WhatsApp AI, connected to the full opportunity.

Respond, qualify, follow up, and support customers through approved WhatsApp workflows connected to the CRM.

It is designed for businesses and teams that need a clearer, connected way to improve discovery, customer response, revenue operations, digital products, or repetitive work without assembling another disconnected tool stack.

The scope can include Automated replies, Qualification, Follow-up, Human handoff, CRM sync. The final design is based on the actual business workflow.

Start where delay, manual repetition, missed context, weak visibility, or inconsistent follow-up creates a measurable cost. Choose one workflow with a clear owner and outcome before expanding.

Usually. Marsen maps required data, actions, permissions, and failure cases first, then keeps, connects, or replaces each system based on what the workflow needs.

Not by default. Useful systems can remain in place. Replacement is considered only when a current tool blocks the outcome, creates unnecessary operating cost, or cannot meet required controls.

AI is limited to approved knowledge and actions. Permissions, confidence boundaries, exception handling, escalation, monitoring, and human review are defined around the risk of the job.

The implementation defines what data is needed, where it comes from, who can access it, which providers process it, how long it is retained, and what should never enter the workflow.

Timing depends on the workflow, data, integrations, access, languages, approvals, edge cases, testing, deployment, and training. Marsen defines milestones once those requirements are understood.

Cost depends on software, usage, implementation, integrations, infrastructure, support, and ongoing optimization. Marsen prices the actual scope rather than publishing a misleading one-size-fits-all number.

The measurement plan connects activity to the business result: qualified visibility, response time, conversions, pipeline movement, completion, reliability, adoption, cost, or capacity depending on the workflow.

Yes. A focused pilot is often the best path when it has real data, representative exceptions, a clear human owner, success criteria, and a decision about what happens after the test.