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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 score12.8%76.8%
Change vs last weekNewNew
Rank in CI/CD#10#2
Share of voice4.4%12.7%
Mentions this run2675
Positive in AI answers16%46%

The stronger value in each row is marked with a ✓.

Visibility score trend

Weekly runs over the last 60 days

0%25%50%75%100%Nov 3AWS 13%

AWS 0pp · GitLab 0pp over 0 weekly runs.

Engine by engine

GitLab leads on 3 of 3 engines

ChatGPT
14.4%
79.3%
AI Mode
18.9%
79.3%
Perplexity
5%
71.8%
AWSGitLab

Head to head in AI answers

29 engine answers name both brands

6AWS ranked higher
23GitLab ranked higher

Features, pricing & fit

DimensionAWSGitLab
Pricing model—Per seat
Entry price—Free; paid from $29 per seat / mo
Free plan—Yes
Deployment—GitLab.com, self-managed and GitLab Dedicated
ComplianceSOC 1, SOC 2, SOC 3, ISO 27017, ISO 27018, ISO 27701, PCI DSS Level 1, FedRAMP, DoD SRG, ISO 9001, ISO 27001SOC 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
Founded20212014
HeadquartersSeattle, WashingtonSan Francisco, California, US
Employees5,000+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
GitLab pricing

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.