Enterprise credibility intelligence

Most of what you can find about a person cannot be proven to be about that person.

The internet is not lying to you. It cannot tell you whose record it is holding.

The research engine is live. Enterprise interfaces shown here are a target experience in development, not a claim of deployed functionality.
Live read Illustrative read, invented data
AM
Avery Monroe
Northstar Systems · VP Operations
Subject confirmed
Placement
Recognized Credibility
Confidence
High
18Sources found
12Sources bound
3Sources not read
Relevancesupported
Demonstrated Expertisecorroborated
Reciprocitynot read
Two independent axesEvery placement travels with its confidence band. There is no numeric score about a person.
Evidence
Identity
Confidence
Permitted use
The measured proofFifty governors. The entire population, not a sample.
50Sitting U.S. governors
3,900Source and subject pairs evaluated
43%Bindable to the right person and record
0Figures inferred

The measured problem

Hiring systems find information. They rarely prove whose information it is.

Can this source be bound to this person, in this office, in this jurisdiction, at a date that can be established?

Discovery is not identity binding.

A page can be real, current, and relevant while still failing to bind to the exact person under review.

The index shows what it could read.

Confidence measures how much the index could read, not how much the index approves of someone.

Unknown never becomes zero.

When evidence cannot carry a conclusion, the instrument returns a typed refusal instead of manufacturing precision.

The instrument

Two axes. One defensible read.

Placement and confidence answer different questions. A result is incomplete without both.

Axis one: placement

Where the bindable record places the subject, expressed without a person score.

Established Authorityplacement
Recognized Credibilityplacement
Building Credibilityplacement
Emerging Presenceplacement
Insufficient basis to place. A refusal, not a level.
Not started yet. No read attempted.

Axis two: confidence

How much of the record the index could read. This is a statement about evidence, never about the person.

Low
Medium
High
Most restrictive first. A refusal always beats a placement. No level is computed and then hidden.
There is no numeric score about a person anywhere in this product.

Seven independent signals

Evidence is read in dimensions, not collapsed into a verdict.

Signals are read independently of placement. Placement never reads a signal value, and the two do not borrow each other's confidence.

Social Proof

Reachable recognition

How much of what others published about this person is reachable from a property they own.

Consistency

Controlled identity

Whether the same person shows up the same way across the properties they control.

Relevance

Close to the work

Whether the record is close to the work they are being considered for.

Demonstrated Expertise

Inspectable substance

Whether narrowly defined substantive work can be inspected and responsibly attributed.

Authenticity

Specific positions

Whether this person takes positions specific enough to be wrong about.

Reciprocity

Recognition both ways

Whether recognition runs in both directions or only toward them.

Resonance

Carried by others

Whether what they publish is carried further by identifiable others.

An unqualified instrument publishes not read with a reason, never a number and never a blank.supported · corroborated · uncorroborated · not read

Enterprise delivery

The answer travels with the decision, not beside it.

Authorization, confidence, evidence state, permitted use, and refusal travel with every result.

Model Context Protocol

A typed response for assistants, internal tooling, and automated workflows. Unknown cannot be quietly rounded into zero.

Inside the hiring system

The read attaches to the requisition the team already works, with authorization and subject confirmation carried on the record.

Risk and governance console

Legal, compliance, and talent leadership receive the evidence trail, authorization history, and every refusal made on their behalf.

EngagementAuthorized use established
SubjectRecord confirmation requested
InstrumentEvidence bound and evaluated
ResultPlacement plus confidence, or refusal

Governance by design

The limits are part of the product, not a footnote.

A
Human review remains in the loop.

Employment use is authorized per engagement and disabled by default, and a documented compliance and reinvestigation process governs every read.

B
No subject confirmation means no placement.

The instrument does not preview, cache, or describe a hidden level.

C
Evidence vocabulary is controlled.

Supported, corroborated, uncorroborated, and not read. The index does not call anyone a liar.

D
Every response carries permitted use.

Purpose gating is data.

Before operational damage$127,500Illustrative enterprise hiring economics from market-paid inputs.

The economics

One avoidable failure can carry more cost than the engagement.

Retained search, 30 percent of first-year compensation on $250K$75,000
Recruit and train the replacement, 21 percent of salary and benefits$52,500

A $100K annual contract would break even at eight tenths of one prevented failure a year. Both inputs are prices actually paid in the market. No operational damage is included.

Enterprise access

Bring greater clarity to consequential hiring decisions.

Access is granted per engagement. Employment use requires signed authorization and the subject's own confirmation.