Execution failures
We test the reliability of tools before handing them over to your operation.
A4 Verified
Before putting a digital employee to work in your company, A4 rigorously tests tools and integrations, establishing clear Guardrails for operation.
Why we validate
We test the reliability of tools before handing them over to your operation.
We apply strict Guardrails (safety limits) so the agent only operates with real data from your company.
We guarantee technical confidence: the agent only asks for strictly necessary permissions and does not leak credentials.
We evaluate the maintenance and updating of technologies used in the flow.
If something breaks, we know exactly at which step and why it failed.
Technical behind the scenes
Our team and systems evaluate each component before inserting it into a commercial solution.
Solves a recurring operational problem, not just a demonstration.
Executes end-to-end in a clean environment, without undocumented tweaks.
Only asks for necessary permissions and handles credentials correctly.
Works with runtimes and versions supported by A4 IA.
Provides understandable instructions, examples, and usage limits.
Has received recent updates and has an identifiable maintainer.
The cost of execution is proportional to the delivered result.
Number of manual steps and points of failure in activation.
Internal classification
A4 Verified
Aprovada em todos os critérios e liberada para uso em kits A4.
Verified com ajustes
Funciona, mas exige configuração ou correção documentada pela A4 IA.
Experimental
Em observação. Uso permitido apenas em ambiente controlado.
Não recomendada
Reprovada em critérios relevantes. Existe alternativa melhor.
Bloqueada
Apresenta risco de segurança. Não é instalada em nenhum kit.
Abandonada
Sem manutenção há mais de doze meses.
Substituída
Sucedida por outra Skill com escopo equivalente.
Example of our Internal Score
Origin: ClawHub · Version 2.4.1
Next step
Tell A4 which process is repetitive, slow, or hard to track. We will evaluate if it can become a digital employee.