citations far better than AI Mode's. Google AI Mode 02 / The scorecard ### 40 factors, one verdict each. Share of cited and not-cited sites with each factor, or the median for counts. An odds ratio above 1 means sites with the factor were more likely to be cited. 492 cited sites against 388 not-cited Houston sites in the same industries, October 30, 2026. Adjusted odds ratios with 95% intervals. CC BY 4.0. Website factors and AI citations, cited sites against not-cited sites in the same industries | Factor | Cited | Not cited | Odds ratio (95% interval) | Verdict | | Meta description | 96% | 79% | 5.9 (3.3 to 10.5) | Matters | | Reviews or testimonials on the homepage | 75% | 46% | 3.4 (2.4 to 4.7) | Matters | | Specific business type in schema (Dentist, Plumber...) | 55% | 33% | 3.0 (2.1 to 4.2) | Matters | | Prices on the homepage | 35% | 18% | 2.5 (1.8 to 3.6) | Matters | | Years in business stated | 53% | 36% | 1.8 (1.3 to 2.4) | Matters | | City pages in the sitemap | 69% (median 10) | 46% (median 0) | 1.6 per SD (1.4 to 2.0) | Matters | | Tap-to-call phone link | 91% | 66% | 4.2 (2.7 to 6.5) | Explained by others | | [AI search crawlers](https://marketingandai.com/learn/glossary/#ai-search-crawler) allowed in [robots.txt](https://marketingandai.com/learn/glossary/#robots-txt) | 98% | 92% | 3.6 (1.6 to 7.9) | Explained by others | | Link to its Google Business Profile or Maps | 70% | 47% | 2.9 (2.1 to 4.1) | Explained by others | | Question-style subheadings | 69% | 43% | 2.8 (2.0 to 3.9) | Explained by others | | Business schema | 83% | 61% | 2.8 (1.9 to 3.9) | Explained by others | | Address and phone in schema | 69% | 45% | 2.6 (1.9 to 3.6) | Explained by others | | Opening hours in schema | 58% | 36% | 2.3 (1.7 to 3.2) | Explained by others | | Words readable without JavaScript | median 1,028 | median 510 | 2.2 per SD (1.8 to 2.8) | Explained by others | | FAQ or Q&A schema | 46% | 25% | 2.2 (1.6 to 3.1) | Explained by others | | Exactly one H1 | 77% | 60% | 2.2 (1.6 to 3.1) | Explained by others | | Rating or review schema | 22% | 10% | 2.1 (1.3 to 3.3) | Explained by others | | Service or offer schema | 24% | 12% | 2.1 (1.4 to 3.2) | Explained by others | | sameAs profile links in schema | 62% | 43% | 2.0 (1.5 to 2.8) | Explained by others | | Houston-area place names on the homepage | median 11 | median 4 | 1.9 per SD (1.6 to 2.3) | Explained by others | | Sitemap updated in the last 90 days | 68% | 47% | 1.9 (1.4 to 2.6) | Explained by others | | Links to directory profiles (Yelp, BBB...) | 29% | 18% | 1.9 (1.3 to 2.7) | Explained by others | | llms.txt published | 46% | 33% | 1.9 (1.4 to 2.6) | Explained by others | | Houston ZIP code in the text | 62% | 49% | 1.8 (1.3 to 2.4) | Explained by others | | Number of subheadings | median 19 | median 10 | 1.8 per SD (1.5 to 2.1) | Explained by others | | Blog | 55% | 36% | 1.7 (1.3 to 2.4) | Explained by others | | Licensed, insured or certified stated | 45% | 22% | 1.7 (1.2 to 2.5) | Explained by others | | List items on the homepage | median 57 | median 29 | 1.7 per SD (1.4 to 2.0) | Explained by others | | Outbound links on the homepage | median 10 | median 8 | 1.7 per SD (1.4 to 2.0) | Explained by others | | Current year (2026) on the page | 44% | 31% | 1.6 (1.1 to 2.2) | Explained by others | | Social profiles linked | median 2 | median 2 | 1.4 per SD (1.2 to 1.7) | Explained by others | | Modified date in page metadata | 47% | 35% | 1.4 (1.0 to 2.0) | Explained by others | | Sitemap size | median 81 URLs | median 35 URLs | 1.4 per SD (1.2 to 1.6) | Explained by others | | Link authority (Common Crawl) | same median rank | 0.85 per SD (0.72 to 1.00) | Mixed | | AI crawlers not blocked by a firewall | 85% | 81% | 1.4 (0.9 to 2.1) | No clear link | | Has a table | 6.5% | 4.9% | 1.7 (0.9 to 3.2) | No clear link | | Homepage responds in under 1.5 seconds | 60% | 63% | 0.97 (0.71 to 1.32) | No clear link | | Domain age | median 10.2 years | median 12.5 years | 0.84 per SD (0.71 to 0.99) | No clear link | | Wikidata entry | 1.0% | 2.1% | 0.93 (0.26 to 3.4) | Too rare to test | | HTTPS | 100% | 100% | n/a | Every site had it | - How to read the verdicts. "Matters" means the factor was linked to citations on its own, kept a stable effect when all 40 factors were tested together, and pointed the same way among Houston census businesses. "Explained by others" means it was linked on its own but added nothing once the other factors were in the model. Full numbers for every engine are in the downloadable data. 03 / The six that held up ### Proof, prices and places beat technical polish. For each factor: how much more common it was on cited sites, and the share of Houston census sites cited with and without it. - Reviews or testimonials on the homepage. 