Implementation varies by scope: PoCs often run 2–6 weeks; typical process automations take 6–12 weeks. Large enterprise rollouts with integrations and MLOps can take several months—each project includes a milestone plan and timelines.

ROI depends on process complexity and volume. We provide an automation ROI assessment during discovery and quantify savings from reduced manual effort, lower error rates, and faster throughput.

Yes. We integrate automations with SAP, Oracle, NetSuite, and other ERPs using secure connectors and transaction-safe patterns to keep your systems in sync.

We use encryption, role-based access, audit logging, and secure deployment practices. For regulated industries, we implement compliance controls and documentation to meet audit requirements.

Yes—invoice processing is a common use case. We combine OCR/computer vision, validation rules, and RPA to extract invoice data, route approvals, and post to accounting systems.

Yes. We run focused pilot projects to validate technical feasibility, measure accuracy, and estimate cost savings before scaling to production.

We offer training courses, tutorials, and DIY kits to upskill your teams. We also provide hiring guidance and role-based training to support in-house automation ownership.

Managed services include monitoring, incident response, model retraining, and SLA-backed support for uptime and performance. Packages are customizable for enterprise needs.

Yes—we share case studies, pilot outcomes, and client testimonials relevant to your industry so you can evaluate our track record before you engage.