AWSVisual low-code tool for building AWS-backed apps from Figma designs
vs
GitLabSpeed with control for agentic software engineering
Comparison · CI/CD · weekly run Nov 3
AWS 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 CI/CD: it has a visibility score of 76.8 versus 12.8 for AWS, and ranks ahead in 79% of the answers that name both.
Choose AWS if…
- You need SOC 1 or SOC 2 or SOC 3 or ISO 27017 or ISO 27018 or ISO 27701 or PCI DSS Level 1 or FedRAMP or DoD SRG or ISO 9001 or ISO 27001 coverage
- You prefer a larger, established vendor (5,000+ employees)
- Core federation and multi-account management included at no extra charge
- Enterprise-grade reliability and uptime on AWS infrastructure
Choose GitLab if…
- You want the brand AI engines rank higher (76.8 vs 12.8)
- AI answers describe it more positively (46% vs 16% positive)
- 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
AI visibility side by side
Latest weekly run · Nov 3
| Metric | AWS | GitLab |
|---|---|---|
| Visibility score | 12.8% | 76.8% |
| Change vs last week | New | New |
| Rank in CI/CD | #10 | #2 |
| Share of voice | 4.4% | 12.7% |
| Mentions this run | 26 | 75 |
| Positive in AI answers | 16% | 46% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
AWS 0pp · GitLab 0pp over 0 weekly runs.
Engine by engine
GitLab leads on 3 of 3 engines
ChatGPT
AI Mode
Perplexity
AWSGitLab
Head to head in AI answers
29 engine answers name both brands
6AWS ranked higher
23GitLab ranked higher
| Prompt | Engine | AWS | GitLab |
|---|---|---|---|
| What is a CI/CD tool and when does a company need one? | AI Mode | #6 | #2 |
| How do I choose a CI/CD tool for a mid-market team? | ChatGPT | #10 | #2 |
| How do I choose a CI/CD tool for a mid-market team? | AI Mode | #4 | #2 |
| What features matter most in a CI/CD tool? | ChatGPT | #6 | #2 |
| What features matter most in a CI/CD tool? | AI Mode | #4 | #2 |
| What are common mistakes when buying a CI/CD tool? | ChatGPT | #6 | #2 |
| What are common mistakes when buying a CI/CD tool? | AI Mode | #2 | #5 |
| How do companies build, test and ship code automatically without a dedicated tool? | ChatGPT | #5 | #2 |
| What should a CI/CD tool integrate with? | ChatGPT | #5 | #2 |
| What should a CI/CD tool integrate with? | AI Mode | #5 | #2 |
| What should a CI/CD tool integrate with? | Perplexity | #8 | #2 |
| What are the best CI/CD tools in 2026? | ChatGPT | #13 | #2 |
Features, pricing & fit
| Dimension | AWS | GitLab |
|---|---|---|
| Pricing model | — | Per seat |
| Entry price | — | Free; paid from $29 per seat / mo |
| Free plan | — | Yes |
| Deployment | — | GitLab.com, self-managed and GitLab Dedicated |
| Compliance | SOC 1, SOC 2, SOC 3, ISO 27017, ISO 27018, ISO 27701, PCI DSS Level 1, FedRAMP, DoD SRG, ISO 9001, ISO 27001 | 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 | 2021 | 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
AWS
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
AWS
- Core federation and multi-account management included at no extra charge
- Enterprise-grade reliability and uptime on AWS infrastructure
- Pay-as-you-go, usage-based pricing
- Deep integration with the AWS ecosystem and AI tools
- Recognised by analysts such as Gartner and ISG
- Requires strong AWS engineering or technical expertise
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, “AWS vs GitLab”, https://slateindex.ai/compare/aws-vs-gitlab, data of Nov 3, 2026. Licence: CC BY 4.0.