Separate intent interpretation, transaction execution, and service relationships to assess incremental value, bargaining power, and exit costs across AI shopping channels.
Deep research11 min read
Explain the gap between machine-readable and reliably transactable through product identity, availability, quotes, fulfillment, and an actionable governance framework.
Deep research10 min read
Examine seat, usage, and outcome pricing, separate attribution from incrementality, and evaluate economics for merchants and providers.
Deep research10 min read
Separate specifications, implementations, and admission, then assess protocols through business layers, version evidence, interoperability tests, and portability.
Deep research10 min read
Break enterprise purchasing into verifiable tasks connecting supplier identity, quotes, budgets, and approvals without mistaking low prices or automation for results.
Deep research10 min read
Connect order records, ownership, refund states, and human handoff so AI shopping growth is supported by a complete service loop.
Deep research10 min read
A timed-out request does not prove that a charge failed. This guide designs recoverable agent checkout around purchase intent, payment attempts, asynchronous notifications, and operator replay.
Practical guide10 min read
“Spend no more than one thousand” does not define the payment currency, exchange-rate timing, or tax responsibility. Quote snapshots, explicit currency authorization, and classified changes turn a conversational budget into executable transaction rules.
Practical guide10 min read
Accepting a refund request, submitting it to a payment service, and the shopper receiving funds are different events. This guide aligns agent support, partial-refund calculations, asynchronous updates, and financial reconciliation.
Practical guide10 min read
These protocols do not cover identical responsibilities. Capability matrices, evidence boundaries, version governance, and pilot acceptance help merchants decide what to integrate first, who implements it, and what remains their responsibility.
Practical guide10 min read
Hiding credentials does not fully protect user intent. This guide constrains merchant, amount, time, product, and executor in delegated purchasing, with revocation, exception, and audit paths.
Practical guide10 min read
A paid API turns a tool call into a commercial transaction. This guide defines billing units, task budgets, retry rights, quality acceptance, and failure remedies so cost and delivery remain explainable.
Practical guide10 min read
Build a maintainable catalog for agentic commerce, covering product identity, variants, pack quantities, bilingual fields, imagery, and release testing. Workflows are implementation recommendations; examples are hypothetical.
Practical guide11 min read
Start with genuine purchase tasks and create an evidence-based, bounded, fully bilingual publishing workflow. Separate AI mentions, citations, visits, and purchases when evaluating results.
Practical guide10 min read
Separate discovery information, time-bounded quotes, and order commitments. Design reservations, cost breakdowns, delivery checks, timeout recovery, and launch exercises that reduce mistaken and duplicate purchases.
Practical guide10 min read
Design source evidence, business objects, event chains, and reconciliation for agent channels. Distinguish conversion, revenue, and incrementality so duplicate events and incomplete attribution do not distort decisions.
Practical guide10 min read
Model cancellation, return, and refund separately, connecting permissions, policy versions, line items, and payment states so human support can continue agent-assisted cases and improve upstream information.
Practical guide10 min read
Turn agent-led inquiries into auditable sample orders through clear requirements, company permissions, customer-specific pricing, and quote versioning, keeping leads, quotes, and firm orders distinct.
Practical guide10 min read
Turn a purchase instruction into checkable product scope, budget, expiry, and exception rules, then design revocation, status checks, and human handover so consent remains valid at execution.
Practical guide10 min read
Design field flows, role permissions, handoff summaries, retention, and deletion around real shopping tasks, preserving service continuity while limiting unrelated information sharing. This is product and operations guidance.
Practical guide10 min read
Shopping agents read products, reviews, and email, but that content must not change user goals or execution authority. This guide designs provenance, structured extraction, action review, and defensive tests to reduce prompt-injection risk.
Practical guide10 min read
Merchants need to admit legitimate shopping agents while protecting inventory, accounts, and payments. This guide separates agent identity, user consent, object permissions, and traffic behavior into a verifiable and recoverable admission process.
Practical guide11 min read