Start with one valuable, sensitive workflow. Set clear limits, preserve human judgment and gather the evidence needed to decide where to expand.
Decision. Choose valuable, sensitive work that is also bounded and reversible. Define the intended outcome, accountable owners and points for human intervention.
With ContactLab. The proof available today uses Claude Code or Codex in engineering workflows under conditions set by the organization.
Outcome. The company decides from an observed execution, not a promise.
Decision. Determine which files, systems, connections and credentials the agent truly needs to complete the work.
With ContactLab. Each workflow runs within approved access, with human review when an action requires a decision.
Outcome. The agent remains useful without receiving the broad access of the person or environment that started the task.
Decision. Replace isolated setups with a common standard for access, review and records of the work.
With ContactLab. Security, Platform, Compliance and business teams work through the same process with clear responsibilities.
Outcome. The organization repeats what works without rebuilding control for every team or supported agent.
Decision. Use what the first workflow proves to assess new teams, data and systems without losing approved limits.
With ContactLab. Controls, approvals and evidence can be reused. Workflows involving data and business systems are assessed case by case against the integrations they require.
Outcome. Adoption grows through proven decisions without presenting expansion as delivered maturity.
Today, ContactLab proves the model with Claude Code and Codex in governed engineering workflows. Data and business systems are areas of applicability and expansion, validated for each workflow before they are presented as available.
| Area | Examples | What your organization can evaluate |
|---|---|---|
| Engineering and technology | Repositories, CI/CD, cloud tooling | See current proof with Claude Code and Codex under defined access, review and evidence. |
| Data and analysis | Databases, warehouses, files, analytics | Evaluate limited access and evidence for a customer-defined workflow. This is an expansion area validated case by case. |
| Business operations | CRM, productivity tools, internal APIs | Assess applicability after validating the workflow, integrations, controls and intended outcome. |
In the meeting, we use ContactLab's own company tenant to present a live or prepared execution. The environment remains private and no public access is granted.