One decision. Four stages. One boundary.
Every consequential AI moment passes through four stages: an answer, a decision drawn from it, an action that decision implies, and the execution of that action. The first two are about confidence. The last two are about control. NEU AI evaluates all four at one boundary, using the same context and leaving one record.
Confidence
Is it right?
Control
Is it allowed, and what exactly runs?
The boundary is calibrated to consequence. A routine summary may only be grounded and logged. A payment proposal gets every check, plus a person.
The third question every AI leader asks: what will this cost?
Trust and control get AI into production. Cost decides whether it stays there. NEUCORE OS measures cost on every interaction, so AI spend is something you can see and steer.
Start with ours, or connect yours. Same foundation either way.
Use NEU AI's Digital Workers, applications and industry Packs to get work done now, or connect the agents and AI applications you already run. Both share the same checks, the same records and the same controls.
Path 1 · Use ours
Ready-made applications and Digital Workers that do real work.
Path 2 · Connect yours
Bring the AI you already own. It passes through the same boundary.
Connected AI is governed for the decisions and actions routed through NEUCORE OS.
AI can generate.
NEUCORE OS decides what executes.
Before an important decision becomes an action, NEUCORE OS runs seven checks and reaches one of six outcomes. Two checks ask whether the proposal is right. Five ask whether it is allowed and worth it. Every outcome is recorded.
Confidence · is it right?
Control · is it allowed and worth it?
Depth of checking follows the stakes. A model's reasoning is evidence NEUCORE OS evaluates, never the final authority.
Every important decision comes with its record.
A confident wrong answer is caught, not shipped. NEUCORE OS checks every important answer against your evidence before anyone acts on it, and keeps the evidence, the checks and who approved it.
Many point solutions. One decision boundary.
Most enterprises assemble AI control from separate tools for governance, security, routing, cost, monitoring and approvals, and still have no single place that decides what AI may do. Each tool sees one slice of a decision. None can say this answer is supported, this action is allowed, and this is what runs.
Separate tools
Separate views, separate records.
One decision boundary
One context, one outcome, one record.
NEU AI can consolidate capabilities that often require multiple point solutions, and reduces integration complexity and duplicated infrastructure. It works alongside your identity, data governance, security monitoring and GRC systems.
Start with one workflow. Grow into the platform.
Most customers begin with one workflow and one Digital Worker. The foundation that comes with it, identity, policy, context, connectors and records, is reused by everything that follows.
Confidence and execution start with one workflow.
Bring a workflow, your data sources and a baseline. We'll show you what it looks like running on NEU AI: the work, the checks and the record.
See the Persona Registry behind Digital Workers.
A Digital Worker is a role, and every role is built from a registry of archetypes, behaviors and expertise. This is the live system.
The execution surface for both ways in.
NAP is where applications and workflows are built, integrated and run. It sits on the same foundation as NEUCORE OS, so work built here, and AI you connect from elsewhere, passes through the same checks.
Connected AI is governed for the decisions and actions routed through NEUCORE OS.
Separate tools leave no decision boundary.
One shared foundation replaces the patchwork of governance, security, routing, cost and approval tools that each see part of a decision.
Separate tools leave no decision boundary. A shared foundation creates one.
Most enterprises assemble AI control from separate tools, and each sees one slice of a decision. NEUCORE OS puts those questions in one boundary that both NEU AI's applications and your own connected AI pass through.
Seven checks. Six outcomes. One record.
Before an important decision becomes an action, NEUCORE OS runs seven checks and reaches one of six outcomes. Two checks ask whether the proposal is right. Five ask whether it is allowed and worth it. Every outcome is recorded.
Confidence · is it right?
Control · is it allowed and worth it?
Depth of checking follows the stakes. A model's reasoning is evidence NEUCORE OS evaluates, never the final authority.
Four stages, not one pipeline.
NEUCORE OS evaluates different things at different stages, and the depth of checking follows the stakes. A routine summary may only be grounded and logged. A $20M reallocation passes every check and waits for a person.
| Stage | The question | Checks that typically apply | Possible outcomes |
|---|---|---|---|
| An answer | Is it supported by approved context and evidence? | Ground, Verify, Security | Allow, Modify, Route |
| A decision | Is the conclusion sound enough to act on? | Ground, Verify, Policy, Cost | Allow, Modify, Ask a person, Escalate |
| An action | Is this agent permitted to do this, at this size, now? | Policy, Security, Permission, Authority, Cost | Allow, Ask a person, Escalate, Block |
| Execution | Does it stay inside the approved scope while it runs? | Policy, Security, Authority limits | Continue, pause or stop, and record |
Outcomes: Allow, Modify, Route
Outcomes: Allow, Modify, Ask a person, Escalate
Outcomes: Allow, Ask a person, Escalate, Block
Outcomes: Continue, pause or stop, and record
Six business outcomes, on one foundation.
