Amazon CodeGuruAWS code review and profiling service
vs
GitLabSpeed with control for agentic software engineering
Comparison · AI Coding Assistants · weekly run Nov 3
Amazon CodeGuru vs GitLab
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
GitLab is the stronger AI pick in AI Coding Assistants: it has a visibility score of 11.2 versus 0 for Amazon CodeGuru.
Choose Amazon CodeGuru if…
- You need Cyber Essentials Plus or SOC, PCI, FedRAMP and HIPAA (Profiler) coverage
- You prefer a larger, established vendor (5,000+ employees)
Choose GitLab if…
- You want the brand AI engines rank higher (11.2 vs 0)
- You need SOC 2 Type 2 (GitLab.com and GitLab Dedicated) or ISO/IEC 27001:2022 or ISO/IEC 27017:2015 or ISO/IEC 27018:2019 or GDPR compliance or CSA Trusted Cloud Provider or FedRAMP Moderate baseline (GitLab Dedicated for Government) or GovRAMP authorized coverage
- All-in-one DevSecOps platform
- Integrated security scanning
AI visibility side by side
Latest weekly run · Nov 3
| Metric | Amazon CodeGuru | GitLab |
|---|---|---|
| Visibility score | 0% | 11.2% |
| Change vs last week | New | New |
| Rank in AI Coding Assistants | #37 | #7 |
| Share of voice | 0% | 3.1% |
| Mentions this run | 0 | 15 |
| Positive in AI answers | — | 46% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Amazon CodeGuru 0pp · GitLab 0pp over 0 weekly runs.
Engine by engine
GitLab leads on 3 of 3 engines
ChatGPT
AI Mode
Perplexity
Amazon CodeGuruGitLab
Head to head in AI answers
0 engine answers name both brands
0Amazon CodeGuru ranked higher
0GitLab ranked higher
Features, pricing & fit
| Dimension | Amazon CodeGuru | GitLab |
|---|---|---|
| Pricing model | — | Per seat |
| Entry price | — | Free; paid from $29 per seat / mo |
| Free plan | — | Yes |
| Deployment | Managed AWS service | GitLab.com, self-managed and GitLab Dedicated |
| Compliance | Cyber Essentials Plus, SOC, PCI, FedRAMP and HIPAA (Profiler) | SOC 2 Type 2 (GitLab.com and GitLab Dedicated), ISO/IEC 27001:2022, ISO/IEC 27017:2015, ISO/IEC 27018:2019, GDPR compliance, CSA Trusted Cloud Provider, FedRAMP Moderate baseline (GitLab Dedicated for Government), GovRAMP authorized |
| Support | — | Priority support with 24x5 coverage and SLAs (Premium), Upgrade Support |
| Founded | — | 2014 |
| Headquarters | Seattle, Washington | San Francisco, California, US |
| Employees | 5,000+ | 1,001–5,000 |
| Funding | — | PIPE |
| Best for | — | Scaling development teams and enterprises that need advanced security and compliance capabilities |
Plans side by side
Amazon CodeGuru
Pricing not available.
GitLab
Free$0per user/month
Premium$29per user/month, billed annually
UltimateCustomcustom pricing, contact sales
GitLab DedicatedCustomcontact sales
GitLab Dedicated for GovernmentCustomcontact sales
Pros and cons
Themes from the AI answers that mention each brand
Amazon CodeGuru
Profile in progress.
GitLab
- All-in-one DevSecOps platform
- Integrated security scanning
- Robust built-in CI/CD pipelines
- Free tier for individuals and open-source projects
- High adoption and user ratings
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Amazon CodeGuru vs GitLab”, https://slateindex.ai/compare/amazon-codeguru-vs-gitlab, data of Nov 3, 2026. Licence: CC BY 4.0.