USD $80,000
per employee per year spent on meetings
Otter.ai and Prof. Steven Rogelberg, UNC Charlotte, 2022
AI Judgment Twins for regulated enterprises
Cut meetings 40%. The research says productivity follows.
In a 2022 study of 76 companies published by Harvard Business Review, cutting meetings by 40% lifted employee-rated productivity 71% and employee satisfaction 52%. A regulated enterprise cannot simply cancel those meetings, because that is where judgment gets applied and signed. WisdomTwin is designed to bring that judgment to the decision, so the meeting becomes optional. Your pilot measures it.
Published research, not a WisdomTwin result.
I spent twenty-eight years in enterprise rooms where Tuesday's prepared work waited for Thursday's meeting. I am building WisdomTwin.ai so the decision can move with evidence, permissions and human authority intact.
Watch WisdomTwin.ai
The Named Call (78 seconds)
Watch a Judgment Twin get a decision to the person who can put their name on it.
Original 90-second overview
A role-specific Analyst Judgment Twin, always on.
It answers on iMessage, WhatsApp, Telegram, Signal, Slack, email and Zoom, with the evidence attached. Not a person. A named human still decides.
Watch an Analyst Judgment Twin answer a 2:14 a.m. question.
Book a callBeforeImportant decisions still wait for people, calendars, and reconstructed context.
AfterBring the right judgment into the decision while the question is live.
Stop waiting for judgment. Start moving at AI-native speed.
These are intended operating changes.
Our mission
Give regulated enterprises their meetings back.
We make the judgment of your best people available on demand, so the decisions that wait for a meeting can move while the question is live, with a named human still in charge.
The real problem
The decision is ready. The person is not.
The credit exception is ready on Tuesday. The person who can approve it is free on Thursday. The committee meets next month. The facts are searchable in seconds. The judgment lives in a few senior people's calendars, and regulated teams cannot paste the work into a public chatbot. So the meetings stay, and the bill keeps growing.
USD $25,000
of that on meetings employees say they could skip
Otter.ai and Prof. Steven Rogelberg, 2022
USD $100M+
a year in unnecessary meetings at companies with 5,000+ employees
Otter.ai and Prof. Steven Rogelberg, 2022
300,000 hours
a year consumed by one weekly executive committee meeting at one large company
Bain & Company, 2014
Published research, not WisdomTwin results.
AI made answers instant. Enterprises still make decisions at calendar speed.
Why judgment isn’t chat
A workflow needs a decision it can inspect.
A paragraph can explain a situation. A workflow still needs a typed decision: a bounded action, evidence, uncertainty, policy result, authorization and a named human release.
WisdomTwin.ai is being built around that contract. The model proposes a bounded recommendation. A policy layer applies explicit rules. The accountable human keeps the call.
This is the difference between a paragraph that sounds plausible and a decision a regulated workflow can inspect.
Roman's founder account
The work was ready Tuesday. The calendar said Thursday.
I spent twenty-eight years selling into P&G across 21 brands, Apple, Microsoft, General Motors, Marriott and Wave, across 15 countries and 5 continents. The work was ready Tuesday. The calendar said Thursday. Those companies were my classrooms, not WisdomTwin.ai deployments.
Decisions should not wait for the room. We don't replace judgment. We remove the wait.
The wait is a prepared decision sitting until the next meeting. Governance, required approvals and named human authority remain.
Read Roman’s founder storyThe before state
Important decisions still wait for people, calendars, and reconstructed context.
The answer may already exist somewhere. The judgment does not. It is fragmented across senior people, meetings, policies, precedent, exceptions, inboxes and documents.
- The CEO waits days for a decision.
- The bank waits for the committee.
- Government waits between reviewers.
- Knowledge disappears. Meetings multiply. Everything slows.
The operating-state change
Bring the right judgment into the decision while the question is live.
Before
- The CEO waits days for a decision.
- The bank waits for the committee.
- Government waits between reviewers.
- Knowledge disappears. Meetings multiply. Everything slows.
After
- One press. Decision. Evidence. Confidence.
- Human signs off. Everyone moves.
- Governance travels with the answer, not after it.
What changes
Move from meeting-speed decision cycles toward governed AI-native speed.
WisdomTwin.ai is designed to reduce the wait between a consequential question and an accountable decision. Experts remain in authority. Their role-specific judgment can be made available beyond the limits of their calendars, with governance built into the workflow.
The operating thesis: reduce avoidable decision latency without removing human authority.
- Enterprise AI adoption creates a growing need for governed decision workflows that preserve provenance, permissions, escalation, and human review.
