GitLabSpeed with control for agentic software engineering

HerokuThe AI cloud application platform, from Salesforce, for deploying, managing, and scaling your apps.

Comparison · CI/CD · weekly run Nov 3

GitLab vs Heroku

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 0.3 for Heroku, and ranks ahead in 100% of the answers that name both.

Choose GitLab if…

You want the brand AI engines rank higher (76.8 vs 0.3)
You want a free plan to start
AI answers describe it more positively (46% vs 0% 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

Choose Heroku if…

You want a lower entry price ($5 vs $29)
You need PCI DSS Level 1 Service Provider or HIPAA or ISO 27001 or ISO 27017 or ISO 27018 or SOC 1 or SOC 2 or SOC 3 coverage
Flat tiers pricing suits your budget better than per seat

AI visibility side by side

Latest weekly run · Nov 3

Metric	GitLab	Heroku
Visibility score	76.8%	0.3%
Change vs last week	New	New
Rank in CI/CD	#2	#31
Share of voice	12.7%	0.2%
Mentions this run	75	1
Positive in AI answers	46%	0%

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

Visibility score trend

Weekly runs over the last 60 days

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

Engine by engine

GitLab leads on 3 of 3 engines

ChatGPT

79.3%

AI Mode

79.3%

0.9%

Perplexity

71.8%

GitLabHeroku

Head to head in AI answers

1 engine answers name both brands

1GitLab ranked higher

0Heroku ranked higher

Prompt	Engine	GitLab	Heroku
What should a CI/CD tool integrate with?	AI Mode	#2	#8

Features, pricing & fit

Dimension	GitLab	Heroku
Pricing model	Per seat	Flat tiers
Entry price	Free; paid from $29 per seat / mo	$5 / mo
Free plan	Yes	No
Deployment	GitLab.com, self-managed and GitLab Dedicated	Fully managed cloud platform as a service (container-based)
Integrations	—	150+
Compliance	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	PCI DSS Level 1 Service Provider, HIPAA, ISO 27001, ISO 27017, ISO 27018, SOC 1, SOC 2, SOC 3
Support	Priority support with 24x5 coverage and SLAs (Premium), Upgrade Support	Enterprise-grade support with SLAs and onboarding for Heroku Enterprise customers
Founded	2014	2007
Headquarters	San Francisco, California, US	San Francisco, California, United States (Salesforce headquarters, 415 Mission St)
Employees	1,001–5,000	201–500
Funding	PIPE	Series A dated March 13, 2013 (amount redacted, not confirmed)
Best for	Scaling development teams and enterprises that need advanced security and compliance capabilities	Developers, startups, agencies and enterprises that want to deploy and scale apps without managing servers