AI agents are moving from recommending purchases to initiating them. Payment providers need a way to support those purchases across merchant checkout and gateway flows—with clear identity, authority and transaction controls.
Built for payment providers
Executive summary: 2 minutes · Full brief: about 10 minutes
Keep your payment infrastructure. Decentra’s specialized engineers work with payment providers to make a defined gateway or merchant-payment workflow agent-ready.
AI agents introduce a new actor between buyer intent and a payment instruction. For processors, gateways, acquirers and merchant-services platforms, the challenge is supporting agent-initiated purchases across their merchant base. A valid gateway request alone does not establish the agent’s authority. Identity, delegated buyer permission and transaction rules need to stay connected to the payment decision and its evidence.
02The FDE engagement
Decentra’s specialized Forward Deployed Engineering practice works alongside the payment provider’s engineering, payments product and security teams on a defined integration. The provider is Decentra’s customer; merchants and buyers participate in the payment journey. Existing payment, risk and operational responsibilities remain in place. Decentra does not replace the gateway or processor, or take control of settlement.
03The reusable infrastructure
Decentra’s proprietary Agentic Commerce Infrastructure is complementary: reusable technology intended to support authority, spending governance, evidence and interoperability within the provider integration. An engagement need not deploy the entire platform; platform adoption is a separate commercial decision. Start with one merchant-facing payment journey, explicit acceptance criteria and a provider team prepared to operate the result.
02 / The authorization gap
A payment request isn’t permission.
A human can confirm a purchase directly. When software acts for someone, a provider needs to determine how agent identity, buyer permission and transaction limits will be verified alongside its existing payment controls.
Conventional / Human-initiated
Buyer confirms
→
Payment system
→
Merchant
The buyer approves directly; existing authentication, fraud and payment checks still apply.
Agent-initiated / Added checks
AI agent
→
Verify authority
IdentityWhich agent is acting?
Delegated authorityWho permitted it to act?
Transaction controlsDo spend and risk rules allow it?
Bound intentDo payee, amount and purpose match?
Evidence & outcomeWhat happened, and can we prove it?
Payment system
→
Merchant
Simplified flows. Agent-specific checks establish authority before a payment instruction proceeds. Existing payment and fraud checks still apply.
Identity is not delegated authority.
A conventional customer-initiated transaction can connect the buyer’s interaction to a checkout confirmation. An agent may act later, across different services, without that buyer present. Authenticating the software tells the receiving system which agent is calling; it does not establish what the buyer permitted it to do.
Delegated authority is the buyer’s limited permission for an agent to act. It needs a verifiable origin and a scope: the organization represented, permitted action, spending envelope, allowed merchants or categories, and an expiry or revocation condition. A credential identifying an agent should not silently become unlimited purchasing authority.
Permission must survive the transaction.
Spending rules evaluate the proposed purchase against that permission and current policy. A permitted amount alone is insufficient: currency, payee, purpose and risk restrictions may change the decision. The authorized intent must stay linked to the payment request so a later component cannot substitute a different purchase.
The decision also needs a durable record: the request, authority reference, policy version, result and related payment identifiers. Declines, partial failures and missing responses need explicit handling. A request that timed out may still have succeeded downstream; absent a response is not evidence that no payment occurred.
Agent-specific checks complement existing risk controls. They neither guarantee a payment will be approved nor remove the processor’s or merchant’s obligations.
03 / Reference integration architecture
Add the missing controls. Keep the rails.
Decentra connects agent identity, delegated permission and spending rules to your existing payment flow. Transaction evidence links the request to the authority and checks behind it.
The reference model separates agent-facing controls from payment execution. Decentra works on the provider’s integration boundary: gateway interfaces, merchant-payment APIs, control placement and transaction records. Depending on scope, the integration may reuse provider services, add a Decentra component, or combine both. Placement follows the provider’s APIs, trust boundaries and operating constraints—not a new payment provider replacing the existing one.
Authentication may depend on a trusted identity service or an external agent platform. Buyer permission must come from a source recognized by the agreed integration; the provider does not originate that permission merely by processing a payment. A policy decision must be enforced where an unauthorized instruction can still be stopped; generating an advisory result elsewhere is not sufficient.
The payment gateway and processor continue to perform their existing payment functions. Merchant systems retain responsibility for order acceptance, fulfillment and their operational records. Payment approval is not the same as settlement or successful fulfillment; the integration must preserve those distinctions when reporting status.
Merchant Payment InfrastructureMerchant-owned order & fulfillment systems
↓
Reconciliation & Operational SystemsProvider status & reconciliation; merchant record linkage
Illustrative reference integration, not a deployed system or funds-flow diagram. Arrows show request and record linkage, not settlement. Decentra does not replace the gateway, become the regulated payment provider or control settlement. Payment authorization remains with existing payment systems.
