Voice AI

AI Voice Assistants for Internal Operations

Internal voice assistants fail for the same reason internal tools fail. They are deployed without training on how your team actually works, without integration to the systems they use every day, and without an adoption plan. We build internal voice assistants designed around real workflows, connected to your actual systems, with adoption paths for teams that have never used voice interfaces.

What you get

  • A voice interface trained on your actual terminology, workflows, and system structure
  • Integration with your internal systems: CRM, ticketing, scheduling, or knowledge base
  • Error handling and fallback design for queries the assistant can't resolve
  • Adoption plan designed for the teams who will use it every day
  • Monitoring that detects when the assistant is failing before your team stops using it

What This Covers

Specific capabilities and deliverables within this engagement.

Conversation Design

  • Workflow mapping to identify high-value voice interaction patterns
  • Intent taxonomy design based on real user queries
  • Entity and parameter extraction for action-taking assistants
  • Fallback and disambiguation design for unclear intent

System Integration

  • CRM, ticketing, and internal database integration
  • Authentication and access control aligned to your permission model
  • Action execution (create, update, lookup) with confirmation flows
  • Audit logging for all assistant-initiated actions

Deployment & Adoption

  • Channel selection aligned to where your team actually works
  • Team-specific onboarding flow design
  • Feedback mechanism for users to flag incorrect responses
  • Gradual rollout plan to manage adoption risk

Quality & Operations

  • Intent recognition accuracy monitoring
  • Fallback rate tracking and trend alerting
  • Query log review for training data improvement
  • Periodic model refresh cadence

Engagement flow

How the work progresses

Each step produces concrete decisions, artifacts, and sequencing guidance your team can use immediately.

1

Workflow & Use Case Audit

Map the internal workflows, query types, and system integrations that would benefit most from a voice interface before designing anything.

2

Conversation & Integration Design

Design intent taxonomy, system integration points, action flows, and fallback handling against your actual workflows.

3

Build & Internal Testing

Build the assistant, integrate with internal systems, and test against representative real-world queries from your team.

4

Rollout & Adoption Monitoring

Deploy with a structured adoption plan, usage monitoring, and a feedback loop for the teams using it.

Best fit signals

This work is most valuable when the need is clear but structure, ownership, and sequencing are not yet defined.

Your team spends significant time on information lookups, status checks, or routine updates that could be voice-enabled
Internal systems are accessible but navigating them is slow enough to be a real workflow cost
You want a voice interface for a specific workflow before committing to a platform-wide deployment
Your team is comfortable with voice interfaces in consumer tools but hasn't had them integrated into internal systems

Ready to Get Started?

Book a strategy call to discuss your requirements and whether this engagement is the right fit.