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Explore AI Assistant & Automation Services

Compare conversational assistants, governed agents, private-document RAG, workflow automation, and WhatsApp Business automation by use case.

Compare Service PathsDiscuss Your Scope
  • Scope agreed before development
  • Milestone reviews
  • Source code handover
Concept knowledge assistant interface with answer and source cards beside document folders
Illustrative concept. Compare the scope below to find the right fit.

Focused Capabilities

Compare AI & Automation service paths

Compare what each service covers, then open its project guide for examples, briefing questions and launch checks.

Path 01

AI Chatbot Development

Build conversational AI assistants that resolve customer inquiries accurately. Connect LLM APIs, approved business knowledge and human support escalation paths.

Concept system mapCustomer assistant Sample flow
InputSupport desk
WorkflowConversation & intent design
SystemPython
Concept system flow for AI Chatbot Development, using illustrative sample stages and no live client data.

7 related services and solutions

A useful starting questionWhich questions are in scope?

Review scope & delivery
Path 02

Governed AI Agent Development

Build autonomous AI agents that use approved tools to complete business tasks. Configure action permissions, human approvals and real-time execution telemetry.

Concept system mapAgent control room Sample flow
InputCRM APIs
WorkflowAgent job definition
SystemPython
Concept system flow for Governed AI Agent Development, using illustrative sample stages and no live client data.

7 related services and solutions

A useful starting questionWhich actions require confirmation?

Review scope & delivery
Path 03

Business Workflow Automation

Eliminate repetitive manual steps by connecting the business tools you use daily. Build reliable automated workflows, data validation and error handling queues.

Concept system mapWorkflow builder Sample flow
InputCRM
WorkflowProcess mapping
SystemNode.js
Concept system flow for Business Workflow Automation, using illustrative sample stages and no live client data.

6 related services and solutions

A useful starting questionWhat starts and completes the workflow?

Review scope & delivery
Path 04

Private RAG Knowledge Assistant

Enable teams to search company documents using retrieval augmented generation. Connect vector embeddings, document citations and role-based access filtering.

Concept system mapDocument knowledge studio Sample flow
InputDocument repositories
WorkflowKnowledge inventory
SystemPython
Concept system flow for Private RAG Knowledge Assistant, using illustrative sample stages and no live client data.

6 related services and solutions

A useful starting questionWhich documents are approved for retrieval?

Review scope & delivery
Path 05

WhatsApp Business Automation

Connect WhatsApp Business API messaging to customer workflows with consent. Automate appointment booking, lead qualification and direct CRM synchronization.

Concept system mapMessaging operations Sample flow
InputCRM
WorkflowConversation mapping
SystemWhatsApp Business Platform
Concept system flow for WhatsApp Business Automation, using illustrative sample stages and no live client data.

6 related services and solutions

A useful starting questionWhich messages are useful to the customer?

Review scope & delivery
Path 06

AI & Machine Learning Development

Build and deploy production machine learning models, predictive pipelines, and enterprise AI integrations with verified data security and model evaluation.

Concept system mapAI & ML engineering studio Sample flow
InputREST / GraphQL APIs
WorkflowData engineering & preparation
SystemPython
Concept system flow for AI & Machine Learning Development, using illustrative sample stages and no live client data.

6 related services and solutions

A useful starting questionWhat decision will the model support?

Review scope & delivery
Before you request a quote

Decide what the assistant must never guess

Define topics that need a person, sources that are approved and actions that require explicit confirmation. Evaluate real questions from your workflow, including unclear requests and missing information. Keep monitoring and knowledge updates in the operating plan after launch.

Bring a brief your team can agree on

Describe the task, who completes it and what currently gets in the way. Include the tools you use, any records that need to move and one person who can review the proposed scope.

  • List the essential workflow for the first release and the ideas that can wait.
  • Share sample content or anonymised records so edge cases are visible early.
  • Agree on acceptance checks, handover needs and who will operate the finished system.

Need help choosing a ai & automation path?

Share the workflow, audience, and systems involved. We will identify the narrowest service path before estimating scope.

Discuss Your Requirements