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COMMERCE / WHO GAINS?

Who gains from AI commerce partnerships?

Companies gain leverage when partners need their contribution and cannot readily replace it. Reaching more customers or retaining fulfilment does not, by itself, establish that advantage.

Compare who gains and who becomes exposed ↓

THE COMPETITIVE LANDSCAPE

Who gains under different partnership arrangements?

A firm can gain distribution while losing influence over customer choice. Compare who gains reach, who faces substitution and which conditions change the outcome.[1]

Potential shifts in competitive position. Both parties can gain.

01 / HOW ARRANGEMENTS DISTRIBUTE ADVANTAGE

How rebundling reinforces or bypasses intermediaries

The same AI capability can reinforce an intermediary—or bypass it. Moving discovery into AI does not determine the winner. Where the customer goes next, and which services that destination supplies, change the competitive outcome.[2]

INTERMEDIARY RETAINED

AI discovery→Marketplace→Provider service

A new route into the existing intermediary.

The marketplace can gain distribution while keeping its supply, account and completion role.

DIRECT PROVIDER ROUTE

AI discovery→Provider completion
Intermediary outside this route

A possible route around the intermediary.

Bypass matters only if the new connection replaces the service and attracts transactions that would otherwise use it.

Explore the referral architecture →Explore how arrangements redistribute advantage →
Compare how customer choice changes competitive position
The customer wants…The channel’s positionThe provider’s position
A product from any equivalent sellerCan direct the order between competing sellers.Can gain sales while losing a reason for the customer to return directly.
A particular provider’s assortment, benefits or serviceGains a useful offering it cannot replace with just any seller.Can extend its reach while retaining demand for its own service.
A service previously reached through an intermediaryCan connect to that intermediary—or create a direct provider route.Gains a bypass opportunity only if the direct route delivers the service customers need.

A platform can gain distribution while merchants behind it become less distinctive.

02 / WHO DEPENDS ON WHOM?

Customer access, service capabilities and bargaining power

Leverage tends to favour the party with better alternatives for the objective at stake. A provider’s position can strengthen when the channel needs its contribution more than the provider needs that particular channel. If both have alternatives—or both need each other—the balance differs. The strategic comparison is between each party's ability to replace the contribution and reach the customers it needs.[3]

PROVIDER’S ALTERNATIVE CUSTOMER ROUTES →

Several viable routesDependent on this route
Explore who depends on whom →

03 / HOW ADVANTAGE SHIFTS

How standards and adoption change advantage

As more merchants join an AI channel, customers gain more options and merchants face more substitutes. Merchants gain alternatives too when they can use the same connections across competing channels. Accounts and integrations provide alternatives only when they are portable and commercially usable.[4]

Explore how advantage shifts →

COMPARE THE DIRECTION OF CHANGE

When does AI unbundle the customer relationship, and when does it strengthen the existing business?

An AI channel can separate product discovery from the provider's own experience. An internal assistant brings AI capability into that experience instead. Shopify's ChatGPT referral arrangement and Lowe's own assistant illustrate these different directions. The first introduces a new intermediary in customer choice; the second introduces a capability supplier inside the business. Neither arrangement, by itself, establishes stronger customer relationships or greater independence.[5]

Shopify merchants through ChatGPT

Customer → ChatGPT discovery → merchant store

In the March 2026 referral configuration, discovery starts outside the merchant storefront. Shopify connects the catalogue and store infrastructure; the merchant completes the sale.

The route into the business changes, creating another way for customers to reach it.

The comparison contrasts an external customer channel with AI inside the retailer's service. The Lowe’s account comes from its model supplier.

WHAT THIS MEANS FOR YOUR BUSINESS

Choose a partnership for the position you want to build

Start with your objective and the dependency you can accept. These choices can combine: a retailer can run its own assistant and join AI channels; a platform can provide the route into those channels.

FOR RETAILERS & SERVICE PROVIDERS

Reach buyers through an AI channel

Make your catalogue or service available where buyers compare offers. The opportunity is additional reach; the dependency is on the channel’s selection and participation rules.[7]

Terms, evidence and decision triggers: Reach buyers through an AI channel
Arrangement
An embedded app, a handoff to your own site, or channel-hosted checkout. A platform can supply the connection.
Contribute and retain
Supply accurate product and availability information. Establish who accepts orders and handles service; preserve benefits that give buyers a reason to choose you.
Terms to examine
Account linking, eligibility, ranking rules, data access and exit.
Evidence before committing
Relevant demand, repeat purchases by route and whether buyers seek your service or accept a substitute. Retaining execution alone does not establish leverage.
Reconsider when
Customer demand concentrates, substitutes become acceptable, or participation rules and checkout design change.
Compare practical alternatives →

FOR RETAILERS & SERVICE PROVIDERS

Improve your own assistant or workflow

Combine a lab’s model with your knowledge and systems. You can improve your own service while retaining its interface, but integration and model behaviour create a supplier dependency.[6]

