What we automate
Document & data workflows
Extract, classify and route information from documents, emails and forms into your systems.
Cross-system processes
Orchestrate actions across CRM, ERP, APIs and databases with validation and rollback.
Approvals & escalation
Route decisions to the right person, with full context and audit evidence.
Monitoring & reporting
Real-time metrics on volume, quality, cost and exceptions for every automated workflow.
How we build it
- Map the workflow and its decision points before writing code
- Connect systems through APIs and MCP tool servers with scoped permissions
- Add guardrails, approval steps and human-in-the-loop checkpoints
- Ship with evaluation suites and observability on every run
- Iterate on real usage metrics, not assumptions
Evidence in production
Frequently asked questions
What can enterprise AI automation handle?
Repetitive, multi-system workflows: triaging and answering requests, updating records across CRM and ERP, processing documents, routing approvals and escalating exceptions to humans.
Which systems can it integrate with?
CRM, ERP, databases, internal APIs, WhatsApp, marketplaces (including Mercado Libre), email and custom business systems — through APIs and the Model Context Protocol (MCP).
How do you keep automation safe?
With scoped permissions, guardrails, audit logs and human-in-the-loop checkpoints. Sensitive actions require explicit approval, and operators can take over at any point.
How do you measure ROI?
We instrument every workflow: volume automated, resolution rate, escalation rate, time saved and cost per task — so you can see the value instead of guessing.
Can it scale across teams and organizations?
Yes. Our automations run on multitenant architectures that isolate each organization's data, rules and permissions while sharing one reliable infrastructure.
Related
Automate the work that drains your team
Send us one repetitive workflow. We'll map the automation, its guardrails and the expected payoff.
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