Measures what GPT-5 believes about SonarQube from training alone, before any web search. We probe the model 5 times across 5 different angles and score 5 sub-signals.
High overlap with brand prompts shows SonarQube is firmly in the model's "code review and collaboration tool" category.
Unprompted recall on 15 high-volume discovery prompts, run 5 times each in pure recall mode (no web). Brands that surface here are baked into the model's training, not borrowed from live search.
| Discovery prompt | Volume | Appeared | Positions (5 runs) |
|---|---|---|---|
| What are the best code review and collaboration tools for engineering teams? | 70 | 1/5 | 7 |
| What are the top code review and collaboration platforms for pull requests? | 0 | 0/5 | — |
| Which code review and collaboration tools are most recommended for developers? | 0 | 1/5 | 10 |
| What are the most popular tools for code review and merge approvals? | 0 | 3/5 | 8, 8, 7 |
| What are the best tools for inline code review and team collaboration? | 0 | 0/5 | — |
| Which platforms are best for managing pull request reviews? | 20 | 0/5 | — |
| What are the top collaboration tools for software development teams? | 210 | 0/5 | — |
| What are the best apps for reviewing code with a team? | 0 | 0/5 | — |
| What code review tools do most dev teams use? | 0 | 3/5 | 6, 8, 9 |
| What are the best developer collaboration tools for code feedback? | 210 | 0/5 | — |
| Which code review tools are easiest to use for teams? | 0 | 1/5 | 8 |
| What are the best tools for managing pull requests and approvals? | 0 | 1/5 | 7 |
| What are the most reliable code collaboration platforms for engineering teams? | 0 | 0/5 | — |
| Which code review and collaboration tools are best for remote teams? | 0 | 0/5 | — |
| What are the best code review tools for agile software teams? | 0 | 1/5 | 9 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
Your Authority is low across category queries. Users asking about your category do not see you. Priority: get listed in "best of" and "top N" articles for your category on domains with strong training-data crawl presence.
+10 to +25 on AuthorityThe model knows your brand when asked directly (LBA > 0) but never volunteers you in category queries. You are outside the model's go-to list. Co-mention density with established category leaders is the single biggest lever: get listed in "Top 10 X" articles alongside the brands the model currently names.
+10 to +30 on TOM over 12-18 monthsYour LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBAOther brands in the Code Review and Collaboration Tools industry, ranked by overall AI Visibility Score.
Every score on this page is reproducible. Below is exactly what we ran and how we computed each number.
(LBA × Authority × TOM)^(1/3). Geometric mean is used so that any single weak metric pulls the overall score down, rather than being masked by strength elsewhere.
quality × meta × stability × share × recognition × 100. Each sub-signal is on a 0-1 scale. Read the full LBA methodology →
Analysis run on April 22, 2026 at 9:18 PM
Click a prompt to expand its responses. 202 total responses across 68 prompts.