Exceptions
Unknown or risky situations follow an explicit recovery path. The agent does not invent a successful result.
A controlled path to production
Bring us the work that wastes time, loses revenue or limits growth. We map it, connect your current software and take responsibility through launch and production support.
Your current stack stays
We do not begin by replacing your CRM, ERP, phone, support desk or mobile applications. We connect the systems needed for one complete process and define exactly when AI or an employee acts.
Eight visible checkpoints
The sequence adapts to the project, but the controls do not disappear. Each stage produces evidence before more scope or risk is added.
We find a repeated process with a clear cost, delay or missed opportunity.
Is this process valuable and safe enough to automate?
Business case agreedWe study the normal journey, missing information, exceptions and employee decisions.
Does the map match how the work actually happens?
Process owner approvalWe decide what the AI may read, decide and change across your existing systems.
Are security, ownership and system boundaries acceptable?
Technical design approvedWe prove the hardest conversation and system action before building the complete operation.
Does the approach solve the problem well enough to continue?
Prototype reviewWe build the agent, integrations and backend logic around the approved process.
Is every action connected to the correct system and owner?
Feature acceptanceEngineers and scenario specialists test success, ambiguity, failure and handoff paths.
Can the system fail safely and involve an employee at the right time?
Launch approvalWe start with a limited scope, monitor real work and expand only when results are stable.
Are quality and business results strong enough to increase volume?
Scale decisionWe review outcomes, correct weak paths and add the next valuable part of the operation.
Which improvement or process creates the next measurable result?
Continuous improvementControl is part of the design
A production agent needs clear limits, recovery paths and people who know when they own the next action.
Unknown or risky situations follow an explicit recovery path. The agent does not invent a successful result.
A customer or employee confirms sensitive actions. The employee receives the conversation and work already completed.
Every business rule, system connection, alert and production decision has a named owner.
Managers can review completed work, failed actions, handoffs and the measures agreed at the start.
Clear responsibility
No handoff between disconnected vendors. The same TWINMIND team follows the process from discovery to production support.
Process design, system architecture, integrations, agent scenarios, testing, deployment, monitoring and technical support.
Process owners, system access, business rules, compliance decisions, acceptance criteria and the people responsible for handoff.
Success measures, launch readiness, production reviews and the decision to improve or expand the system.
Start with the process, not the technology