Each outcome answers a different leader. All of them come from the same boundary.
Bring the AI you already own. Keep the control.
Connect the agents, AI applications and workflows you already run. NEUCORE OS checks the decisions and actions they route through it, with the same checks, the same records and the same controls as NEU AI's own Digital Workers.
Two ways in. One foundation underneath.
Path 2 is drawn dashed on purpose. Connected AI is governed for the decisions and actions routed through NEUCORE OS.
Your AI proposes. NEUCORE OS decides what executes.
A connected agent or application submits the decision or action it wants to take. NEUCORE OS runs the same checks it runs for NEU AI's own Digital Workers, reaches one outcome, and records it.
Governed means routed through NEUCORE OS.
We are precise about this because your security team will be. Connected AI is governed for the decisions and actions it routes through NEUCORE OS.
Governed
Decisions and actions routed through NEUCORE OS, through the NEU Application Platform (NAP) or a supported integration.
Checked before they run, with an outcome and a record.
Not governed
Actions an agent takes by calling a system directly, around the boundary.
That is why the integration is designed so connected AI acts through the boundary, not beside it.
We scope the connection with you.
Every environment is different, so we begin with an architecture session. We agree on four things together before anything is built.
Trust the answer. Check the method.
NEU AI is built so you can depend on it to get work done: dependable, not perfect. Here is how decisions are recorded, and how we measure what we claim.
Every important decision comes with its record.
The record is how you trust a decision after the fact. It keeps the evidence used, the checks that ran, who approved it and what happened.
A number is only worth publishing with its method.
We do not publish an accuracy figure until it has been validated and documented. When we do, this page will show how it was measured, so you can judge it for yourself.
Until then, this is what we say: NEUCORE OS checks every important answer against your evidence before anyone acts on it, so a confident wrong answer is caught, not shipped. We do not claim it eliminates errors or bias.
Control you can see, approve and stop.
Partner with NEU AI
Regulated buyers need AI that is governable and portable. We work with implementation partners, go-to-market partners and software vendors to bring it to them.
Make the AI in your solution trustworthy enough to act.
Regulated buyers want AI that is governable and portable across models. Partners bring NEU AI to them, and bring the work that makes it run.
Implementation partners
Deploy Digital Workers, Packs and the shared foundation for customers.
ActiveGo-to-market partners
Bring NEU AI to regulated enterprises you already serve.
ActiveSoftware and platform vendors
You build AI into products for regulated buyers and need decisions checked before they execute.
Talk to usKnow what every AI call costs. Control it before it is spent.
NEUCORE OS measures cost on every interaction, attributes it to the worker, team and tenant that spent it, routes each task to the right model at the right cost, and holds work to the budgets you set.
Cost is decided at the same boundary as everything else.
Because every decision and action already passes through NEUCORE OS, cost can be checked in the same step, and confidence is bought where the stakes justify it.
Our cost against a single frontier model.
The context engine prices every call in the pipeline. Here is one real session, 8 turns, compared with the same workload sent to a single frontier model.
One session from the NEU AI context engine. Results vary by workload and model prices change.
Spend by tenant, by session, by call.
Cost control is only as good as the view behind it. The Activity and Costs view shows where spend goes and whether it is productive, so the conversation about AI economics starts from evidence.
Model and cloud usage is passed through at cost and shown separately, so you can see exactly what you are paying for.
A control layer has to be independent of the vendors it governs.
Every major platform now governs AI from inside its own estate: its workflows, its identity system, its customer data or its cloud. Most enterprises run several of them. They need one decision boundary that belongs to none of them, one that checks whether an answer is supported and whether an action is allowed, across every model and system, and leaves one record. That is the position NEU AI is built to hold.
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Let's talk about your work
Tell us about your workflow and we'll walk you through the Digital Workers and Pack that fit, built around what you actually do.
Someone from our team will be in touch within one business day.