AI AGENTS / BUILT FOR PRODUCTION
AI agents, built for your operations.
We design, integrate and operate production AI agents across your systems—with clear permissions, human approval and measurable outcomes.
Built for production. Governed from day one.
CONNECTED SYSTEMS
One agent. Integrated with the systems your team already runs.
07 SYSTEMS / CONNECTED
Notion
HubSpot
Pipedrive
Slack
Gmail
Outlook
OpenAI
OBSERVE · REASON · ACT · VERIFY · IMPROVE · OBSERVE · REASON · ACT · VERIFY · IMPROVE · OBSERVE · REASON · ACT · VERIFY · IMPROVE
THE AGENT OPERATING LOOP
From context to action in one governed loop.
04 STAGES / ONE AGENT
01
Connect
Connects to approved records, messages and operational context.
02
Reason
Applies business rules, thresholds and approval policies.
03
Act
Updates systems, drafts responses and routes work to owners.
04
Observe
Tracks outcomes, exceptions and human review signals.
01
New request detected
02
Context assembled
03
Action proposed
04
Human approval
05
Systems updated
06
Outcome reported
WHERE AGENTS CREATE VALUE
Fewer handoffs. Faster decisions.
01 / REVENUE OPS
Move every qualified opportunity forward
Qualify demand, enrich records, update the CRM and recommend the next best action.
02 / CUSTOMER OPS
Resolve customer work with full context
Triage requests, assemble accurate answers, route exceptions and retain a complete audit trail.
03 / INTERNAL OPS
Automate cross-system handoffs
Coordinate recurring work across inboxes, documents, approvals and core operating systems.
04 / DECISION OPS
Turn operational signals into decisions
Surface risks, summarize change and deliver decision-ready updates to accountable owners.
Your team owns the decisions. MONO agents run the repeatable work.
THE TEAM / SIX DISCIPLINES
Six disciplines. One accountable delivery team.
Senior specialists across strategy, engineering, integrations, product and governance—working as one delivery team.
01 / STRATEGY
Ava Chen
AI Transformation Lead
Defines the use case, business case and accountable delivery scope.
02 / SYSTEMS
Marcus Reed
Lead Agent Systems Engineer
Designs the reasoning, tools, memory and safeguards behind each agent.
03 / AUTOMATION
Léa Martin
Workflow Automation Architect
Turns cross-system workflows into reliable, observable automations.
04 / PRODUCT
Samir Patel
AI Product & UX Lead
Designs agent experiences teams can understand, supervise and adopt.
05 / INTEGRATIONS
Nora Brooks
Enterprise Integrations Engineer
Connects agents to the APIs, data and systems where work happens.
06 / GOVERNANCE
Mateo Ruiz
AI Governance & Reliability Lead
Owns permissions, evaluation, observability and release evidence.
PRODUCTION AGENT SYSTEMS
A production agent designed around your operating model.
Context-grounded
Understands approved data, business language and operating constraints.
System-integrated
Works across your existing stack through secure, scoped integrations.
Workflow-native
Executes multi-step work with explicit triggers, retries and handoffs.
Observable by default
Logs every action, measures outcomes and escalates uncertainty to human owners.
GOVERNANCE IS PART OF THE PRODUCT
Autonomy with operational guardrails.
Each agent runs with role-based access, approval checkpoints and escalation policies. Your team controls what it can read, change and send.
Scale automation without creating a black box.
Least-privilege permissions
Human approval gates
Complete audit history
Instant pause and human override
Private, scoped system access
FROM WORKFLOW TO PRODUCTION
Launch one high-value agent. Expand with evidence.
01 / DISCOVER
Map the business workflow
Identify the trigger, owner, systems, risks and measurable outcome.
02 / DESIGN
Design the agent system
Define context, tools, decisions, permissions and review gates.
03 / DEPLOY
Validate before rollout
Test representative cases, instrument outcomes and release safely.
04 / OPERATE
Expand autonomy with evidence
Monitor production, resolve exceptions and widen scope only when performance is proven.
START WITH ONE WORKFLOW
Which workflow should your team stop running manually?
Show us the workflow, systems and owner. We will return with a scoped agent plan for integration, governance and rollout.