CISO Tribune

Vendor comparison · 2 companies

GitLab vs Promptfoo

GitLab states that software teams and their agents plan, build, secure, and ship on one control plane. Promptfoo builds open-source tools for secure, reliable AI applications. CISO Tribune files both under Static application security testing. This page sets the two records side by side: what each sells, where it is based, who owns and funds it, the customers it names and its recent news, each fact numbered to its source.

Change the companies

Up to four companies side by side.

  • GitLab
  • Promptfoo
GitLab vs Promptfoo: Products, Customers and Funding Compared
GitLabGitLab states that software teams and their agents plan, build, secure, and ship on one control plane.about.gitlab.comPromptfooPromptfoo builds open-source tools for secure, reliable AI applications.promptfoo.dev
What it sells
  • GitLab Duo Agent Platform[3]Orchestrates agents across the software development lifecycle.
  • GitLab.com[3]GitLab.com is multi-tenant SaaS.
  • Self-Managed[3]Self-Managed runs in the customer's environment.
  • GitLab Dedicated[3]Single-tenant SaaS with data residency and isolation controls.
  • GitLab Dedicated for Government[3]FedRAMP Moderate authorized single-tenant SaaS.
  • CI/CD Catalog[9]A shared, versioned home for tested components.
  • Red Teaming[2][4][5]Simulates real users to uncover application-specific vulnerabilities.
  • Evaluations[2][5]LLM evaluation of prompts and models that can run inside CI workflows.
Categories
Headquarters
Not stated on its pagesSan Francisco, United States[1][3]
Founded
Not stated on its pages2024[1][12]
Ownership and funding
Public (Nasdaq Global Market: GTLB)[1][14]Owned by OpenAI[12]
Named customers
Not stated on its pagesNot stated on its pages
Recent news
Not stated on its pages
  • March 9, 2026OpenAI agreed to buy Promptfoo, a startup helping businesses find and fix security issues in AI models during development.[13]
  • March 9, 2026OpenAI announced it has acquired Promptfoo, an AI security startup founded in 2024 to protect LLMs from adversarial attacks.[12]
G2 and Gartner Peer Insights
  • G2: listed, seen November 10, 2026[14]
  • Gartner Peer Insights: Not stated on its pages
  • G2: Not stated on its pages
  • Gartner Peer Insights: Not stated on its pages
Who it fits
GitLab offers Self-Managed for customers that run it on any cloud or on premises, including air-gapped patterns. GitLab addresses teams that build spacecraft, aviation, and defense software. GitLab describes running agentic work on-prem or BYOM when ITAR and IP demand it. GitLab addresses teams that move software from commit to vehicle, with SLSA-ready controls and SBOM visibility.Not written yet
Last verified
November 5, 2026November 4, 2026

Where they overlap

  • GitLab and Promptfoo are both filed under Static application security testing.

Where they differ, field by field

  • GitLab's primary category is Static application security testing; Promptfoo's is AI model and agent security.
  • GitLab is also filed under Software composition analysis, Secrets detection and Software supply chain security. Promptfoo is also filed under AI firewalls and guardrails and Breach simulation and automated pen-testing.
  • GitLab lists GitLab Duo Agent Platform, GitLab.com, Self-Managed, GitLab Dedicated, GitLab Dedicated for Government and 1 more. Promptfoo lists Red Teaming and Evaluations.
  • Promptfoo is headquartered in San Francisco, United States.
  • Promptfoo was founded in 2024.
  • GitLab is a public company listed on Nasdaq Global Market as GTLB. Promptfoo is owned by OpenAI.

What it sells: GitLab

What GitLab Duo Agent Platform does[3]
Foundational, custom, and external agents run flows for planning, coding, review, security, and CI/CD. Humans stay above the loop with policy, identity, and audit. GitLab Duo Agent Platform covers agents, agentic workflows, model choice, and extensibility.
What GitLab.com does[3]
GitLab.com is a multi-tenant SaaS deployment of GitLab. Across deployments, customers can use GitLab-managed models or self-hosted models.
What Self-Managed does[3]
Self-Managed runs in the customer's environment. Self-Managed runs on any cloud or on premises, including air-gapped patterns.
What GitLab Dedicated does[3]
GitLab Dedicated provides single-tenant SaaS. GitLab Dedicated provides data residency and isolation controls.
What CI/CD Catalog does[9]
The CI/CD Catalog is a shared, versioned home for tested components. Teams publish versioned, reusable components once.

