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CONVERSATIONAL AI

Production AI Chatbot Development

A useful AI chatbot should be able to understand the conversation, retrieve the right business context, use approved tools, take bounded actions and hand control to a person when needed.

NorthFlow builds conversational AI as part of a production software system — not as an isolated chat widget.

What a Production AI Chatbot Can Do

Understand intent
Retrieve account/customer context
Search knowledge
Check inventory
Check availability
Create or update CRM records
Create support tickets
Book appointments
Prepare responses
Request human approval
Escalate exceptions
Verify actions
Maintain audit history

Chatbot vs Production Conversational System

Basic Chatbot

Question→Prompt
Knowledge retrieval→Answer

Appropriate for simple FAQ and knowledge retrieval where no system action is required.

NorthFlow Production Conversational System

Conversation→Identity/context
Retrieval→Reasoning
Tool selection→Validation
Business action→Human approval
Verification→Audit/monitoring

Appropriate when the conversation needs to perform real business work across systems.

Systems It Can Connect To

Production AI chatbots integrate with the software your business already uses. Each integration is scoped to read/write permissions appropriate to the workflow.

CRM systems (HubSpot, Salesforce, Pipedrive, Close, custom)
Customer databases
Knowledge bases
Inventory systems
Booking and calendar platforms
Support and ticketing systems
Email
WhatsApp Business API
Voice and telephony
Payment systems (where appropriate)
Internal APIs
Custom databases

Production Controls

A production AI chatbot operates within defined boundaries with clear human oversight.

Authentication and identity
Permissions and role-based access
Structured tool calls
Schema validation
Human approval for sensitive actions
Error handling with fallback behavior
Retry logic for transient failures
Fallback to safe default responses
Comprehensive audit logs
Monitoring and evaluation
Rate limits
Data boundaries and retention policies

Working Examples

See production conversational AI systems in action with synthetic business data.

AI Sales Concierge

Interactive AI sales chatbot and conversational sales system connected to synthetic inventory, CRM and booking workflow. The assistant qualifies leads, checks availability, proposes meeting times, and requires human approval before booking.

Try AI Sales Concierge →

AI Service Resolution Agent

Support workflow that uses customer, order and policy context to investigate issues, proposes resolutions, and routes actions through human approval before execution. Demonstrates conversational AI connected to support systems.

Try Service Resolution Agent →

Related Services

Discuss Your AI Chatbot System

Tell us about the workflow you want to automate with conversational AI. We'll review the context and recommend an approach.

START WITH YOUR WORKFLOW

Tell us what needs to work better.

Give us the current workflow, the systems or people involved, and what you want to improve. We'll review the context and determine where conversational AI could genuinely help.

Founder-reviewed · No obligation · Your information stays private

Have a workflow worth rebuilding?

Tell us what happens today, which systems are involved and what needs to improve. NorthFlow will review the workflow and suggest a suitable next step.

Founder-led delivery · Existing systems first · Available internationally