Layer / 01
Identify
Identify the workflows where agents can move business metrics.
We work with leadership to map workflows, quantify the business case, and prioritize where AI will move metrics first.
SERVICES
From AI pilotsto AI-native operations.
GNTC embeds Forward-Deployed Engineers with your team to redesign workflows, deploy production agents on EntryDesk, and build the operating model to scale them safely.
WHY ENTERPRISE AI STALLS
Most AI pilots do not fail because the model is weak. They fail because the agent was never connected to the real workflow, the data was never production-ready, the approval path was unclear, and no one owned the system after launch.
The hard part is not the model. It is changing the work around it.
GNTC turns AI ambition into production workflows — integrated, governed, observed, and adopted by the teams who run the business.
AI-Native / Transformation Framework
We help enterprises move from isolated AI experiments to AI-native operations across six layers — each one a move your team makes, not a deliverable you wait for.
Layer / 02
Define
Define how humans, agents, and systems work together.
We redesign how people, agents, and approvals fit together — so the new operating model is clear before any system gets built.
Layer / 03
Integrate
Connect agents to the right knowledge, tools, and permissions.
We design the knowledge, integration, and access foundations agents need to act on the right data without expanding your risk surface.
Layer / 04
Ship
Ship agents on EntryDesk against real systems and real users.
Forward-Deployed Engineers build, integrate, and ship the production agent on EntryDesk — against the real systems your team uses every day.
Layer / 05
Governance
Monitor quality, risk, cost, and compliance after launch.
We operationalize the controls, evaluations, and monitoring that keep production agents accountable to your business, IT, and compliance teams.
Layer / 06
Transfer
Train your internal owners to operate and scale the agent pipeline.
We train your internal owners to run the live system and stand up a repeatable pipeline to ship the next ten agents.
SERVICE OFFERINGS
An AI-native company runs on four pillars working as one: the staff who own the work, the agents who do it, the integration that connects them, and the governance that keeps it accountable. We help you build all four.
AI-NativeCompany
Staff
Your people — the roles they own, the scenarios they run, and where agents create leverage.
Agent
Production agents doing real work inside the systems your team already uses.
Integration
The knowledge, data, and tools agents need to act — without losing control.
Governance
The boundaries, evaluations, and audit trail that keep agents accountable.
AI-Native Company
Staff
Your people — the roles they own, the scenarios they run, and where agents create leverage.
Agent
Production agents doing real work inside the systems your team already uses.
Integration
The knowledge, data, and tools agents need to act — without losing control.
Governance
The boundaries, evaluations, and audit trail that keep agents accountable.
Staff
Staff & Scenario Mapping
Understand how your people actually work — and where agents create leverage.
Includes
- Role and responsibility mapping
- Day-to-day scenario analysis
- Workflow inventory
- Process bottleneck analysis
- Human–agent fit assessment
- Value and ROI prioritization
Best for
Enterprises that want to understand where agents fit alongside their people before building.
Agent
Agentic Workflow Design & Deployment
Turn a high-value workflow into a production agent.
Includes
- Workflow redesign
- Agent architecture and design
- System and tool integration
- EntryDesk implementation
- Human approval and oversight design
- Production launch and adoption
Best for
Teams with a clear workflow that needs to become AI-native.
Integration
Data, Knowledge & Integration Foundation
Give agents the context and access they need — without losing control.
Includes
- Knowledge architecture and curation
- Retrieval and search design
- Integration with CRM, ERP, and operational systems
- Data access and permissioning
- Source attribution and traceability
- Tool and API access governance
Best for
Enterprises whose data and systems are too fragmented for reliable AI deployment.
Governance
Governance, AgentOps & Scale
Keep agents safe, measurable, and improving after launch.
Includes
- AI policy and guardrails
- Evaluation framework
- Agent monitoring
- Audit logs and access control
- Incident response
- Cost and performance tracking
- Lifecycle management
Best for
Enterprises that want to move from one AI pilot to many production agents.
HOW WE DELIVER
GNTC's Forward-Deployed Engineers embed with your operators, IT, security, and domain experts to build agents where the work actually happens.
Frameworks do not transform companies. Production systems do.
-
They build, not advise.
Our FDEs do not stop at strategy. They design the agentic workflow, integrate it with your systems, stand up the evaluations and controls, and ship the production agent on EntryDesk.
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They embed, not disappear.
FDEs sit with operators, IT, security, and domain experts to understand how work actually happens. The result is not a generic automation — it is an agentic workflow shaped around your systems, policies, and people.
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They own production, not handoff.
"Done" means the agent is live, integrated, observed, governed, and adopted. We stay until business metrics move and your internal owners can operate the system.
If you've bought consulting before and ended up with a report instead of a result — that's the model we replace.
ENGAGEMENT MODEL
Two fixed four-week sprints take you from workflow map to a live production agent. Scale then runs for as long as you keep shipping.
01 / DISCOVER
4 weeks
FDEs sit with your teams to map workflows, score value, and align on the first production target.
You get
- Workflow inventory
- ROI estimates
- Pilot scope
02 / BUILD
4 weeks
FDEs design, build, and ship the agent — on EntryDesk, integrated with your existing stack and governed from day one.
You get
- Production agent live
- System integrations
- Trained admins
03 / SCALE
Ongoing
FDEs hand off ownership to your internal admin and operators, and stay on call as you extend the pipeline to new workflows.
You get
- Trained owners
- AgentOps & playbooks
- A pipeline of next workflows
WHAT PRODUCTION MEANS AT GNTC
A demo answers a question. A production agent changes how work gets done.
- Integrated with the systems your team already uses
- Grounded in approved company knowledge
- Monitored for quality, cost, latency, and risk
- Governed with permissions, approvals, and audit logs
- Adopted by real operators
- Measured against business outcomes
We didn't write a whitepaper about agentic enterprise. We became one. Then we built the company that helps yours do the same.
GOVERNANCE BY DESIGN
Production agents need more than prompts. They need boundaries.
- System inventory and risk mapping
- Evaluation sets and regression testing
- Role-based access and tool permissioning
- Human-in-the-loop approval paths
- Audit logs and action traceability
- Escalation playbooks and incident response
- Cost, latency, and quality monitoring
- Lifecycle management and continuous improvement
The result is an agentic workflow that is not only powerful, but observable, governable, and accountable.
You don't need another AI strategy deck.
You need the first workflow in production.
And a repeatable way to scale the next ten.
Talk to us