COMMERCE / STRUCTURE & STRATEGY
What can AI players take over in commerce?
AI players can handle discovery and parts of purchasing, but still need capabilities that retailers and service providers supply. Which capabilities matter depends on what the customer is buying.[1]
Earlier condition–form research and instruments
01 / SEE THE DISTRIBUTION
Different requirements.
Different arrangements.
Select a service requirement and a partnership arrangement to inspect the matching records. The diagram shows the division of work; the counts show association, not causation.
58 case bundles · 81 analytical records
| Condition in the arrangement | Cases¹ | Provider handoff | Channel checkout | Embedded provider app | Provider / POS order | AI in the own system |
|---|
¹ Cases with the condition across all roles. Cells can overlap across tracks and dates. Colour shows the share of that row; zero means no coded occurrence.
CAN COMBINE WITH THESE FORMS
SELECTED PATTERN
View underlying arrangements
Dots locate structural conditions. Select a condition to see its definition and the forms observed in the research.
Another condition in the research:
Explore the full distribution ↓02 / EXPLAIN THE ARCHITECTURE
The boundary moves.
The work still has to get done.
Compare what the AI player handles, what the industry partner retains and which rules govern their relationship.
ARCHITECTURE CANVAS / SCHEMATIC
Boxes show activity bundles, not ownership or bargaining power. This is a schematic of the form; individual arrangements differ.
Test the explanation
FROM COORDINATION TO COMPETITIVE OUTCOMES
When AI takes over part of the customer journey, what keeps the incumbent important?
An incumbent remains necessary when the AI service needs its assortment, customer account, operating systems or ability to fulfil the order. Unbundling separates activities that customers previously accessed through one business, such as finding a product and buying it. Rebundling combines those activities again through a new division of work between the AI player and its partners.[2]
The partnership pattern shows which roles the incumbent retains. Whether those roles support competitive advantage depends on how easily another company can replace its contribution.[3]
Scope, counting and interpretation
The research covers 58 direct case bundles and 81 dated episode/role records. Research cutoff: 7 October 2026. Coding pass: 13 October 2026. Case bundles include grouped providers and shared programmes.
The matrix joins conditions and forms within the same record, then counts distinct case bundles. Payment and standards roles are shown separately from the five customer-facing forms. Records distinguish historical arrangements, plans, prototypes and specifications. Dates identify the period covered; unrecorded conditions remain unclassified.
The analysis examines which activities need to work together, which capabilities each party contributes and who sets the rules.
Read the analytical explanation →APPLY THE RESEARCH
Which partnership would strengthen your company's position?
Assess which capabilities to develop, what to contribute and which customer relationships and rights to protect. Explore advisory for a company-specific assessment, or commission research into a question the evidence does not yet resolve.
Sources and notes
Case evidence. Partnerships Observatory, reconciled Commerce research, cutoff 7 October 2026: 81 dated episode/role records across 58 direct case bundles, including historical, planned and specification material. The displayed record disclosures retain the original source passages, dates and unresolved allocations.
Theory. Sangeet Paul Choudary, Reshuffle (first edition, July 2025), "Containerization as coordination," pp. 23-24. This informs the distinction between changing a customer interface and coordinating the service behind it. Its application here is the Observatory's interpretation.
Theory. Richard M. Emerson, "Power-Dependence Relations," American Sociological Review 27, no. 1 (1962), pp. 31-41, especially pp. 32-33. Dependence concerns valued outcomes and costly alternatives for the same outcome. The strategic application here is the Observatory's; the analysis examines how alternatives affect negotiating room.