For engineers: enforcement, evidence and asynchronous status
The exact integration depends on your APIs and workflow. Before a payment request proceeds, check the agent’s identity, the buyer’s permission and the applicable spending rules. Link the result to the transaction record. Validation should cover expired permissions, denied purchases, duplicate requests and unknown payment outcomes—not just successful payments.
Define which component makes each decision, which component enforces it and which record is authoritative. Preserve request identifiers across adapters and asynchronous notifications. Authenticate callbacks, handle duplicated or out-of-order events and reconcile against authoritative provider records. Retention and access controls should preserve useful evidence without copying unnecessary sensitive payment data into the agent layer.
04 / Illustrative transaction lifecycle
Follow a $2,000 generator purchase.
A facilities team needs backup power—not a particular make or model. It gives a procurement agent the requirements and budget. The agent helps determine what to buy; the payment integration checks whether it is allowed to buy it. Decentra’s customer in this example is the payment provider serving the equipment supplier—not the warehouse buyer.
Start with the need, not a model.
“Keep our warehouse’s essential lighting and communications running through a four-hour outage. Use an approved supplier and spend no more than $2,500, including tax and delivery.”
The agent turns that brief into purchasing requirements. It asks the facilities team to confirm running and startup loads, runtime, site constraints and the delivery deadline rather than guessing missing information. It then compares suitable electric generators, supplier availability and total delivered cost, explaining its recommendation against those requirements.
In this illustrative scenario, the proposed generator costs $2,000 USD all-in. The facilities team confirms technical suitability, including any required specialist review. The agent has helped solve a need within a budget instead of merely ordering a model someone already chose.
A good recommendation is not permission to pay.
The organization separately delegates permission to purchase a suitable generator from an approved supplier, subject to the $2,500 order cap and a remaining $5,000 budget. Permission to research or recommend alone would not authorize payment.
The procurement agent authenticates and presents a reference to that delegation. The integration verifies its scope and validity, then checks the selected supplier, amount, currency, budget and risk rules. The chosen generator and agreed total become the purchase intent linked to the order and payment attempt.
The equipment supplier is the merchant; its payment provider wants to support agent-initiated purchases through its existing gateway. Decentra helps that provider integrate the agreed authority checks and transaction evidence. Product selection stays with the buyer’s agent and facilities team. This is an illustrative scenario, not a customer case study or verified deployed behavior.
Purchase request → Decision → Payment → Financial record
RequestAfter requirements review and product selection, the agent requests the generator purchase: $2,000 USD all-in.
IdentityAuthenticate the calling agent.
DelegationVerify the organization’s permission to buy the generator.
PolicyCheck the approved supplier, $2,500 order cap, remaining budget and risk rules.
AuthorizationBind allowed intent to a payment request.
ProcessorThe merchant’s existing payment provider processes the request.
OutcomeRecord approval, decline or unknown status.
ReconciliationMatch the generator order, supplier invoice and payment records; reconcile capture, refunds and settlement as applicable.
Conceptual sequence. Decentra-side authority checks precede existing payment authorization. Denial paths stop before submission; unknown outcomes require resolution before any safe retry decision.
Denied does not mean “try harder.”
If the organization instead limits each order to $1,500, the $2,000 generator purchase is denied before reaching the processor. Record the decision and its reason. The agent must not split the generator payment, switch suppliers or repeatedly submit variants to evade the rule. A different purchase or increased permission requires a new authorized decision.
A processor decline is different: the agent-side checks may have passed, but the payment system did not approve the transaction. Preserve that distinction in customer-facing status and recovery logic. Permission to buy the generator is not a promise that funds will be authorized.
A timeout is not a failed payment.
Suppose the supplier’s processor receives the $2,000 payment instruction, but its response is lost. The team does not yet know whether the generator payment succeeded. Sending another payment blindly could create a duplicate charge. First query the provider’s authoritative status using the original request or transaction identifiers, then combine that result with authenticated callbacks and reconciliation records.
Idempotency helps a receiving system recognize repeated submission of the same operation. Its scope, retention window and request-matching rules depend on the provider; it is not a universal exactly-once guarantee. A retry must follow that provider’s contract and the known transaction state, not simply a timer.
For engineers: budget reservations and financial finality
Concurrent requests can each appear affordable if they inspect the same unreserved budget. Agree where amounts are reserved, committed, released or expired, and how those changes follow payment outcomes. Do not release a reservation merely because an HTTP request timed out. A confirmed approval, capture, refund and settled position are different states; reconciliation must use the relevant system of record and keep unresolved differences visible.
05 / Forward Deployed Engineering methodology
One workflow. From question to operation.
