AI agents and multi-agent systems
Agentic AI Consulting Toronto
Design AI agents that plan tasks, use tools, and coordinate business workflows within defined permissions and human approval boundaries.
Built around your environment
From AI responses to coordinated action
Agentic AI combines models, tools, and workflow logic to carry out multi-step tasks. Agents can research information, analyze data, prepare drafts, and coordinate work across connected systems rather than only answering individual prompts.WEBSITETOON helps assess opportunities, develop custom agents, integrate business tools, and establish governance and monitoring. The scope of automation depends on your workflows, data, systems, and acceptable risks.Autonomy should be bounded. Consequential actions require explicit permissions and human approval before execution. Teams retain oversight, escalation paths, and the ability to stop or override agent activity.Our services
Choose the right starting point.
Scope the services around your systems, data, business priorities, and review requirements.01
AI Agent Strategy and Roadmap
Assess business processes and identify suitable automation opportunities. Prioritize use cases by feasibility, integration needs, risks, and measurable business objectives to build a phased roadmap.02
Custom AI Agent Development
Design, develop, and test agents for specific workflows, from focused task assistants to coordinated systems. Define task boundaries, evaluation criteria, failure handling, and human review before operational use.03
Multi-Agent Orchestration
Design collaboration between agents with specialized roles, tools, and responsibilities. Establish handoffs, shared context, coordination rules, and escalation paths for complex workflows.04
Agent Tool Integrations
Connect agents to approved business systems through available APIs and interfaces. Limit access and permitted actions to the needs of each workflow.- CRM and ERP systems
- Databases and custom applications
- Email and calendars
- Project management tools and data pipelines
05
Security and Governance
Implement permission boundaries, audit trails, guardrails, escalation procedures, and stop controls. Require human approval before consequential actions such as external communications, financial transactions, production changes, or sensitive record updates. These controls reduce risk but do not guarantee safety or compliance.06
Performance Monitoring
Track task completion, errors, cost per action, and business impact against agreed baselines. Review failures and feedback to inform changes; test those changes before expanding agent responsibilities.07
Team Training and Enablement
Train teams in prompting, agent supervision, permission management, approval checkpoints, and escalation. Help staff recognize when to review, override, or stop an agent rather than rely on its output.A considered approach
Understand the details before you begin.
Review the capabilities, requirements, and limitations relevant to your engagement.Potential Agentic AI Workflows
Use cases are assessed for suitability before implementation. Outputs and actions remain subject to role-specific review, access controls, and approval requirements.- Customer service: gather context, draft responses, coordinate follow-up, and escalate complex issues.
- Research and analysis: collect permitted information, compare sources, and prepare reports for review.
- Cross-department workflows: coordinate sales, operations, finance, and HR tasks with defined handoffs.
- Software and operations: draft code, assist with reviews and tests, and monitor systems; production changes require approval.
- Data pipelines: assist with extraction, transformation, validation, and analysis across approved sources.
- Sales support: research prospects and draft outreach; external messages and bookings follow approval rules.
- Compliance support: flag potential policy or regulatory issues for qualified review, not certify compliance.
- Supply chain support: analyze inventory, logistics, and procurement options; consequential commitments require approval.
Use Cases by Industry
Explore workflow assistance tailored to your industry. Professional, clinical, legal, financial, and other consequential decisions remain with authorized people.- Financial services: fraud investigation support, portfolio analysis, onboarding, and compliance issue triage.
- Healthcare: patient intake, documentation drafts, scheduling, insurance verification, and referral coordination.
- Legal: research, contract review support, draft preparation, case management, and deadline tracking.
- E-commerce: customer service, inventory analysis, pricing recommendations, marketing drafts, and fulfillment coordination.
- Manufacturing: inspection support, maintenance coordination, supply chain analysis, and production scheduling.
- Real estate: lead qualification, property matching, showing coordination, market analysis, and transaction support.
- Professional services: proposal drafts, project coordination, resource planning, client communication support, and knowledge management.
Framework and Infrastructure Choices
Evaluate frameworks such as LangChain, CrewAI, AutoGen, or custom components according to workflow requirements. Infrastructure choices depend on model compatibility, access needs, and operational constraints. Local hosting can support greater control over data handling, but privacy depends on the complete system configuration and connected services.Our process
A clear path from planning to review.
Agree on priorities, responsibilities, and measures before implementation.- 01
Assess and Prioritize
Review workflows, data access, integration needs, risks, and success measures to identify an appropriate starting use case. - 02
Design Roles and Controls
Define agent responsibilities, permitted tools, coordination rules, human approval checkpoints, and escalation paths. - 03
Build and Integrate
Develop the agents and connect approved systems using scoped permissions. - 04
Test and Review
Evaluate task performance, errors, tool use, and control behavior. Review readiness with the people responsible for the workflow before operational use. - 05
Monitor and Enable Teams
Train supervisors, track agreed metrics, review incidents and feedback, and test proposed improvements.
Frequently asked questions