This is the feedback tool page headings data as a file.
Every second level heading that at least two different vendors in this category write, counted across 11,770 pages on 55 vendor domains, each row carrying the heading, how many pages use it, how many separate vendors use it, whether it is phrased as a question, and the kind of page it appears on most.
The two vendor floor is the whole design. A heading one company repeats on four hundred pages is that company's template. A heading eight companies arrive at independently is what the category thinks the question is.
heading,pages,vendor_domains,commonest_cluster,is_question
Frequently Asked Questions,1614,38,blog,no
Conclusion,1066,38,blog,no
What is a product roadmap?,19,14,blog,yes
What are Release Notes?,17,13,blog,yes
Take the file. It may be copied, quoted and used commercially with no attribution and no link back.
None of it needs attribution. If you would rather point at it than copy it, the address is https://votefirst.app/en/data/feedback-tool-page-headings and the figures on it were read on 5 October 2026.
What headings do feedback tool vendors actually write?
The two commonest are not headings about anything.
Frequently Asked Questions appears on 1,614 pages across 38 of the 55 vendors, and Conclusion appears on 1,066 pages across 38. Then Final Thoughts on 94 pages across 22 vendors, Key Takeaways on 180 across 19, Wrapping up on 144 across 16, and How it works on 62 across 16. Six of the seven most widely shared headings in this category are furniture.
That is the first reading and it is worth sitting with. A reader scanning a page in this category meets the same six labels before they meet a sentence about feedback, and the labels tell them nothing, which is why VoteFirst does not write any of them.
Which questions does the whole category answer?
Five hundred and ninety four of the 1,748 rows end in a question mark. Leaving aside What's next?, a closing line 12 vendors write, the widest are definitions.
What is a product roadmap? is written by 14 separate vendors on 19 pages, more than any other real question. What are release notes? follows at 13 vendors, What is product management? at 10, What is customer feedback? at 10, What is feature voting? at 9, What is A/B testing? at 9, What is a product manager? at 8 and What is a changelog? at 8.
Every one of the eight is a definition. Not one of the widely shared questions in this category is about choosing, paying, migrating or measuring.
The buying questions exist, but each is written by one or two vendors in its own words rather than by ten in the same words, so the category agrees on what the terms mean and agrees on nothing else. The glossary here answers the same terms one page at a time.
What kind of page carries these headings?
Blog posts carry 724 of the 1,748 rows, and comparison pages carry the loudest ones.
Glossary entries carry 277 rows, alternatives pages 270, comparison pages 128, integration pages 121, roundups 93, pricing pages 82 and tool pages 29.
The comparison cluster is where the sales headings live. Ready to See for Yourself? and Which One Fits Your Situation? each appear on 226 pages, and Which Tool Should You Choose? on 82 pages across 5 vendors.
Only 84 of the 1,748 rows are written by five or more vendors. So the category has a small shared vocabulary and a very large private one, and most of the private one is one company's page template counted many times.
How was this built, and when does it change?
By fetching the pages once, extracting their headings, normalising them, and counting.
rival-map.py fetch collected 11,810 pages from the sixty nine vendor sitemaps on 5 October 2026, of which 11,770 returned 200. The first fetch, on 13 September 2026, collected 11,726, of which 11,667 returned 200. questions-dataset.py reads that file, lowercases each heading and strips punctuation so one wording is one row, drops anything under eight characters, and keeps the rows that at least two vendor domains carry.
43,708 distinct headings were seen and 1,748 met the floor.
The normalisation is crude on purpose. Two headings that differ only in capitalisation or a trailing colon become one row, and two that differ by a word do not. That undercounts agreement rather than overcounting it, so every count in the file is a floor.
The refresh rule is one fetch per quarter, and the next is due on 5 January 2027.
What changed between the September and October fetches?
The furniture grew and the definitions stood still.
Between 13 September and 5 October 2026, Frequently Asked Questions went from 1,458 pages to 1,614 and Key Takeaways from 104 to 180, while What is a product roadmap? stayed at 19 pages across 14 vendors. Sixty nine headings crossed the two vendor floor and fifty two fell below it, which took the file from 1,731 rows to 1,748.
The largest newcomer is not a question either: Keep reading., on 759 pages across 5 vendors.
Who is this dataset for?
Anybody writing in this category who wants to know what has already been said and how often.
If you want the pages rather than their headings, all sixty nine sitemaps are enumerated in a second file, how much vocabulary each vendor's comparison pages share is a third, and which directories listing them pass ranking credit is a fourth.
14 days, a card at signup, then $9 or $39 a month.