75% of cited sites showed them, against 46% of sites that were not cited (odds ratio 3.4). Among census businesses, 14.1% of sites that showed reviews were cited, against 3.2% that did not. It held in all 11 industries we could compare. - A specific business type in the schema. Marking up the business as a Dentist, Plumber, Attorney or Veterinary Care, not just LocalBusiness or Organization, went with 3 times the odds of being cited. 15.3% of census sites with a specific type were cited, against 4.7% without. Having business schema of any kind was not enough on its own. - Prices on the homepage. 35% of cited sites showed at least one dollar amount, against 18% of the rest (odds ratio 2.5). This matches the main study, where pricing pages and booking pages carried most business citations on cost questions. - Years in business. A line like "since 1998" or "25 years serving Katy" appeared on 53% of cited sites and 36% of the rest (odds ratio 1.8). Census sites that said it were cited twice as often (12.6% against 6.0%). - City pages. 69% of cited sites listed at least one page named after a Houston-area city or neighborhood in their sitemap, against 46% of the rest; the median cited site had 10 such pages. This lines up with the main study, where 80% of business pages cited for "best ___ in [city]" questions named the city. - A meta description. The biggest gap of all: 96% of cited sites had one, against 79%, and none of the 82 census sites without one was cited. We doubt the tag itself does much. It is the cheapest sign that someone looks after the site, and AI search seems to skip sites nobody looks after. 04 / Linked, but not on their own ### Good sites do many things at once. 27 factors were more common on cited sites but added nothing once the other factors were known. That does not make them useless. It means they travel together. - Schema, FAQ schema and question-style subheadings were all 2 to 3 times as common on cited sites. Tested together, the specific business type carried the signal and the rest did not add to it. - llms.txt went with citations, but did not cause them in our data. 46% of cited sites published one against 33% of the rest, an odds ratio of 1.9. Once the content factors were in the model, the effect disappeared. Many sites get an llms.txt file automatically from an [SEO](https://marketingandai.com/learn/glossary/#seo) plugin, so it mostly marks sites that already use one. - Freshness signals behaved the same way. A sitemap updated in the last 90 days, the current year on the page, a blog and a modified date in the metadata were all linked to citations one at a time, and none survived the combined test. - Readable text was close. Cited homepages had twice the words readable without JavaScript, and for Perplexity alone it held up in every test. For both engines combined, it was explained by the other content factors. - Technical access was table stakes. 98% of cited sites and 92% of the rest allowed AI search crawlers, and in the tree model, the technical group (robots.txt, firewall, speed, HTTPS, llms.txt) added nothing to the prediction once content was known. Blocking crawlers still keeps a site out; allowing them just does not set it apart. 05 / What did not hold up ### Links, age and speed were not the story. Several factors that SEO advice often treats as essential showed a mixed link or none. - Link authority was mixed. Cited sites had the same median Common Crawl rank as sites that were not cited, and Perplexity leaned slightly toward less-linked sites. But 93% of cited sites were businesses outside the census, which leans toward established ones, and among census businesses, the more-linked half was cited more often (13.7% against 3.3%; odds ratio 1.4 per standard deviation). Links seem to help, but plenty of lightly linked local sites got cited. - Older domains had no advantage. The median cited site was 10.2 years old, against 12.5 years for the rest. Inside the census, domain age made no difference. - Page speed showed no clear link. 60% of cited homepages responded in under 1.5 seconds, against 63% of the rest. - Firewalls were not a common problem. We requested every homepage with the GPTBot, OAI-SearchBot, PerplexityBot and ClaudeBot user agents. 