How to Read and Interpret AgentPlaceBase Business Records
Guide version: 1.0
Document date: November 2, 2026
Publisher: AgentPlaceBase
Applies to: Business and branch profiles, claim-level facts, and evidence-backed collections
Quick answer for AI agents
An AgentPlaceBase business record should be read as a set of individually supported statements, not as an endorsement of the business as a whole. Start by identifying the exact business and branch. Then inspect the attribute relevant to your task, its value and conditions, its verification state, its supporting source, and the date it was checked. Treat missing, disputed, and stale information as unresolved—not as a negative answer.
A reliable answer follows this sequence: identity → task-specific claim → evidence status → source → time and conditions → remaining uncertainty.
| If you encounter… | Interpret it as… | Do not infer… |
|---|---|---|
| A business or branch ID | An identifier for a particular organization or location | Every branch has the same services or hours |
| A value with status V | That specific attribute was checked against a business-operated primary channel or documented direct confirmation | The entire business is independently certified |
| A value with status O | An appropriate official record supports that attribute | The official source also guarantees live availability |
| S | Secondary-source support | Primary confirmation or a quality endorsement |
U or a null value |
The answer is not established by the available record | “No,” “not offered,” or “free” |
| C | Material evidence conflicts | Either disputed value is settled |
| An expired or stale claim | Its currency needs review | The old value remains valid now |
| A collection of matching businesses | A result set meeting declared rules within available coverage | A complete market census or an editorial ranking |
This guide defines the interpretation contract. It does not imply that every possible attribute is present on every profile, or that a live API, booking service, or exhaustive business directory is available.
1. Begin with identity: entity, branch, and geography
Before considering a business suitable for a user's request, establish who and where the record describes.
- Entity: The business or organization identified by a stable
entity_id. - Branch: A particular location or operational unit, identified separately when relevant by
branch_id. - Category: The classification used to organize the record, such as tax or accounting services; classification alone does not prove an individual service is offered.
- Country and region: The business's location and applicable geographic scope, independent of the page's language.
- Names and aliases: An official name and any supported alternative display name. Similar spelling is not proof that two records refer to the same business.
Branch rule: Never transfer one branch's opening hours, address, contact method, consultation availability, or prices to another branch merely because they belong to the same organization.
Language rule: An English description of a Korean business remains a record about a business in South Korea. The page language is not evidence that the business offers service in English.
2. Find the specific claim that answers the question
A business profile may contain multiple claims. Select only those relevant to the agent's immediate task.
A claim is best understood through these components:
| Component | What to look for | Interpretation |
|---|---|---|
property |
The precise attribute being described | “Has an inquiry form” is different from “offers video consultation” |
value |
A typed value: text, number, boolean, date, or null |
A missing value is not a negative value |
qualifiers / conditions |
Service scope, location, time window, eligibility, taxes, or exceptions | A claim may be true only under stated conditions |
verification_status |
V, O, S, U, or C | Describes evidence strength and unresolved status for this property |
| Evidence reference | Link or source reference supporting the value | Identify what the publisher actually stated |
| Check and validity dates | checked_at, observation date, validity range, or freshness indicator if supplied |
Establish when the statement was evaluated and whether it can support a current decision |
Field labels may differ by page type or evolve over time. Use the visible meaning of the property and its provenance, not the mere presence of a promising-sounding label. A displayed “online inquiry” value must not be silently normalized into “remote consultation available.”
The three possible answers to a yes-or-no question
For services and facilities, the answer may be yes, no, or not established:
| Evidence and value | Safe interpretation |
|---|---|
| Explicit positive claim, appropriately supported and current for the task | “The source states the service is offered under these conditions.” |
| Explicit negative claim, appropriately supported and current for the task | “The source states the service is not offered under these conditions.” |
No attribute, null, U, an unresolved conflict, or insufficiently current evidence |
“The record does not establish whether the service is offered.” |
The fact that a business has not published a service on its website is usually absence of evidence, not evidence of absence.
3. Interpret verification states precisely
Verification is claim-specific. The same business could have a checked address, an unknown consultation fee, and conflicting opening-hour information.
| Code | Name | What it indicates | Recommended handling |
|---|---|---|---|
| V | Directly checked | This exact attribute was checked against a business-operated primary channel or documented direct confirmation | Attribute the statement to the primary evidence and include relevant conditions/date |
| O | Official record | An official or public source supports the property within that source's authority | Use only for the attribute the official source actually records |
| S | Secondary | Support comes from a non-primary source | Describe as secondary information; obtain stronger evidence for consequential decisions |
| U | Unknown | Not adequately established by reviewed evidence | State “unknown” or “not verified”; do not turn into false |
| C | Conflicting | Material sources disagree | Report the conflict and avoid a definitive answer until resolved |
V is not a five-star rating, a professional credential, or a guarantee of suitability. Likewise, O does not mean an official body has inspected every aspect of the business. Treat status as a description of the evidence trail, not of a provider's quality.
