Bilateral evidence profiles

Relationship studio

Compare two profiles through their documented relationships and shared records. An indirect connection is not evidence of a direct relationship.

Build a bilateral route Multi-profile workspace Single-profile atlas

Current declared routeMarket HHIAI assistants1 shortest paths / 1 common neighbors / 3 supporting edges

Comparable nodes5,478canonical nodes

Declared edges19,193auditable links

Relationship layers4kept separate

Inferred endpoint links0from path proximity

Route contractEvery line is declared. Multi-hop proximity never becomes a direct endpoint claim.Evidence standard

Bilateral query

Build an exact profile-to-profile route

Profile A / IndicatorsTracked market HHIObservation rows / 26

10 profiles directly connected to AI assistants

Profile B / MarketsU.S. generative AI assistant usageLatest HHI / 4,804

15 profiles directly connected to Market HHI

Relationship familyMeasurementMarkets, participants, industries, places, indicators, and sources

Declared route sets

Declared bilateral profile

Market HHI AI assistants

Measurement / 1 hop

Shortest route: 1declared hop
Shortest paths: 1deterministic routes
Common neighbors: 1exact intersections
Packet edges: 31 cited sources

Relationship diagnosisWhat the selected graph can and cannot establish

Connection classDirect declaration1 endpoint edge

Neighborhood overlap4.2%1 shared across 24 unique adjacent profiles

Selected-layer degree16 vs 115 neighbor difference

Supporting evidence1 cited source3 exact packet edges

high0medium1bounded2low0

Profile A / IndicatorsTracked market HHI8 entities / 2017-2026

Observation rows: 26
Selected-layer neighbors: 16
Total neighbors: 23
Latest year: 2026

Connection fingerprint

Measurement16

Organization0

Enforcement0

Research7

Markets8Questions6Sources9

Open canonical profile

MeasurementOrganizationEnforcementResearch

Route 01 / 1 hop

Market HHIAI assistants

Profile B / MarketsU.S. generative AI assistant usageUnited States / 2026

Latest HHI: 4,804
Selected-layer neighbors: 11
Total neighbors: 16
Latest year: 2026

Connection fingerprint

Measurement11

Organization0

Enforcement2

Research3

Products6Industries1Issues1Indicators3Records2Publications2Sources1

Open canonical profile

Supporting edge ledger

Every bridge remains an inspectable declaration

3 exact edges support the shortest paths and common-neighbor intersections in this layer.

MeasurementIndicator source custodyindicator source

HHI is computed from listed StatCounter percentages, which sum to 100 across tracked assistants.

MeasurementMarket evidence custodymarket source

AI chatbot market share in United States of America May 2026 supports the profile's definition, observation, participant row.

MeasurementObserved by indicatorprofile indicator

U.S. generative AI assistant usage has 1 exact Market HHI row spanning 2026-2026 across 1 registered source.

Bilateral graph contract

A route is not a finding about its endpoints

Each hop keeps its own evidence label, confidence, source custody, and edge-specific limitation.

A bilateral atlas route preserves a sequence of declared edges for navigation and audit. A direct edge, common neighbor, or multi-hop path does not make the endpoints equivalent, establish ownership or control, assign liability, define an antitrust market, make unlike measures comparable, or show causation.

Reusable bilateral packet

Carry the exact route into analysis

JSON preserves endpoints, shortest paths, common neighbors, nodes, and edge metadata. CSV flattens the complete supporting ledger.

JSON comparison/api/public/atlas?left=indicator%3Amarket-hhi&right=market%3Amkt-ai-chatbot&layer=measurement CSV edge ledgerExact supporting declarations Single-profile atlasReturn to focused neighborhoods