- The model layer is improving quickly; the enterprise constraint is increasingly the governance and decision workflow around it.
How the change happens
From a persuasive answer to a typed decision.
A chat answer can be fluent and still be operationally unusable. A governed workflow also needs an allowed action, supporting evidence, explicit limits and a named person authorized to release the decision. WisdomTwin.ai is designed around that decision contract.
One-Press Huddle
Open the decision when it arises and convene the roles it needs, without creating another calendar dependency.
Role-specific AI Judgment Twins
Bring forward the authorized policy, precedent, thresholds, exceptions and escalation rules a role uses to exercise judgment. An AI Judgment Twin is not a cloned person and does not act with independent authority.
Trust Layer
Designed to keep provenance, source permissions, version history, human review, escalation and audit records in the decision path.
Decision outcomes: Recommend. Escalate. Safe Decline.
The model recommends. Policy controls enforce the boundary. The accountable human keeps the call.
Ingest · Twin · Operate
Turn authorized evidence into governed, callable judgment.
- 01
Ingest
Connect the evidence a role is authorized to use, inside the enterprise's data and identity boundaries.
- 02
Twin
Structure that evidence into role-specific principles, thresholds, exceptions, precedent and escalation paths.
- 03
Operate
Use that judgment in a One-Press Huddle or asynchronous decision thread. The system recommends, escalates or safely declines, while a named human retains authority.
Management stops waiting for the room
Decisions progress between meetings instead of inside them.
- A live question opens with its evidence and its authorized role perspectives attached.
- Reviewers weigh in when they are available, without holding the decision hostage to one calendar slot.
- Every contribution, limit, and exception is recorded against the decision as it moves.
- The meeting becomes the exception path, not the default path.
Governance and trust
Speed that a regulated enterprise can defend.
- Sovereign deployment patterns: private cloud, customer-hosted, on-prem, hybrid, air-gapped, evaluated in pilot scoping.
- Authorized data and identity boundaries agreed before anything is ingested.
- Role-based access, provenance, and version history around every answer.
- Human review and explicit escalation when evidence or authority runs out.
- Configurable retention and audit records of what was decided and by whom.
- Deployment design targets on-premises or customer private cloud, subject to pilot acceptance testing. Air-gap is a separate unverified acceptance profile.
Designed for on-prem, on-device, and customer private cloud patterns. Patterns are scoped in pilot. None is claimed as a certified production air-gap today.
Where the wait costs the most
Regulated and high-consequence environments come first.
Banking
BeforeCredit exceptions wait for committee availability.
AfterThe decision package is assembled while the question is live.
Insurance
BeforeClaims wait while context and policy limits are reconstructed.
AfterClaims move with evidence, limits, and escalation attached.
Healthcare
BeforePolicy interpretation waits for the next governance meeting.
AfterPolicy interpretation arrives with its evidence, for administrative decisions.
Government
BeforeProcurement determinations wait between reviewers.
AfterDecision support starts immediately, with authority still named.
Legal
BeforePartners become the bottleneck, and recurring determinations wait.
AfterInstitutional judgment is available, and exceptions reach a human.
Decisions that wait most often
Start with one recurring decision loop.
Risk and credit
BeforeA limit or exception request waits for the credit authority to be free, and the file is re-explained in the next meeting.
AfterThe role judgment, applicable thresholds and documented exceptions arrive with the request, and a named approver releases or escalates it.
Compliance
BeforeAn interpretation question sits until the next committee, while the business guesses or stalls.
AfterThe governing policy, precedent and limits are assembled when the question arises, with escalation defined and the review recorded.
Procurement and vendor risk
BeforeA vendor decision waits on reviewers in different functions, each rebuilding context from prior submissions.
AfterOne governed decision thread carries the evidence, the role perspectives and the escalation path, and authority stays named.
Data governance
BeforeAn access or data-use request queues behind the few people who know the standing rules and their exceptions.
AfterThe authorized rules, boundaries and prior determinations are present in the request, and a human owner decides on the record.
Where we are
WisdomTwin.ai is building the sovereign judgment layer for regulated enterprises. Roman Bodnarchuk is Co-Founder and CEO. Stella Cabrera is Co-Founder, Governance (Dubai).
Pilots available. Book a Judgment Assessment.
Buyer pilot evaluation
One audit review. A measurable test.
Start with a short, scoped, read-only evaluation of one decision type. We discuss scope and terms directly, with evidence rights and start dates confirmed before contracting.
Start here
Choose one role. Choose one recurring decision. Remove the wait.
Bring one recurring, high-consequence decision loop. We map the before state, the target operating state, and what governed evidence it would take to move it.