What it sells: Promptfoo

What Red Teaming does[2][4][5]
Promptfoo creates thousands of context-aware attacks tailored to the customer's application. The open-source Community version includes up to 10k probes per month at no charge.
What Evaluations does[2][5]
Promptfoo's LLM evaluation can be integrated into a CircleCI pipeline. Promptfoo can be integrated with test frameworks like Jest and Vitest to evaluate prompts as part of existing testing and CI workflows. Promptfoo provides real-time alerts and automated evaluations to show LLM security status across all projects.

Questions about GitLab and Promptfoo

What do GitLab and Promptfoo sell?
GitLab sells GitLab Duo Agent Platform, GitLab.com, Self-Managed, GitLab Dedicated, GitLab Dedicated for Government and 1 more. Promptfoo sells Red Teaming and Evaluations.
Are GitLab and Promptfoo in the same category?
They share Static application security testing. GitLab's primary category is Static application security testing and Promptfoo's is AI model and agent security.
Where are GitLab and Promptfoo headquartered?
Promptfoo is headquartered in San Francisco, United States.
When were GitLab and Promptfoo founded?
Promptfoo was founded in 2024.
Who owns GitLab and Promptfoo?
GitLab is a public company listed on Nasdaq Global Market as GTLB. Promptfoo is owned by OpenAI.
Who are GitLab and Promptfoo sold to?
GitLab offers Self-Managed for customers that run it on any cloud or on premises, including air-gapped patterns.
What have GitLab and Promptfoo announced recently?
March 9, 2026: OpenAI agreed to buy Promptfoo, a startup helping businesses find and fix security issues in AI models during development.

About GitLab

GitLab states that software teams and their agents plan, build, secure, and ship on one control plane. GitLab describes that control plane as covering unified context, orchestration, security and governance, and execution on GitLab Core. GitLab combines planning, source control, and CI/CD in one platform, and projects, releases, and code share one data plane.[3][4]

GitLab runs four peer pillars on one foundation. Execution and Workflows covers planning, source code management, CI/CD pipelines, registry, and delivery. Security and Governance covers application security, software composition analysis, compliance management, and agent governance. Context and Data covers analytics, value stream visibility, and lifecycle context including Context Graph. Agentic Orchestration covers GitLab Duo Agent Platform: agents, agentic workflows, model choice, and extensibility. Deployment and AI inference options let customers choose where GitLab runs and which models power agents.[2][3]

GitLab Duo Agent Platform is how GitLab orchestrates agents across the software development lifecycle. GitLab says humans stay above the loop with policy, identity, and audit. GitLab defines intelligent orchestration as teams setting intent and guardrails while agents execute within them. Policies, approvals, and scanning in GitLab apply to human and agent changes alike. GitLab supports APIs, webhooks, integrations, and Model Context Protocol (MCP) so agents and tools share context under the customer's policies. Across deployments, GitLab customers can use GitLab-managed models or self-hosted models, and reshape seats and agent usage with GitLab Flex.[3][4]

GitLab runs scanning, policies, and approvals inside the pipeline. GitLab consolidates scanners such as SAST, SCA, Secret Detection, and DAST into one platform. Security findings from GitLab appear directly in merge requests and IDEs. GitLab built-in scans run on every push to detect insecure code during development. GitLab can run automated security scans to capture vulnerabilities before code is merged. GitLab supports ensuring that passwords and sensitive information are not in source code. GitLab can find disclosed vulnerabilities in dependent software before they reach production. GitLab can generate an SBOM automatically so that every dependency in the project is known.[4][5][6]

GitLab can block risky packages before they enter the build. GitLab describes protecting multiple attack surfaces, including code, build, dependencies, and release artifacts, with policy-as-code and continuous governance. GitLab can block malicious packages and packages above a vulnerability severity threshold before they are fetched. GitLab can scan licenses and block packages that fall outside organization policies. GitLab isolates the build environment to block unauthorized access and malicious code execution.[6]

GitLab offers over 60 out-of-the-box controls prebuilt into a single platform. GitLab keeps code authors, reviewers, and deployers separated by policy so that no single person or agent can develop and deploy unreviewed changes. GitLab captures every human and AI-driven change in one immutable audit trail. GitLab maps controls from every major or custom framework into a single, unified compliance view. For infrastructure, GitLab includes Infrastructure as Code static and dynamic testing to help catch vulnerabilities before they get to production. GitLab integrates Flux to support pull-based GitOps workflows. GitLab stores Terraform state files and modules and shows Terraform plan output directly in the merge request.[4][7][8]

