Intake
Understand
Interpret a request and identify what information or action is needed.
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AI agents built
around your business.
AI agents can do more than answer questions. They can retrieve information, interact with enterprise applications, execute workflows and bring people in when judgment or approval is required.
Delivery framework
From business need to production-ready AI
- Understand the request
- Retrieve relevant context
- Use approved tools
- Escalate when needed
- Record what happened
Business-led, with people accountable for decisions and approvals.
Useful work, clearly bounded
Give agents a job, the right tools and the right limits.
An enterprise agent is a software capability designed around a defined task. We shape its role, information sources, integrations, permission boundaries and escalation behavior around the process it supports.
Context
Retrieve
Find relevant records, documents and knowledge from authorized sources.
Execution
Act
Call approved tools and update connected systems within defined permissions.
Oversight
Escalate
Route ambiguity, exceptions and consequential decisions to a person.
Practical applications
Start with a process where coordination is the work.
Examples of agent capabilities we can evaluate and design for enterprise workflows.
Customer
Service Concierge
Customer service
Answer common questions, retrieve account information, create service requests and escalate complex cases.
Explore this workflowRevenue
Pipeline Scout
Sales operations
Qualify inbound leads, research accounts, prepare summaries, update CRM records and schedule meetings.
Explore this workflowFinance
Invoice Coordinator
Accounts receivable
Monitor invoices, respond to invoice questions, send reminders and escalate overdue accounts.
Explore this workflowPeople
Talent Connector
Recruiting
Support resume review, candidate matching, initial qualification, scheduling and candidate communication.
Explore this workflowOperations
Sourcing Advisor
Procurement
Compare supplier quotes, retrieve purchasing history and assist with purchase requests.
Explore this workflowKnowledge
Document Analyst
Document intelligence
Extract structured information, summarize agreements, identify clauses and route results.
Explore this workflowKnowledge
Knowledge Guide
Enterprise knowledge
Help employees search policies, procedures and internal content while respecting permissions.
Explore this workflowTechnology
IT Triage Assistant
IT service desk
Answer support questions, diagnose common issues, create tickets and escalate incidents.
Explore this workflowWorkflow example
From manual work to intelligent automation.
A simplified customer request workflow illustrates the shift: the agent coordinates routine work across systems while people remain accountable for exceptions and approvals.
Before
Manual sequence
Customer sends email
Employee reads request
Search CRM and ERP
Re-enter information
Prepare and send response
With an AI agent
Controlled sequence
Customer request
Agent understands intent
Retrieves authorized records
Executes approved workflow
Human approval if needed
Responds and records activity
AI does the repetitive work. Your people remain in control.
See Governance ControlsBuilt for the real environment
Integrations, permissions and operations matter.
Agents must work within enterprise identity, information and system boundaries. We design connections and access around your requirements—not as an afterthought.
Design considerations
- Approved data sources and retrieval
- Role-based access and least privilege
- CRM, ERP, service and internal apps
- Human approvals and exception paths
- Audit records and operational monitoring
- Testing for failure and edge cases
Next step
Choose a workflow worth improving.
We can help scope the process, integrations, guardrails and success measures before committing to an agent design.
Discuss Agent DevelopmentExplore related capabilities