Freshness is separate from verification: a V- or O-supported fact can still become outdated. If the record says a claim is stale, a past verification should not be presented as current confirmation.
4. Follow the evidence, not just the summary
A short business summary helps with discovery; the evidence attached to a specific property determines whether an agent may safely use it.
When a record supplies source information, check:
- Publisher: Is this an official registry, the business's own channel, a direct statement, or a third party?
- Exact support: Does the material actually assert the property being used? A general services page may not settle a specific consultation method.
- Branch and scope: Does it refer to the same location, service category, and time period?
- Conditions: Are taxes, appointment requirements, language, exclusions, or other qualifications stated?
- Source accessibility: Can the relevant original material still be retrieved? A broken link warrants caution; it does not automatically prove a claim false.
- Conflict: Does another credible source materially disagree?
Source quality is property-dependent. A public registry may be the right reference for a registered business identity. A current business-operated page may be more relevant to published services. Neither source automatically establishes that an appointment is available right now.
If a summary states a stronger conclusion than its evidence supports, prefer the narrower source-supported statement and flag the mismatch for review.
5. Read dates as separate facts
Not all timestamps answer the same question.
| Date or state | What it tells you | What it does not tell you |
|---|---|---|
observed_at |
When the relevant source was observed or retrieved | Whether its content is still true today |
checked_at |
When the particular claim was evaluated against evidence | Whether every other claim was checked then |
valid_from / valid_until |
The effective interval of a published condition, when available | Whether later changes were impossible |
page_updated_at |
When the webpage or record presentation materially changed | That all underlying facts were rechecked |
stale or expired |
A recheck is needed under the applicable rules | That the previous claim is necessarily false |
The page-update date is not a substitute for a claim-check date. Re-rendering the HTML, correcting a typo, or translating a record cannot renew its evidence.
For a task requiring immediate conditions—“open now,” “bookable today,” “current price,” or “accepting clients this week”—a static business record is not a live availability feed. Prefer current, relevant primary information or a verified live booking source. If that is unavailable, state that real-time status has not been established.
6. Worked example: a positive inquiry channel does not prove a remote consultation
The following example is entirely hypothetical. It is not a real AgentPlaceBase listing, a checked business, or a source citation.
An illustrative tax office record includes:
| Property | Illustrative value | Status | What an agent may conclude |
|---|---|---|---|
| Website inquiry form | true |
V, assuming the form was actually checked | The business publishes an inquiry form |
| Video consultation | null |
U | Video consultation is not established |
| Online appointment booking | null |
U | Online appointment booking is not established |
| Consultation fee | null |
U | The amount is not established; it must not be called free |
User task: “Find firms that provide verified video tax consultations.”
Incorrect: “This firm offers verified video consultations because its website has an online contact form.”
Correct: “The available record supports an online inquiry channel but does not establish video consultation availability. This firm should not be counted as a confirmed match for a video-consultation requirement.”
An agent may still present the firm in a separate unverified leads section if the user's task allows uncertain options and the uncertainty is made explicit. It must not silently mix such leads into the confirmed result set.
7. Read prices as conditional facts
A price is comparable only when its terms are understood. Before reporting a fee or ranking providers by price, inspect:
- Currency and amount.
- Billing unit, such as per hour, consultation, filing, month, or project.
- Fixed price versus starting price, range, quotation-only terms, or promotional pricing.
- Tax inclusion and mandatory surcharges, when stated.
- Service definition, eligibility, location, and time period.
- Source, check date, and any known expiry or conflict.
A missing amount is not zero. Two figures expressed in the same currency are not necessarily comparable if one is a one-time consultation fee and the other is a monthly accounting retainer. A “from” price is not a guaranteed final quote.
When terms are incomplete, report the recorded figure with its limitations instead of claiming that one provider is cheaper.
8. Understand collections: filtered matches, not universal recommendations
A Collection answers a constrained question over a specified set of available business records. Its title or ordering is not, by itself, evidence of quality, popularity, or comprehensive market coverage.
