360WiSE® AI Answers™ · Answer 006

AI MUST RESOLVE Before It Can Answer.

AI resolution is the process by which software systems determine what entity, concept, person, organization, product, place, event, or record a question refers to before retrieving or generating information.

IdentityContextCanonical ReferenceProvenanceContinuityResolution

The Direct Answer

BEFORE A SYSTEM CAN ANSWER WHAT IS TRUE ABOUT X, IT MUST DETERMINE WHAT X IS.

Names, phrases, organizations, products, people, places, and public records can be ambiguous. Resolution uses context, identifiers, structured relationships, provenance, continuity, canonical references, and available evidence to determine the most likely intended meaning.

When resolution is weak, a system may connect a question to the wrong entity, merge unrelated records, rely on outdated information, or produce inconsistent answers.

01 · Resolution Failure

THE WRONG ENTITY CAN PRODUCE THE WRONG ANSWER PATH.

01

Identity Collision

Similar names can cause unrelated people, organizations, products, or places to be treated as the same entity.

02

Record Fragmentation

Aliases, former names, subsidiaries, domains, and platforms can be separated even when they belong to one evolving entity.

03

State Confusion

Historical leadership, ownership, locations, products, or descriptions can be interpreted as current.

02 · Resolution Foundation

IDENTITY → CONTEXT → AUTHORITY → RESOLUTION.

01

Identity

Who or what is the question actually about?

02

Context

Which meaning fits the name, geography, industry, date, conversation, and relationships?

03

Authority

Which public records, identifiers, provenance, and canonical references belong to that entity?

04

Resolution

Which entity or concept best fits the available context and evidence?

03 · What Resolution Evaluates

SIX QUESTIONS THAT HELP ESTABLISH MEANING.

Identity

Who or What?

The specific person, company, institution, product, place, record, or concept being referenced.

Context

Which Meaning?

Nearby words, conversation, geography, industry, dates, and relationships narrow the intended meaning.

Evidence

Which Records?

Sources, documents, profiles, filings, pages, and structured records must be associated with the resolved entity.

Time

Which State?

Dates and continuity distinguish current information from historical, corrected, expired, or superseded records.

Authority

Which Reference?

Canonical sources and provenance help identify where official definitions, relationships, and status are maintained.

Consistency

Which Interpretation?

Clear relationships reduce the chance that fragmented records or competing descriptions will be combined incorrectly.

04 · Resolution Process

QUESTION → CANDIDATES → SIGNALS → RESOLUTION → ANSWER PATH.

Stage 01

Interpret Question

Evaluate wording, conversation, location, date, and contextual clues.

Stage 02

Identify Candidates

Consider entities, records, products, people, places, or concepts that may match.

Stage 03

Compare Signals

Compare identifiers, domains, locations, aliases, dates, leadership, and relationships.

Stage 04

Resolve Meaning

Prioritize the entity or concept that best fits available context and evidence.

Stage 05

Retrieve + Generate

Use information associated with that resolved meaning to construct the response.

05 · Different Functions

RESOLUTION IS NOT RETRIEVAL, RANKING, OR GENERATION.

Resolution

Determines what the question, name, or record refers to.

Retrieval

Finds information associated with the resolved meaning across available sources and indexes.

Ranking

Orders candidate information according to relevance, recency, authority, system rules, and other signals.

Generation

Produces the written, spoken, visual, or structured response using the resolved meaning and available information.

06 · Public Resolution Infrastructure

RESOLVABILITY REQUIRES RELATIONSHIPS THE MACHINE CAN FIND.

01

Machine-Readable Identity

Stable identifiers, aliases, entity types, domains, locations, and structured relationships clarify what the entity is.

02

Canonical References

Authoritative pages establish official names, definitions, status, relationships, and preferred public records.

03

Provenance

Origin, authorship, dates, evidence lineage, and record history clarify where information came from.

04

Continuity

Dated transitions and correction histories connect former and current identity states.

05

Governance

Public responsibility, review, correction rules, and ownership clarify who maintains the record.

06

Operating Infrastructure

Persistent systems maintain public records, identifiers, status, evidence, and machine-readable access over time.

Important Boundary

BETTER RESOLUTION DOES NOT GUARANTEE A CORRECT ANSWER.

Resolution determines what a question most likely refers to. Accuracy still depends on information quality and availability, retrieval, ranking, reasoning, recency, system instructions, and uncertainty handling. 360WiSE does not control independent AI systems or guarantee inclusion, ranking, citation, recognition, or generated output.

07 · Related Canon Standards

THE ANSWER EXPLAINS. THE CANON DEFINES.

08 · Frequently Asked Questions

COMMON RESOLUTION QUESTIONS.

Is AI resolution the same as verification?
No. Resolution determines what entity, concept, or record a question refers to. Verification evaluates whether available evidence supports a claim within a defined scope.
Can two AI systems resolve the same question differently?
Yes. Different systems may use different indexes, models, retrieval methods, context windows, source priorities, and interpretation strategies.
Why do similar names cause resolution problems?
A name alone may not uniquely identify a person, business, product, or institution. Systems need additional context such as domains, locations, identifiers, relationships, dates, and authoritative records.
Can one entity have multiple names?
Yes. Legal names, trade names, abbreviations, aliases, former names, subsidiaries, and product brands may all refer to related identity states.
Does better resolution guarantee correct answers?
No. Resolution is one stage. Accuracy also depends on source quality, retrieval, ranking, reasoning, recency, system behavior, and uncertainty handling.
How can an organization improve resolvability?
By maintaining clear machine-readable identity, canonical references, provenance, continuity, governance, public records, and persistent identifiers across its digital presence.

Continue Learning

FROM RESOLUTION TO TRUST, VERIFICATION, AND RECOGNITION.

360WiSE® AI Answers™

ESTABLISH THE ENTITY. CONNECT THE RECORD. THEN RESOLVE THE MEANING.

Read the Resolution StandardAI Answers Index