9 niches at 4 questions each, plus 4 markets, make up 56 questions. Established vendors take 63% of citations and small providers' own sites take 28%.
Niches and markets
13
Questions asked
56
First-party share
28%
Third-party share
2%
Entry bar range
24 to 56
Markets mostly third-party
4 of 4
| Niche | Depth | Citations | First-party | Third-party | Bar | Median site | Cited examples |
|---|---|---|---|---|---|---|---|
| Headless CMS | 4 questions, directional | 75 | 27% | 3% | 53 | 60 | progressionagency.com, apiscout.dev, payloadcms.com, learn.g2.com |
| Customer support helpdesk software | 4 questions, directional | 65 | 22% | 8% | 49 | 63 | docs.helpscout.com, alloysoftware.com, freshworks.com, g2.com |
| Uptime and API monitoring | 4 questions, directional | 75 | 23% | 0% | 55 | 67 | acumenlogs.com, apiscout.dev, checklyhq.com |
| Reverse ETL and data activation | 4 questions, directional | 68 | 32% | 2% | 50 | 52 | aboutmartech.com, getbruin.com, hightouch.com, knowledge.hubspot.com |
| Feature flag platforms | 4 questions, directional | 74 | 41% | 0% | 33 | 49 | gofeatureflag.org, configcat.com, growthbook.io |
| Transactional email providers | 4 questions, directional | 79 | 20% | 0% | 56 | 59 | support.smtp2go.com, agentmail.to, mailgun.com |
| Low-code internal tools platforms | 4 questions, directional | 64 | 34% | 0% | 42 | 60 | docs.appsmith.com, blog.tooljet.com, retool.com |
| SOC 2 compliance automation | 4 questions, directional | 67 | 28% | 2% | 39 | 55 | strac.io, brightdefense.com, drata.com, en.wikipedia.org |
| Video and streaming APIs | 4 questions, directional | 78 | 28% | 1% | 42 | 59 | docs.api.video, fastpix.com, mux.com, trustradius.com |
| Email verification tools | 30 questions, own study | 478 | 43% | 2% | 30 | 54 |
Each niche here has 4 questions, so single rows are directional and the pooled figures above are the finding. Email verification has its own study.
Established vendors take 63% of citations and small providers take 28%. Forums and social take 7%, and third-party sources take 2%.
Vendors cited include github.com, mux.com and growthbook.io. trustradius.com is a review site cited, and the communities are reddit.com, quora.com and youtube.com. In the market study, content share (articles about the category) is high: 4 of 4 markets are mostly third-party content, with a content share of 80 percent or more.
| Type | Share of citations | Cited examples |
|---|---|---|
| Small providers' own sites | 28% | stackfyi.com (4 of 36), apiscout.dev (3 of 36), stackbriefly.com (3 of 36), strac.io (3 of 36), gofeatureflag.org (2 of 36) |
| Established vendors and marketplaces | 63% | github.com (8 of 36), mux.com (4 of 36), growthbook.io (4 of 36), integrate.io (4 of 36), mailgun.com (4 of 36) |
| Review sites | 1% | trustradius.com (2 of 36), g2.com (1 of 36), capterra.com (1 of 36), learn.g2.com (1 of 36), softwareadvice.com (1 of 36) |
| Publishers and guides | 1% | en.wikipedia.org (1 of 36), hubspot.com (1 of 36), knowledge.hubspot.com (1 of 36) |
| Forums and social | 7% | reddit.com (26 of 36), quora.com (3 of 36), youtube.com (3 of 36), stackoverflow.com (2 of 36), community.hubspot.com (1 of 36) |
Pooled, own-site share is 27% on general questions and 30% on specific ones. ChatGPT shows 33% against 30%, and Google shows 20% against 30%. For software the share is about the same on general and specific questions.
| Question type | Questions | Citations | First-party | Third-party | ChatGPT first-party | Google organic first-party |
|---|---|---|---|---|---|---|
| General | 18 | 341 | 27% | 2% | 33% | 20% |
| Specific | 18 | 304 | 30% | 1% | 30% | 30% |
| Both engines | 36 | 645 | 28% | 2% | 31% | 25% |
Most of what is cited here is other people's writing, so how to get recommended by ChatGPT covers earning those mentions.
Median site
54
Bar
54
Content share
100%
Tested site
40
Editorial verdict, as of 2026-10-02: Closed. The median cited site scores 54 and the bar is 54, a gap of 0. Content share is 100%.
Content share is the share of cited sources that were articles about the category (100% here), and a vendor's own page does not count. A tested site scored 40 against a bar of 54. It cleared the bar on 1 of 5 questions, and on 5 of 5 questions a site below the bar was cited anyway.
Do not start with your own pages. Get a mention in the roundups and comparison articles the engines already quote. At this floor that takes about a year.
91 domains were cited across the 5 questions; these are the most-cited, each with one page the engines read.
Median site
42
Bar
24
Content share
93%
Tested site
0
Editorial verdict, as of 2026-10-02: Open. The median cited site scores 42 and the bar is 24. Content share is 93%. The vendor domains cited, salesforge.ai, skylead.io and heyreach.io, are cited for their own comparison and roundup articles.
Content share is the share of cited sources that were articles about the category (93% here), and a vendor's own page does not count. A tested site scored 0 against a bar of 24. It cleared the bar on 0 of 5 questions, and on 0 of 5 questions a site below the bar was cited anyway.
Vendors in this market get cited for their comparison and alternatives articles, so write yours properly. Then go after the Reddit threads the engines read alongside.
72 domains were cited across the 5 questions; these are the most-cited, each with one page the engines read.
Median site
48
Bar
29
Content share
100%
Tested site
15
Editorial verdict, as of 2026-10-02: Contested. The median cited site scores 48 and the bar is 29. Content share is 100%. The platform's app store does not own the answer.
Content share is the share of cited sources that were articles about the category (100% here), and a vendor's own page does not count. A tested site scored 15 against a bar of 29. It cleared the bar on 0 of 5 questions, and on 2 of 5 questions a site below the bar was cited anyway.
Keep your app store listing complete, and get into the app roundups and comparison posts.
77 domains were cited across the 5 questions; these are the most-cited, each with one page the engines read.
Median site
43
Bar
33
Content share
93%
Tested site
8
Editorial verdict, as of 2026-10-02: Contested. The median cited site scores 43 and the bar is 33. Content share is 93%. The market has no consumer identity and still has a full cited set.
Content share is the share of cited sources that were articles about the category (93% here), and a vendor's own page does not count. A tested site scored 8 against a bar of 33. It cleared the bar on 0 of 5 questions, and on 3 of 5 questions a site below the bar was cited anyway.
Pitch the trade publications and software directories the engines quote.
97 domains were cited across the 5 questions; these are the most-cited, each with one page the engines read.
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