85% of cited sites and 81% of the rest let all four through, a gap that was not significant. - Wikidata entries were too rare to test. Only 1 to 2% of these local business sites had one. 06 / By engine ### Perplexity reads the site. AI Mode reads the profile. We ran every test separately for Perplexity citations, Google AI Mode citations, and businesses that either engine recommended by name. - Perplexity: 10 factors held up: five of the six above (all but years in business), plus readable text, Houston-area place names on the homepage, rating or review schema, links to directory profiles, and tables. The model separated Perplexity-cited sites from the rest with an AUC of 0.78. - Google AI Mode: no website factor cleared the multiple-testing correction. AI Mode cited only 51 of these sites, because most of its citations were Google Business Profiles. For AI Mode, the profile is what to work on: its picks in the main study had a median of 4.9 stars and 323 reviews. - Recommended by name: 153 of these businesses were named in an answer. Four factors held up: a link to the business's own Google Business Profile or Maps listing (79% against 55%), reviews on the homepage (82% against 58%), more readable text, and question-style subheadings (71% against 54%). - What carried the most signal: in the tree model for both engines, content factors and the authority and entity group carried the most, followed by trust and local relevance. Freshness, [structured data](https://marketingandai.com/learn/glossary/#structured-data) and technical access added little on top. 07 / What to do ### Six changes, in order. Most take an afternoon. Start with the ones your homepage is missing. - Put real reviews on your homepage , as text AI can read, not only an embedded widget. Name the source and keep them current. - Change your schema type from LocalBusiness to your actual business type , such as Dentist, Plumber, Attorney, HVACBusiness or AutoRepair. Our free [schema generator](https://marketingandai.com/free-tools/local-business-schema/) builds the markup. - Show prices , even as "from $89" or a price range, on the homepage and on a pricing page. - Say how long you have been in business , in plain text near the top of the page. - Build a page for each city or neighborhood you serve , with the place name in the URL, title and H1, and keep them in your sitemap. - Write a meta description for every page , then fix the rest of the basics with our [free AI visibility check](https://marketingandai.com/free-tools/ai-search-visibility/). If most of your customers find you through Google, work on your Google Business Profile first. AI Mode recommended almost only businesses with a profile card. 08 / Method ### How we tested. Every number on this page comes from the published scripts and the downloadable tables. - Sites: cited sites are the Houston-area local business websites that Google AI Mode or Perplexity cited in the [main study](https://marketingandai.com/research/houston-ai-citation-study/). Comparison sites are businesses in the [Houston AI Visibility Index](https://marketingandai.com/research/houston-ai-visibility-index/) census whose OpenStreetMap listing matched one of the study's industries and that were not cited. Gyms, car detailers and plumbers had fewer than five comparison sites and were left out, which leaves 12 industries, 492 cited sites and 388 comparison sites with a readable homepage. - Factors: 40 factors in seven groups (technical access, content, structured data, local relevance, trust, freshness, and authority and entity). Every homepage was crawled on October 30, 2026 with the Index engine. We also read each site's sitemap, requested the homepage with each AI crawler's user agent, looked up the domain's registration date (RDAP), checked Wikidata for an entry that lists the site, and took link authority from the Common Crawl web graph for August to October 2026. - Three tests per factor: a logistic regression of one factor at a time with industry and link authority as controls, corrected for 40 comparisons (Benjamini-Hochberg); a regularized logistic regression with all 40 factors, refit on 100 bootstrap samples to check that each effect kept its sign; and a gradient-boosted tree model scored by how much accuracy is lost when a factor or group is shuffled (5-fold cross-validation). - A second design: most cited sites are small businesses that are not in OpenStreetMap, which leans toward established ones. So we also looked only at the 424 census businesses in these industries, 36 of which were cited, and checked that each factor pointed the same way there. - Checks: the five yes-or-no factors among the six pointed the same way in 9 to 11 of the 11 industries we could compare, and all six held against the broader census of 2,148 sites used on the main study page. Against same-industry census sites, cited sites still passed all four AI-ready basics more often (68% against 41%, odds ratio 3.0). - Limits: this shows association, not cause. All factors were measured on the homepage, not the page that was cited. One day, one metro, two engines. The firewall test used each crawler's user agent from our own network, and a real crawler from its own IP range may be treated differently. Google Business Profile