GitLab.com is multi-tenant SaaS, and Self-Managed runs in the customer's environment on any cloud or on premises, including air-gapped patterns. GitLab Dedicated and GitLab Dedicated for Government provide single-tenant SaaS with data residency and isolation controls. GitLab can deploy to virtual machines, Kubernetes clusters, or FaaS from multiple cloud vendors. Organizations can make one annual commitment and steer their spend across seat-based licenses and usage-based credits.[3][4][9]

GitLab provides building blocks to support compliance, certification, and standards programs for functional safety, code quality, and other requirements: ISO 26262, MISRA, IEC 61508. GitLab describes integrating virtual and physical hardware testing into automated CI. GitLab describes self-hosted and BYOM options that keep code and data inside the customer's boundary. GitLab describes shift-left policies, remediation, and release evidence that help engineer processes for DO-178C.[2][3][9][10][11][12][13]

GitLab on the record

Sources

GitLab full record

  1. [1]CompanyGitLab · about.gitlab.com · undated page, accessed November 5, 2026 · Tier A
  2. [2]about.gitlab.comGitLab · about.gitlab.com · undated page, accessed November 5, 2026 · Tier A
  3. [3]GitLab Platform - Speed with controlGitLab · undated page, accessed November 10, 2026 · Tier A
  4. [4]GitLab - Speed with control for agentic software engineeringGitLab · undated page, accessed November 10, 2026 · Tier A
  5. [5]Application security testingGitLab · undated page, accessed November 10, 2026 · Tier A
  6. [6]Software Supply Chain SecurityGitLab · undated page, accessed November 10, 2026 · Tier A
  7. [7]Software compliance automationGitLab · undated page, accessed November 10, 2026 · Tier A
  8. [8]GitOps infrastructure automationGitLab · undated page, accessed November 10, 2026 · Tier A
  9. [9]Continuous Integration and Delivery (CI/CD)GitLab · undated page, accessed November 10, 2026 · Tier A
  10. [10]GitLab for automotive softwareGitLab · undated page, accessed November 10, 2026 · Tier A
  11. [11]GitLab for aerospace and defenseGitLab · undated page, accessed November 10, 2026 · Tier A
  12. [12]GitLab ServicesGitLab · undated page, accessed November 10, 2026 · Tier A
  13. [13]GitLab for StartupsGitLab · undated page, accessed November 10, 2026 · Tier A
  14. [14]GitLab Reviews 2026: Details, Pricing, & FeaturesG2 · undated page, accessed November 10, 2026 · Tier C

Promptfoo full record

  1. [1]PressPromptfoo · promptfoo.dev · undated page, accessed November 4, 2026 · Tier A
  2. [2]promptfoo.devPromptfoo · promptfoo.dev · undated page, accessed November 4, 2026 · Tier A
  3. [3]About Promptfoo | AI Security Experts | PromptfooPromptfoo · undated page, accessed November 10, 2026 · Tier A
  4. [4]Build Secure AI Applications | PromptfooPromptfoo · undated page, accessed November 10, 2026 · Tier A
  5. [5]Pricing | PromptfooPromptfoo · undated page, accessed November 10, 2026 · Tier A
  6. [6]Setting up Promptfoo with CircleCI | PromptfooPromptfoo · undated page, accessed November 10, 2026 · Tier A
  7. [7]Testing prompts with Jest and Vitest | PromptfooPromptfoo · undated page, accessed November 10, 2026 · Tier A
  8. [8]Finding LLM Jailbreaks with Burp Suite | PromptfooPromptfoo · undated page, accessed November 10, 2026 · Tier A
  9. [9]SharePoint Integration | PromptfooPromptfoo · undated page, accessed November 10, 2026 · Tier A
  10. [10]Langfuse integration | PromptfooPromptfoo · undated page, accessed November 10, 2026 · Tier A
  11. [11]AI Security for Real Estate | PromptfooPromptfoo · undated page, accessed November 10, 2026 · Tier A
  12. [12]OpenAI acquires Promptfoo to secure its AI agents | TechCrunchTechCrunch · published March 9, 2026 · Tier B
  13. [13]OpenAI Buying AI Security Startup Promptfoo to Safeguard AI Agents - BloombergBloomberg · published March 9, 2026 · Tier B

Spot a factual error? Request a correction.