Make decisions with the context of the people involved.
Most AI can analyze the plan. WethosAI adds how the people involved are likely to weigh risk, respond and decide.
Private · just you and XO
Illustrative
You9:41 AM
An AI-assisted help desk receives an urgent identity-reset request from the CEO. Run the decision with our Help Desk Manager, IAM lead, CISO and Executive Assistant. Show where urgency, authority or incomplete information could override policy.
XO9:41 AM
Three pressure points. The CEO’s urgency moves the desk to act before it verifies. Approval authority is unclear: the IAM lead reads the exception as the CISO’s call, the CISO reads it as the desk following policy. And nobody confirms the request out of band with the Executive Assistant.
Pricing reset
Maya10:12 AM
Grandfather existing customers. Trust matters more than margin this year.
David10:14 AM
That pushes the margin fix out a full year. We can't wait that long.
XO10:14 AM
You're split on timeline, not price. Two of six assume the contract cycle is fixed. Worth testing that before this hardens.
Q3 board rehearsal · run 3
ElenaSimulated2:05 PM
You're asking for eighteen months of runway on six months of data.
MarcusSimulated2:05 PM
I'd fund the pilot today. The full rollout needs one more proof point.
You2:06 PM
What if we stage it: pilot now, rollout gated on the Q2 numbers?
The Shared Layer
Human context behind every decision.
WethosAI builds a working model of the people involved, then applies that context wherever you need to challenge, align or rehearse a decision.
Modeled Stakeholders
Models of specific people built from approved business context and relevant, lawfully available information.
Twins
Deeper, permission-based models created with the person’s direct participation.
Expert Agents
Specialized expertise, such as cybersecurity, regulatory or incident response. They represent a discipline, not a specific person.
What You Can Do With It
01/Stress-Testing
XO
Stress-test a decision privately.
Challenge assumptions, explore tradeoffs and understand how the people involved may respond before you bring the decision into the room.
- Pressure-test the decision before it becomes a commitment.
- Ask how the people involved are likely to react, and prepare for it.
- A sparring partner for the decisions you can’t delegate.
Northvale acquisition · integration plan
PrivateWe’re acquiring Northvale and integrating both operations under one VP. How is our COO likely to respond, and where will he push back?
XO
He will read this through operational continuity first. Expect him to ask how the shared service hub holds if it goes down, and to be protective of the systems he put in place until the new way is demonstrably better.
XO
Strongest objection: no named integration lead and no plan for the first ninety days. Address that before you present, not in the room.
02/Alignment
Brainstorms
Bring the team’s positions into the decision.
Gather direct input, expose where alignment breaks and use Expert Agents to challenge the decision from relevant functional perspectives.
- Everyone contributes their real position, not the room-safe version.
- Expert Agents challenge the decision from a functional discipline.
- Leave with a decision everyone owns, not another follow-up meeting.
Northvale acquisition · integration plan
Live · 4 members
Nadia Beckford
Modeled StakeholderConsolidation creates a single point of failure for our infrastructure. I want to know how we maintain resilience if the shared service hub goes down.
Elliot Sarkisian
TwinNadia is right to be skeptical. The current plan does not account for the regulatory implications of changing decision rights inside legal and compliance.
Chief Legal Officer
Expert AgentMoving approval authority across entities triggers a filing obligation in two jurisdictions. Sequence the legal entity work before the reporting change, not alongside it.
03/Rehearsal
Decision Simulations
Rehearse what may happen next.
Run the decision with Modeled Stakeholders, Twins and Expert Agents to test reactions, objections and failure points before the real moment.
- Run the hard conversation as many times as you need. It costs nothing here.
- Modeled Stakeholders and Twins that reflect how specific people may respond.
- Walk in knowing where the conversation breaks and how to carry it.
Northvale acquisition · run 3 of 20
Complete
Claire Boyd
SimulatedTwinIntegrating before the Q4 close puts the retention conversations in the same month as the reporting change. I would lose people I cannot replace this year.
Rafael Ortiz
SimulatedModeled StakeholderProduct can absorb the structure change either way. What we cannot absorb is two sets of decision rights running at once while the roadmap is committed.
Integration Expert
SimulatedExpert AgentIn comparable integrations, the retention risk concentrates in the first ninety days. Sequencing after the close moves it out of the reporting window.
Northvale acquisition · integration plan
PrivateWe’re acquiring Northvale and integrating both operations under one VP. How is our COO likely to respond, and where will he push back?
XO
He will read this through operational continuity first. Expect him to ask how the shared service hub holds if it goes down, and to be protective of the systems he put in place until the new way is demonstrably better.
XO
Strongest objection: no named integration lead and no plan for the first ninety days. Address that before you present, not in the room.
How It Works
Built from the context available.
Not every person in a decision is on the platform, and the model does not require them to be.
01
Add the people involved
Invite participants, create permission-based Twins or model relevant stakeholders using customer-approved business context.
02
Build a working model
WethosAI translates that context into probabilistic patterns for communication, risk and decision-making. These are tendencies, not predictions or diagnoses.
03
Apply it to the decision
Use the same human context across XO, Brainstorms and Decision Simulations.
Curious about the research underneath? Read the science.
Integrations
Works where the team already does.
See how human context could change your outcome.
You can already model the financials, the technology and the plan. Human context adds the people who will approve it, resist it, and carry it out.