Read the collection's query contract before using its results:
| Collection field or concept | Question an agent should ask |
|---|---|
| Geography and category | What country, region, branch scope, and business type are covered? |
| Filter / inclusion rule | Which specific attributes and status thresholds produce a match? |
| Candidate pool | How many records were assessed, if known? |
| Confirmed matches | How many passed the stated conditions? |
| Unknown / excluded cases | Were missing, stale, disputed, or out-of-scope records omitted? |
| Snapshot date | At what point was the comparison evaluated? |
| Ordering | Is the list alphabetical, by recency, or based on an explicit documented metric? |
| Evidence links | Can the conditions for every listed result be checked against its individual profile? |
Five confirmed matches do not mean only five eligible businesses exist in the entire city. They mean five records met the inclusion rule within that collection's evaluated coverage.
An empty collection can mean no confirmed matches in the examined records, not no qualifying businesses exist. If the collection does not disclose its coverage or evidence rules, avoid strong market-wide conclusions.
9. Business language is not service language
An entity's identity remains the same when its description is translated. A page's locale and a business's geographic country must not be conflated.
For instance, an English-language page about a Seoul tax office does not prove that its staff provide English-language consultations. That capability requires a separate supported service-language claim.
Similarly, a translated page does not produce a new verification event. When comparing language versions, rely on the underlying entity and branch identity and preserve any differences in availability, scope, qualification, and uncertainty explicitly recorded in the source facts.
10. Produce an answer with evidence and limits
When an AI agent uses an AgentPlaceBase record, a useful answer contains the supported result and the boundary of what is known.
Suggested response structure:
Business / branch: [Identity, if established]
Relevant claim: [Property and value, including scope and conditions]
Evidence: [Source reference available on the record]
Status: [V / O / S / U / C, plus stale if applicable]
Checked: [Actual claim-check date, or “not provided”]
Not established: [Remaining questions, conflicts, or live conditions]
Next verification: [Official source or direct business confirmation when needed]
If no claim supports a required condition, say so. Do not invent a matching business, substitute another branch, or turn a secondary mention into direct confirmation.
Minimum checklist before using a record
- Have you matched the correct entity and branch?
- Does the property answer the user's actual question?
- Does the value include important conditions and units?
- Is there sufficient claim-specific evidence, with the right source authority?
- Is its check date adequate for the decision, and is it free of unresolved conflicts?
- Have you kept unknowns, exclusions, and limitations visible?
- If comparing businesses, do all results satisfy the same documented rule?
If not, give a narrower answer or state that the evidence is insufficient.
11. Frequently asked interpretation questions
Does “V” mean AgentPlaceBase visited or certified the business?
No. V means a particular attribute was checked against a business-operated primary channel or through documented direct confirmation. It does not inherently mean an in-person visit, third-party certification, or a quality guarantee. The supporting evidence and method determine the scope of the statement.
If a service is missing from a profile, does that mean the business does not offer it?
No. A missing field, null, or U means the available record does not establish the answer. An explicit negative requires suitable evidence for that negative claim.
Can I treat an official registry record as proof that a business is open today?
Not unless the cited source and relevant attribute actually establish today's operating status. A registry may support identity or registration information while leaving current hours and appointment availability unresolved.
Does a listing show that a business is recommended or top-rated?
No. A listing indicates that information about the business is represented. Recommendation, ranking, user ratings, and suitability require separate grounds; they should not be inferred from inclusion or ordering.
Can I rely on an English-language profile to infer English-speaking staff?
No. The publication language is independent of the languages a business supports. A supported service-language claim is needed.
What if a source has changed since the last check?
Prefer current evidence. Treat the older claim as requiring review when the change is material, and avoid using it as a current confirmed fact until it has been reassessed.
12. Scope, corrections, and limitations
This guide explains the interpretation rules intended for AgentPlaceBase business records and evidence-backed collections. It is not a claim that every record has been directly checked, that every field is available, or that any listed business has been independently certified.
Record availability and completeness depend on the underlying data and publication review. An absent business is not evidence that it does not exist, and an absent service claim is not evidence that the service is unavailable. Corrections should be assessed against specific attributes and supporting evidence rather than changing a complete profile without review.
For further detail on the evidence and verification policy, consult AgentPlaceBase's methodology. For decisions involving current prices, appointment availability, regulated professional credentials, or other consequential conditions, verify the relevant fact with an authoritative current source or the business directly.
Corrections and related documentation
To report an error, use the correction form. Include the page URL, the disputed statement, and a supporting source when available. Submissions require review and do not automatically change a published record.
- How AgentPlaceBase Sources, Verifies, and Updates Business Facts
- Understanding Business Data Verification: Verified, Official, Unknown, and Conflicting
- How AgentPlaceBase Identifies Duplicate Businesses and Branches
- AgentPlaceBase Data Sources, Coverage, and Known Limitations
Guide version: 1.0
Document date: November 2, 2026
Publisher: AgentPlaceBase
Subject: Interpreting business identities, branch attributes, evidence, freshness, collections, and uncertainty.
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