Terms, evidence and decision triggers: Improve your own assistant or workflow
Arrangement
A model API, cloud service or packaged agent behind your own assistant or workflow.
Contribute and retain
Supply product knowledge and operating context. Retain the evaluation and integration capabilities needed to judge quality and assess a supplier change.
Terms to examine
Data use, rights to improvements, pricing and portability. Establish what happens if the supplier also competes for your customers.
Evidence before committing
Test whether another supplier can meet the same service requirements. Multiple models may serve different tasks rather than substitute for one another; the research does not establish switching costs or data rights across these cases.
Reconsider when
Terms change, a credible substitute becomes available, or the supplier’s competing service changes the relationship.
Compare channel and internal-assistant arrangements ↗

A ROUTE FOR MERCHANT PARTICIPATION

Connect through a commerce platform

A platform can reduce repeated integration work across channels. The trade-off is reliance on both platform terms and channel eligibility. A shared protocol alone does not guarantee access or an effective exit.

Terms, evidence and decision triggers: Connect through a commerce platform
Arrangement
Use your platform’s channel programmes, or assess a direct implementation of a shared interface. These are different routes, not interchangeable commitments.
Contribute and retain
Provide catalogue information and meet participation requirements. Maintain the capabilities and direct customer routes that differentiate your business.
Terms to examine
Enrolment defaults, account requirements, data access and per-channel opt-out.
Evidence before committing
Compare actual implementation and service costs. Check whether you can leave one channel without leaving the platform; reduced integration work need not mean lower total cost.
Reconsider when
Defaults, fees or eligibility change, or a direct connection becomes commercially viable.
Examine Shopify and its merchants’ positions →

FOR PAYMENT & IDENTITY PROVIDERS

Support purchases across AI interfaces

Bring credentials, payment or risk capabilities to new purchase routes. Your position depends on acceptance and reliable service, not simply on providing a necessary function. Many agent-payment programmes remain plans.

Terms, evidence and decision triggers: Support purchases across AI interfaces
Arrangement
Tokens, wallets, financing or authorisation connected to a channel checkout or agent purchase.
Contribute and retain
Supply credentials, risk checks and merchant access. Build acceptance across channels and the service merchants and issuers rely on.
Terms to examine
Liability, credential acceptance and freedom to choose a processor.
Evidence before committing
Distinguish deployed arrangements from announcements. Verify fraud and dispute responsibilities and whether other credentials or processors are accepted.
Reconsider when
Programmes deploy, exclusivity changes or competing permission routes become usable.
Examine payment and authorisation roles →

Use these as conditional options, not company-specific recommendations. Other partnership purposes—including rights, joint development and infrastructure—need further commerce-specific assessment.

APPLY THIS TO YOUR POSITION

Bring your objective and current partnerships. Advisory work tests these options against your capabilities, evidence and terms.

Apply this to your business.

Explore advisory →
Research and interpretation

The framework draws on 81 dated episode/role records across 58 direct commerce case bundles. The records distinguish plans, historical episodes and unresolved allocations.

Sources and notes

  1. 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.

  2. Third-party analysis. McKinsey, "The agentic commerce opportunity: How AI agents are ushering in a new era for consumers and merchants" (17 October 2025), chapters 1-2, direct and brokered interaction models and interoperability. These distinctions inform the explanation; the Observatory applies them to the arrangements and capabilities in its research.

  3. 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.

  4. Theory. Carliss Y. Baldwin and Marcus Holgersson, "Ecosystem Evolution: Contracts, Modules, and Standards," forthcoming handbook chapter, held manuscript, pp. 7-11. Compatible modules and design rules can permit replacement. The commerce application remains conditional on working compatibility and usable participation rights.

  5. Case evidence. Partnerships Observatory, corrected own-surface-assistant findings, cutoff 7 October 2026, supplier-route and source-argument comparisons covering Lowe's, Macy's, Ulta and other named cases. Model supply, packaged agents and cloud/vendor mediation are distinguished. Interface retention is observed where stated; data rights, practical switching and causal performance gains remain unestablished. Source attributions and dated case disclosures remain in the research.

  6. Theory. Michael G. Jacobides and Sidney G. Winter, "Capabilities, Transaction Costs, and Evolution: Understanding the Institutional Structure of Production" (July 2003 working paper), opening argument on relative capabilities and firm boundaries. Capability sourcing and the division of work are separate from a demonstrated competitive advantage. The firm-specific interpretation here is the Observatory's.

  7. Third-party analysis. Boston Consulting Group, "Agentic Commerce Is Redefining Retail - How to Respond" (2025), "The Threats to Retailers" and retailer-response sections. Its analysis of AI-mediated choice and customer contact informs these questions.

Explore all coordination patterns →