AGENTIC ORGANIZATION · BY HUF
From transactions to value creation.
We redesign your organization around outcomes: people and AI agents working together in Outcome Cells, with governance, security and change management from day one.
The depth of a C-suite firm. The speed of a team already putting agents into production.
WHERE IS YOUR COMPANY?
Three questions, three levels of impact.
01 · Use
How do I do my task faster?
AI assistants and individual productivity. The role barely changes.
02 · Automate
Which part of the flow can AI do?
Agents that execute defined steps. Tasks and handoffs change.
03 · Redesign
What outcome can we deliver in a new way?
People and agents are designed together. Structure, decisions and talent change.
TOOL → WORKFLOW → OPERATING MODEL
The opportunity is not to automate today's organization. It is to redesign it around outcomes.
THE MODEL
From org chart to Outcome Cells.
In an agentic organization the unit of work is no longer the department: it is the cell. One business outcome, one owner, the people and agents who deliver it, and clear rules on who decides what.
Vertical flows · handoffs between areas · manual coordination
Cells by outcome
Cross-functional teams form around a business priority.
Talent in motion
Expertise moves across cells, not only up the reporting line.
Shared agents
One agent serves several cells and processes.
Explicit rules
Decisions, data, risk and accountability always visible.
How an Outcome Cell works.
01
Signals
Sales, POS, inventory, campaigns
02
Agent
Integrates data, detects anomalies, builds baseline
03
Person
Validates assumptions and scenarios
04
Agent
Proposes replenishment and simulates impact
05
Decision
Aligns service, cash, margin and risk
Outcome
One business KPI
Outcome owner
One accountable person
People
Who decide and resolve exceptions
Agents
Who run the routine
Rules
Decisions reserved for people
Data
The single source of truth
Human control: rules, data quality, approvals, risk and accountability.
Work moves from operations to the business.
| Today | With agents | Human value |
|---|---|---|
| Capture and reconcile | The agent executes and documents | Validate rules and resolve exceptions |
| Prepare reports | The agent drafts the initial narrative | Interpret drivers and recommend actions |
| Follow up | The agent monitors and reminds | Unblock decisions and align stakeholders |
| Basic analysis | The agent compares and simulates | Challenge assumptions and choose trade-offs |
- 01
Transactional executor
Work content
Captures, reconciles, prepares and follows up.
Success = Volume and accuracy
- 02
Augmented professional
Work content
Uses agents to speed up analysis and documentation.
Success = Quality and productivity
- 03
Business integrator
Work content
Connects data, process, customer and areas to resolve exceptions.
Success = Decisions and alignment
- 04
Outcome owner
Work content
Orchestrates people and agents; improves the system and owns the value.
Success = Impact and learning
Learn the tool → redesign the process → integrate decisions → lead outcomes
Work doesn't disappear. It shifts toward decisions, integration, relationships and accountability.
The 5 C's of agentic talent.
Commercial judgment
Business, P&L, market and customer.
Calculation
Deciding with data, scenarios and metrics.
Connection
End-to-end processes, automation and agent integration.
Convening
Influence, stakeholders and cross-functional work.
Change
Adaptability, experimentation and continuous improvement.
EXPLORE → APPLY → INTEGRATE → ORCHESTRATE → MULTIPLY
See roles and capabilitiesYou don't launch an agent. You install a new way of working.
- 01
Case for change
An honest narrative: what problem we solve, what value we seek and what work changes.
- 02
Participatory design
Users and leaders co-design the human-agent flow, exceptions and controls.
- 03
Roles and accountability
Who configures, uses, supervises, approves, resolves exceptions and improves the agent.
- 04
Capabilities
Close gaps in AI, data, process, business, judgment and influence.
- 05
Adoption in the flow
Pilots, assisted practice, champions, team routines and visible feedback.
- 06
Governance and value
Guardrails, metrics, human decisions, risks and benefits.
Solutions already running in production.
Regional Control Tower · Exceptions
Active orders
2,418
Orders at risk
64
Value at risk
$41.2M MXN
Need executive decision
3
Value at risk by stage (MXN millions)
- Production6.8
- Consolidation5.1
- Ocean carrier14.3
- Customs8.9
- Transport3.7
- DC2.4
Today's exceptions
- Leadership · Mexico · Ocean carrier$6.4M
Chain A
Split shipment: 30% air, 70% ocean; extra cost $0.6M, protects the season.
Approved
- Leadership · Colombia · Customs$3.1M
Distributor B
Correct customs filing and prioritize release.
In review
- Operational · Peru · DC$1.2M
Retailer C
Notify customer of availability and request a purchase order.
Rejected
The agent proposes. The person decides.
Scale AI without losing control.
AI usage assessment
How much AI is used, on which platforms, with what data, at what cost and with what value.
AI control center
One place for spend, permissions, model routing, sensitive data and audit.
Private AI
When data cannot leave the company: private cloud, on-prem or air-gapped.
Human decisions
Each cell defines what a person decides and what an agent executes.
AI control center · Entire organization
AI spend this month
$1.24M MXN
Active users
3,860
Tools detected
14
Sensitive-data requests blocked
2,917
Spend by area (MXN thousands)
- Finance312
- Operations405
- Sales268
- HR94
- IT161
Usage outside approved tools: 9 alerts
- Public chat with customer data · Sales
- Unapproved browser extension · Finance
- Contracts uploaded to external tool · Legal
Your data stays where you decide.
Governance & securityWe start with one cell. We scale to a network.
- 012 to 4 weeks
Sprint
We choose the outcome, build the business case and map the first cells.
Deliverables
Priority outcome · business case · cell map · roadmap
- Gate: business case approved
- 0290 days
Pilot cell
One cell running with real people and agents, measured on value, quality and adoption.
Deliverables
Human-agent workflow · role charter · RACI · playbook
- Gate: value and adoption measured
- 03Next wave
Cell network
We replicate components, update structure and talent, and install governance and portfolio.
Deliverables
Cell portfolio · governance · talent plan
Change management
- 01Understand
- 02Participate
- 03Practice
- 04Integrate
- 05Scale
Success criteria: Business value · quality and risk · adoption · time released · capability transferred to the team.
Cases already moving operations.
CONSUMER MULTINATIONAL · LATAM
In productionRegional exceptions Control Tower: only what puts a committed date at risk reaches leadership.
REGIONAL INDUSTRIAL GROUP
In implementationSupply network model and scenario simulator for several countries, alongside a global consulting firm.
MULTI-ENTITY SERVICES GROUP
In productionOperational reconciliation and reporting agents; results by entity, up to date.
EDUCATIONAL INSTITUTION
OngoingAI leadership program for 50 executives, measuring adoption at start, close and 90 days.
For confidentiality we do not show client names.
One counterpart. Three capabilities.
HUF · Strategy, organization and change
Leads the project and the relationship. Consultants with C-suite experience.
VentureMe · Technology arm
Builds the agents, the AI control center and custom software.
Hello CIT · Infrastructure
Private AI, cloud, on-prem and Vault when data cannot leave.
HUF is your single point of contact, end to end.
Five agreements to start the redesign.
- 01OutcomeThe priority process and its KPI
- 02SponsorA leader accountable for value, risk and adoption
- 03TeamBusiness, process, IT, data, HR and control
- 04TalentCritical capabilities and the 70/20/10 learning model
- 05GovernanceHuman decisions, guardrails and success metrics
Let's design your first Outcome Cell.
Book a Sprint