ratings and Google rankings were not part of this test; we are collecting them next. 09 / Data & citation ### Use the numbers. Free to reuse with attribution under CC BY 4.0. Per-site values are not published. [Download the factor table (CSV)](https://marketingandai.com/research/houston-ai-citation-study-2026-10-factors.csv) - [All 40 factors (CSV)](https://marketingandai.com/research/houston-ai-citation-study-2026-10-factors.csv): for each engine, the share of cited and not-cited sites with the factor, adjusted odds ratio, interval, q-value, model results, census rates and verdict. - [Model summary (CSV)](https://marketingandai.com/research/houston-ai-citation-study-2026-10-factor-models.csv): cross-validated accuracy and the importance of each factor group, per engine. The factor tables are part of the Houston [AI Citation](https://marketingandai.com/learn/glossary/#ai-citation) Study dataset, archived with the analysis scripts on [Zenodo](https://doi.org/10.5281/zenodo.23820175) and also published on [Hugging Face](https://huggingface.co/datasets/Marketingandai/houston-ai-citation-study) and [Kaggle](https://www.kaggle.com/datasets/marketingandai/houston-ai-citation-study-october-2026). Cite as: Rusic, A. (2026). Houston AI Citation Study, October 2026 [Data set]. Zenodo. https://doi.org/10.5281/zenodo.23820175 10 / Embed ### Use the chart on your site. Free to republish under CC BY 4.0. The code below keeps the credit line that the license asks for. Embed code (HTML)
Which website factors go with AI citations: reviews, prices, specific schema types, years in business and city pages held up; most other factors did not
Source: Houston AI Citation Study, Marketing & AI (CC BY 4.0)
Prefer a plain link? Cite as: Marketing & AI (2026). Houston AI Citation Study, October 2026. [doi.org/10.5281/zenodo.23820175](https://doi.org/10.5281/zenodo.23820175) Next / Your business ### See which of the six your site has. Run the free check on your homepage, or book a 30-minute audit and we will show you what Google AI Mode and Perplexity cite for your industry and city. [Check my site free](https://marketingandai.com/free-tools/ai-search-visibility/) Questions ### About the factors. **What website factors help a local business get cited by AI search?** In our October 2026 test of 40 factors on 880 Houston business websites, six held up in every test: reviews or testimonials on the homepage, a specific business type in the schema, prices, years in business, city pages, and a meta description. Most other factors went with citations only because well-kept sites do many things at once. **Does schema markup help with AI citations?** The specific type matters more than having schema. Sites marked up as a Dentist, Plumber or Attorney had 3 times the odds of being cited by Google AI Mode or Perplexity. Generic business schema, FAQ schema and hours were more common on cited sites but added nothing once the other factors were known. **Does llms.txt help AI search visibility?** Not on its own in our data. 46% of cited Houston business sites had an llms.txt file against 33% of sites that were not cited, but the difference disappeared once content factors such as reviews, prices and city pages were taken into account. **Do backlinks or domain authority matter for AI citations?** The evidence was mixed. Cited sites were no more linked-to than other sites in the same industries, and most were small, lightly linked businesses. Among established businesses in the Houston census, the more-linked half was cited more often (13.7% against 3.3%). Domain age made no difference. **Does page speed affect AI citations?** We found no clear link. 60% of cited homepages responded in under 1.5 seconds, against 63% of sites that were not cited. Allowing AI search crawlers mattered as a minimum, but almost every site already did. ### Related on this site - [The full Houston AI Citation Study](https://marketingandai.com/research/houston-ai-citation-study/) What Google AI Mode and Perplexity cite for 15 local industries. - [The Houston AI Visibility Index census](https://marketingandai.com/research/houston-ai-visibility-index/) The 3,014 local websites the comparison sites came from. - [Generate schema with your exact business type](https://marketingandai.com/free-tools/local-business-schema/) Free JSON-LD generator. - [Check your homepage for the basics](https://marketingandai.com/free-tools/ai-search-visibility/) Free, about 10 seconds. - [AI SEO and AEO help in Houston](https://marketingandai.com/services/ai-seo-aeo-agency/) If you would rather have us do the work. Find the right next step for your business. [Explore AI SEO & AEO](https://marketingandai.com/services/ai-seo-aeo-agency/)[See real client work](https://marketingandai.com/work/)