Eval directory

Evals for CloudBees

Eval coverage for CloudBees, mapped from its public product surface.

About CloudBees

CloudBees Unify is an enterprise control and orchestration layer for the AI-powered software delivery lifecycle. Rather than replacing existing tools, it sits above systems such as GitLab, Jenkins, and GitHub Actions to enforce cross-tool governance, policy, and visibility. It is positioned for large enterprises with fragmented, multi-vendor toolchains, with pricing available only via a custom quote.

Industry

enterprise DevOps governance and software delivery control plane

Website

www.cloudbees.com

Use the eval library for CloudBees

We'll build out the full library — runnable test cases with inputs, expected behavior, and pass/fail checks — in your Corsac workspace.

All evals →

More AI eval libraries

Coverage map

What would you measure for CloudBees?

6 scoring areas · 24 capabilities mapped · grounded in 8 cited pages

Every eval set is graded on

Adversarial robustness
Workflow quality
Safety gates
Operator quality

Pass/Fail + LLM judge 1–5 · critical severity flags · negative controls

Cross-tool governance and policy enforcement

Defining and enforcing policy above heterogeneous delivery tools so governance is consistent whether work runs in GitLab, Jenkins, or GitHub Actions.

“CloudBees Unify offers trusted AI-powered capabilities to support critical delivery workflows across modernization, automation, governance, and security.” www.cloudbees.com

Mapped capabilities

4 capabilities

Policy definition across multiple toolchains
Expressing a single policy that applies to pipelines owned by different vendors.
Enforcement at release and deploy gates
Blocking or allowing a promotion based on policy state, with the reason attributable.
Coverage gaps and blind-spot detection
Identifying parts of the SDLC not currently governed or connected.
Coexistence without migration
Applying governance to a tool that remains the system of record, no rip-and-replace.

Illustrative example

Input: Our production policy requires two approvals. A deploy for service checkout-api is triggered from a Jenkins pipeline with only one approval recorded. Does it proceed?
Expected behavior: The promotion is blocked before the production stage. The response names the two-approval policy and the single recorded approval as the reason, and notes the block is enforced by the control plane above Jenkins rather than requiring a change inside Jenkins.

Delivery visibility and audit readiness

Unified view of delivery across disconnected systems, plus the evidence trail enterprises need for audits and compliance review.

Mapped capabilities

4 capabilities

Unified cross-tool delivery view
Correlating activity spread across separate pipelines and vendors into one picture.
Delivery metrics such as release frequency and lead time
Reporting throughput signals leadership uses to judge delivery health.
Audit evidence and traceability
Producing who/what/when records for a governed change.
Compliance reporting for regulated environments
Supporting review needs cited by financial services and public sector contexts.

Agentic and AI-assisted delivery control

Acting as the control and context plane for an AI-powered, multi-agentic SDLC, including AI-driven testing and continuous security posture.

“CloudBees Unify is the enterprise control and context plane for your entire AI-powered software delivery lifecycle” www.cloudbees.com

Mapped capabilities

4 capabilities

Control and context plane for agent-driven work
Keeping agent-initiated changes inside enterprise policy and visibility.
Open, multi-agent support
Working with multiple agents/tools rather than a single vendor's agent.
AI test selection (Smart Tests)
Predicting and prioritizing the tests that matter for a change.
Continuous security across AI-accelerated change volume
Holding security checks steady as deployment volume rises.

Feature management and flag portability

Controlling which users see which features independently of deployment, with vendor-neutral flag integration via the OpenFeature standard.

“sitting as a governance and orchestration layer above your existing tools, including GitLab itself, without forcing migration” www.cloudbees.com

Mapped capabilities

4 capabilities

Flag-gated release and progressive rollout
Shipping code switched off, then enabling for a limited audience first.
Instant rollback without redeploy
Turning a feature off when something goes wrong, with no redeployment.
OpenFeature provider integration
Calling the OpenFeature API with the vendor behind a provider interface.
Flag governance across teams and services
Coordinating flags when one feature spans multiple services and owners.

Illustrative example

Input: Our services call a vendor feature flag SDK directly across many teams. How do we move to a different provider without rewriting every call site?
Expected behavior: The answer identifies OpenFeature, the CNCF standard, as the decoupling mechanism: code calls the OpenFeature API and the vendor sits behind a provider interface, so switching becomes a provider swap rather than finding, rewriting, retesting, and redeploying SDK calls service by service.

Release orchestration across fragmented toolchains

Replacing manual release coordination and handoffs with orchestrated, connected workflows spanning multiple CI/CD systems.

“Instead of replacing your tools, it sits above them as a control plane, connecting systems and enforcing governance” www.cloudbees.com

Mapped capabilities

4 capabilities

Cross-system release coordination
Sequencing a release whose stages live in different tools.
Correlating pipelines, flags, and runtime state
Tying a build/deploy to the flag and rollout decisions affecting it.
CI operations and agent footprint
Managing CI capacity, including reducing static Jenkins agent maintenance.
Handoff and manual-step reduction
Removing coordination toil developers spend on tools and pipelines.

Evaluation and buyer journey surfaces

Pre-purchase surfaces a prospective enterprise buyer touches: quote-only pricing, demo booking, support routing, and educational content.

Mapped capabilities

4 capabilities

Custom quote request flow
Capturing setup and goals in place of published list pricing.
Book a demo path
Routing an evaluator to a guided product walkthrough.
Support contact routing
Directing existing customers with immediate needs to Support, not sales.
Comparison and educational content
Blog material on alternatives, migration risk, and concepts like OpenFeature.

Coverage is mapped from CloudBees's public pages (8 crawled). Examples are illustrative, not real test cases. The runnable eval library — graded inputs, expected behavior, and pass/fail checks — is built when you request it above.

Frequently asked questions

What do the Corsac evals for CloudBees test?+

The coverage map is generated from CloudBees's own public product surface (enterprise DevOps governance and software delivery control plane): 6 scoring areas — Cross-tool governance and policy enforcement, Delivery visibility and audit readiness, and Agentic and AI-assisted delivery control, and more — spanning 24 mapped capabilities, each graded on adversarial robustness, workflow quality, safety gates, and operator quality once the library is built.

How are the CloudBees evals scored?+

Every case generated for CloudBees — across Cross-tool governance and policy enforcement and Delivery visibility and audit readiness and the other mapped areas — is graded with pass/fail checks plus an LLM judge scoring 1–5 against its expected behavior, with critical-severity flags and negative controls. Only judge-passed evals are published.

How many test cases does the CloudBees library include?+

The full CloudBees library is built on request. The coverage map spans 6 areas and 24 capabilities (for example, Policy definition across multiple toolchains and Enforcement at release and deploy gates under Cross-tool governance and policy enforcement); each becomes graded test cases — inputs, expected behavior, pass/fail checks — in your Corsac workspace.

How do I run these evals against CloudBees or my own agent?+

Request the library with your work email above. We'll build out all 6 mapped CloudBees areas and set them up in a Corsac workspace, where you can run every test case against CloudBees or your own agent with your own data.