Forward Deployed Engineering means working alongside the provider’s engineering, payments product, security and operations teams. Start with one merchant-facing transaction journey—not a wholesale rebuild or a procurement-agent development project.
01
Assess
Choose the workflow. Map systems, transaction flows, trust boundaries and agent-readiness gaps.
Output
Provider integration assessment, architecture findings and a bounded opportunity.
02
Architect
Define interfaces, delegated authority, policy enforcement, security constraints and system responsibilities.
Output
Reference integration design, implementation plan and measurable acceptance criteria.
03
Implement & Validate
Build in approved customer environments. Validate allowed and denied behavior, failures, recovery and reconciliation.
Output
Agreed integration, test results and deployment documentation.
04
Operationalize
Equip your team to monitor, troubleshoot and maintain the integration, with clear operational ownership.
Output
Runbooks, merchant integration guidance, knowledge transfer and ownership documentation.
Illustrative engagement outputs; the deliverables, environments and acceptance tests are agreed for each engagement.
Make the scope testable.
Assessment starts with a provider’s gateway or merchant-payment journey, not a broad mandate to “add agents.” Identify who originates the purchase, who grants permission, where payment instructions enter and which systems report the financial result. Existing capabilities may already solve part of the problem; the assessment should identify what to reuse as well as what to add.
The architecture translates that boundary into interfaces and acceptance criteria. Specify what must be rejected, which errors can be retried, how unknown outcomes are resolved and what evidence demonstrates the result. An implementation plan should expose dependencies on provider APIs, merchant integration points, test access and specialist security or payment-system review.
Validate operation, not just the demonstration.
Implementation follows the agreed customer environment and access constraints. Validation exercises authorized purchases alongside expired delegation, overspend, duplicates, processor failures and incomplete responses. Tests should show that the intended control actually stops an instruction and that recovery does not create unintended payment effects.
Operationalization makes the delivered scope usable without relying on the original demonstration team. Walk through monitoring, exception investigation and support ownership; document deployment and rollback dependencies. A sandbox result does not establish production readiness. Any production release remains subject to the customer’s applicable security, operational and payment approvals.
06 / Technology & commercial boundaries
Services and technology.
Decentra works with payment providers on two complementary offerings: engineering for a defined integration, and reusable technology where it fits.
Services
Agentic Readiness FDE
A scoped gateway or merchant-payment integration, delivered alongside your team. Deliverables and acceptance criteria are agreed for that workflow.
Technology
Decentra Agentic Commerce Infrastructure
Proprietary components intended to support identity, delegated authority, spending controls, transaction evidence and payment interoperability. Suitability and deployment maturity are assessed for the proposed use.
Scope, licensing and ownership
Separate adoption.
An FDE engagement does not require the full platform. Licensing, support and platform adoption are agreed separately; a design or pilot does not establish production deployment or adoption.
Clear ownership.
Define the delivered artifacts, operating owners and applicable use rights. Decentra, customer and third-party technology retain their respective ownership and terms; integration alone transfers neither rights nor responsibilities.
Illustrative responsibility boundaries
Participant
Typical responsibility
Boundary to preserve
Agent / agent platform
Form purchase intent, authenticate and present delegated authority.
Cannot invent buyer permission or bypass a denial.
Decentra integration & controls
Where scoped: connect identity, verify authority, enforce policy and link transaction evidence.
Does not become the regulated payment provider or assume the customer’s payment authority.
Gateway / processor
Existing payment processing, status interfaces and payment records; authorization and settlement functions follow the existing payment arrangement.
Agent-side permission does not replace payment authorization or network obligations.
Merchant
Order acceptance, fulfillment, merchant records and operational reconciliation.
A request or authorization alone does not prove delivery or settled funds.
Actual responsibilities depend on the payment model, providers and agreed integration. The matrix explains the boundary; it does not assign new contractual or regulated roles.
07 / Engagement approach
Start with a defined payment journey.
For payment processors, gateways, acquirers and merchant-services platforms enabling agent-initiated commerce for their merchants.
Bring one merchant-facing payment workflow and the provider systems it touches. Let’s identify the integration boundary, the controls it needs and a practical first step—not assume a platform-wide transformation.
Good initial candidates include a gateway API receiving agent-originated requests, a merchant checkout carrying buyer-authority references, or a provider status and reconciliation flow that must handle uncertain outcomes. The goal is a payment capability the provider can support for its merchants—not selecting products for the buyer.
For an initial technical assessment, share the provider architecture and APIs, the merchant integration path, the source of buyer authority, relevant risk constraints and available test environments. Start with non-sensitive material; do not send credentials or card data.
A bounded first engagement might produce a provider gap assessment, reference integration design, merchant integration guidance and a validation plan for one workflow. That gives both teams a concrete basis to decide what to implement next.