Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Gerrit without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Gerrit 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 Gerrit 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 | 3/5 | 4, 6, 5 |
| What are the top code review and collaboration platforms for pull requests? | 0 | 5/5 | 6, 7, 7, 5, 5 |
| Which code review and collaboration tools are most recommended for developers? | 0 | 4/5 | 5, 4, 4, 6 |
| What are the most popular tools for code review and merge approvals? | 0 | 5/5 | 5, 5, 5, 5, 4 |
| What are the best tools for inline code review and team collaboration? | 0 | 4/5 | 6, 8, 5, 4 |
| Which platforms are best for managing pull request reviews? | 20 | 4/5 | 5, 6, 5, 7 |
| 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 | 3/5 | 5, 7, 5 |
| What code review tools do most dev teams use? | 0 | 5/5 | 5, 5, 4, 5, 5 |
| What are the best developer collaboration tools for code feedback? | 210 | 1/5 | 6 |
| Which code review tools are easiest to use for teams? | 0 | 4/5 | 5, 5, 5, 5 |
| What are the best tools for managing pull requests and approvals? | 0 | 2/5 | 5, 5 |
| What are the most reliable code collaboration platforms for engineering teams? | 0 | 2/5 | 5, 7 |
| Which code review and collaboration tools are best for remote teams? | 0 | 1/5 | 6 |
| What are the best code review tools for agile software teams? | 0 | 5/5 | 5, 4, 6, 6, 4 |
This report focuses on Code Review and Collaboration Tools because that is where Gerrit scores highest. The model also evaluates it against the industries below, with their own prompts and competitor sets. Click any industry for its full leaderboard.
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
Retrieval (42) beats recall (32). Current web knows you, but training data lags. Focus on category-phrase density in authoritative sources so future training cycles pick you up.
+5 to +15 on Authority recallYour TOM is solid on specialty queries but weaker on broad category questions. Seed content that frames your brand in the exact phrasing users use in broad queries, not just your specialty sub-category.
+5 to +15 on TOMYour 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 9:10 PM
Click a prompt to expand its responses. 202 total responses across 68 prompts.