Budget Cash Driver
AI recommendation signal analysis across 385 domains for the Budget Cash Driver persona in Auto Glass Repair.
This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.
Get in touch →How to use this page
Join the right communities
The forums and message boards that own this industry's discussion. Monitor them for pain points and participate where your customers already gather.
Where the numbers come from
We run forums, message boards queries for this industry through Google and aggregate every result: domains by rank-weighted score (higher positions count for more) and appearance count, exact URLs by appearance count, and the most common title phrases.
What's on this page
Domain and URL charts, the full result list, and title n-gram tables.
Research: Forums, Message Boards
Domains appearing in Google results for Budget Cash Driver's Research: Forums, Message Boards queries. Score is a rank-weighted sum (higher-ranked appearances count for more); count is a plain appearance tally.
Top URLs
Individual pages (not just domains) ranked by the same rank-weighted score, labeled by page title.
All Results
Every result for Budget Cash Driver's Research: Forums, Message Boards queries, ranked by how many times each exact URL appeared (ties broken by average rank position, so appearing higher up wins), a different aggregation than the score-based charts above. Title and URL links open in a new tab.
Title N-Grams
Most common word phrases (2 to 7 words) across every result title for these queries.
2-grams
| 50 | auto glass |
| 43 | windshield repair |
| 17 | glass repair |
| 14 | windshield replacement |
| 8 | repair in |
| 7 | glass auto |
| 6 | repair or |
| 5 | repair forum |
| 5 | affordable auto |
| 5 | replacement in |
| 5 | or replace |
| 4 | cheap windshield |
| 4 | glass services |
| 4 | chip repair |
| 3 | on the |
| 3 | the windshield |
| 3 | delta kits |
| 3 | repair kits |
| 3 | repair replacement |
| 3 | mobile auto |
| 2 | what s |
| 2 | new on |
| 2 | diy windshield |
| 2 | repair replace |
| 2 | how to |
3-grams
| 16 | auto glass repair |
| 7 | auto glass auto |
| 6 | glass auto glass |
| 5 | windshield repair forum |
| 5 | affordable auto glass |
| 5 | repair or replace |
| 4 | windshield repair in |
| 4 | auto glass services |
| 4 | windshield repair or |
| 3 | the windshield repair |
| 3 | cheap windshield repair |
| 3 | windshield repair kits |
| 3 | windshield replacement in |
| 3 | mobile auto glass |
| 2 | new on the |
| 2 | on the windshield |
| 2 | windshield replacement repair |
| 2 | auto glass replacement |
| 2 | glass repair replacement |
| 2 | budget auto glass |
| 2 | glass repair in |
| 2 | price auto glass |
| 2 | chip in windshield |
| 2 | in windshield repair |
| 2 | or replace bmw |
4-grams
| 6 | auto glass auto glass |
| 4 | windshield repair or replace |
| 3 | the windshield repair forum |
| 2 | new on the windshield |
| 2 | on the windshield repair |
| 2 | glass auto glass services |
| 2 | auto glass repair replacement |
| 2 | affordable auto glass repair |
| 2 | glass auto glass repair |
| 2 | auto glass repair in |
| 2 | chip in windshield repair |
| 2 | repair or replace bmw |
| 1 | what s new on |
| 1 | s new on the |
| 1 | what s the cheapest |
| 1 | s the cheapest car |
| 1 | the cheapest car windshield |
| 1 | cheapest car windshield repair |
| 1 | car windshield repair around |
| 1 | cheapest windshield repair in |
| 1 | windshield repair in maryland |
| 1 | repair in maryland r |
| 1 | in maryland r columbiamd |
| 1 | delta kits windshield repair |
| 1 | kits windshield repair forum |
5-grams
| 2 | new on the windshield repair |
| 2 | on the windshield repair forum |
| 2 | auto glass auto glass services |
| 2 | auto glass auto glass repair |
| 2 | windshield repair or replace bmw |
| 1 | what s new on the |
| 1 | s new on the windshield |
| 1 | what s the cheapest car |
| 1 | s the cheapest car windshield |
| 1 | the cheapest car windshield repair |
| 1 | cheapest car windshield repair around |
| 1 | cheapest windshield repair in maryland |
| 1 | windshield repair in maryland r |
| 1 | repair in maryland r columbiamd |
| 1 | delta kits windshield repair forum |
| 1 | top 10 best cheap windshield |
| 1 | 10 best cheap windshield repair |
| 1 | best cheap windshield repair in |
| 1 | cheap windshield repair in phoenix |
| 1 | windshield repair in phoenix az |
| 1 | recommendations for out of pocket |
| 1 | for out of pocket windshield |
| 1 | out of pocket windshield replacement |
| 1 | diy windshield repair kits experiences |
| 1 | affordable auto glass auto glass |
6-grams
| 2 | new on the windshield repair forum |
| 1 | what s new on the windshield |
| 1 | s new on the windshield repair |
| 1 | what s the cheapest car windshield |
| 1 | s the cheapest car windshield repair |
| 1 | the cheapest car windshield repair around |
| 1 | cheapest windshield repair in maryland r |
| 1 | windshield repair in maryland r columbiamd |
| 1 | top 10 best cheap windshield repair |
| 1 | 10 best cheap windshield repair in |
| 1 | best cheap windshield repair in phoenix |
| 1 | cheap windshield repair in phoenix az |
| 1 | recommendations for out of pocket windshield |
| 1 | for out of pocket windshield replacement |
| 1 | affordable auto glass auto glass services |
| 1 | auto glass auto glass services serving |
| 1 | glass auto glass services serving west |
| 1 | windshield repair replace recommendation in the |
| 1 | repair replace recommendation in the bay |
| 1 | replace recommendation in the bay area |
| 1 | a 1 auto glass home page |
| 1 | cheap windshield repair shop not shea |
| 1 | windshield repair shop not shea stadium |
| 1 | auto glass service in forney texas |
| 1 | glass service in forney texas 214 |
7-grams
| 1 | what s new on the windshield repair |
| 1 | s new on the windshield repair forum |
| 1 | what s the cheapest car windshield repair |
| 1 | s the cheapest car windshield repair around |
| 1 | cheapest windshield repair in maryland r columbiamd |
| 1 | top 10 best cheap windshield repair in |
| 1 | 10 best cheap windshield repair in phoenix |
| 1 | best cheap windshield repair in phoenix az |
| 1 | recommendations for out of pocket windshield replacement |
| 1 | affordable auto glass auto glass services serving |
| 1 | auto glass auto glass services serving west |
| 1 | windshield repair replace recommendation in the bay |
| 1 | repair replace recommendation in the bay area |
| 1 | cheap windshield repair shop not shea stadium |
| 1 | auto glass service in forney texas 214 |
| 1 | glass service in forney texas 214 681 |
| 1 | service in forney texas 214 681 6255 |
| 1 | delta kits how to search the windshield |
| 1 | kits how to search the windshield repair |
| 1 | how to search the windshield repair forum |
| 1 | auto glass repair affordable auto glass milton |
| 1 | glass repair affordable auto glass milton in |
| 1 | in need of a cheap windshield repair |
| 1 | need of a cheap windshield repair company |
| 1 | of a cheap windshield repair company that |