01
AI has information.
It can retrieve anything the company has ever written down.
Intent infrastructure for enterprise AI
AI can access your company.It still doesn't know what your company is trying to accomplish.
Nucadia gives AI the business judgment it's missing — so it does the right thing, not just the allowed thing.
SCROLL TO SEE IT WORK
Permitted
Offer 15% retention discount
Resolved
Not yet — resolve the open critical case first
The problem
More data doesn't mean better context.
Every AI system ends up guessing the same thing, differently.
RAG + INTENT
Retrieval finds information. Nucadia decides what matters.
02
AI has tools.
It can take dozens of real actions across your systems.
03
The counterpoint
AI still has to guess what matters.
Priorities and constraints live in people's heads, not in the prompt.
One decision, different context
What matters for this decision, right now?
This agent is allowed to offer a discount. That doesn't mean it should — not yet.
Active intent
Retain the strategic account while protecting operating margin.
Mandatory constraint
Resolve the critical service failure before commercial negotiation.
Resolved capabilities
support_case.readrecommendedcustomer.emailapplicablecase.escalateconditionalspecialist.scheduleconditionalrenewal.generateblockeddiscount.offernot applicablePermission told it what it could do. Nucadia told it what it should do.
Inspect the request
ACTORCustomer Success Manager
TASKHandle renewal
SITUATIONAcme Corp
STATERenewal in 14 days · Strategic account · Critical service case open
The control plane
Turn your strategy into something AI can actually run on.
Nucadia sits between your strategy and every AI decision that strategy should govern.
ARCHITECTURE PRINCIPLE
AI helps write the rules. It never gets to be the rules.
AUTHOR
AI helps structure the specification.
Strategy documents and policies become a structured, reviewable draft.
GOVERN
Authority stays with the organization.
Nothing goes live until your team approves it.
RESOLVE
The Resolver applies the specification.
At runtime, Nucadia checks the situation against that approved plan and tells the AI what to do.
Runtime resolution
Every decision comes with its receipts.
Every resolution ships as a versioned record — so you can always see why the AI did what it did.
REQUESTINTENTCONTEXT + PREREQUISITECAPABILITIES
Runtime / resolve
What applies to this decision, right now?
RES-0001482
ACTORCustomer Success Manager
TASKHandle renewal
SITUATIONAcme Corp
Active intent
Retain the strategic account while protecting operating margin.
Mandatory constraint
Resolve the critical service failure before commercial negotiation.
Selected context
Account tierStrategicCRM / current
Renewal14 daysCRM / current
Service caseP1 · OpenServiceNow / current
Blocking prerequisiteblocking
Remediation state
Current remediation outcome has not yet been established.
Applicable capabilities
support_case.readrecommendedRequired to establish current remediation state.
customer.emailapplicableAppropriate for status communication and expectation setting.
case.escalateconditionalUse if the service case remains unresolved or SLA risk increases.
specialist.scheduleconditionalUse if specialist intervention is required.
renewal.generateblockedCommercial negotiation is blocked by unresolved remediation state.
discount.offernot applicableNot appropriate as the first response to unresolved service failure.
SAFE HANDLING
When something's missing, Nucadia says so — it doesn't guess.
WHAT WAS NEEDED
The fields this decision required, and what was missing
WHAT WAS USED
What counted, what didn't, and why
WHY YOU CAN TRUST IT
Every version, every source, timestamped and replayable
Agents + capabilities
Give agents the right tools for right now.
AUTHORIZATION ANSWERSWhat may this agent do?
Existing IAM, policy, and application systems remain authoritative.
NUCADIA ANSWERSWhat makes sense to do now?
Resolve applicability against intent, prerequisites, and current state.
Nucadia decides what makes sense. The agent decides how to do it.
Fewer tools. The right ones.
POTENTIAL EFFICIENCY BENEFIT
Narrower context means fewer wasted tokens and fewer failed tool calls — not yet measured in production.
Evidence
As good as your best analyst. Every time.
92.8%
Nucadia decision context
action correctness
41.9-47.5%
Raw + conventional context
action correctness
91.7%
Ideal expert brief
action correctness
ACTION CORRECTNESS
Did the AI choose the right next action given the intent, constraints, permissions, and information it should have used?
Zero instances of exposing information the AI wasn't authorized to see.
Responses were evaluated by model families other than the model that produced the response.
Responses were evaluated by model families other than the model that produced the response.
CONTROLLED TECHNICAL VALIDATION
This was a sealed synthetic enterprise benchmark across three model families, conducted under the earlier working name IntentSpec. Nucadia is the current public brand; the underlying condition and results are unchanged. It provides evidence for the context-resolution mechanism under controlled conditions. It is not production customer evidence, a security certification, or proof of business outcomes.
The larger system
Change strategy once. Let AI behavior follow.
Nucadia can carry a strategy change straight into how AI behaves at runtime.
It also shows you where execution quietly starts to drift from that strategy.
Design partners
Help us prove this on one real decision.
We're working with a small number of teams to test Nucadia against one real, consequential AI decision.
01One agent
02One decision that matters
03Two weeks to see it work