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              ],
              "note": "Prepaid billing documentation explains how API users pre-purchase usage deducted from prepaid credits, configure auto recharge, set recharge amounts and limits, and notes credit expiration (1 year) and non-refundability."
            },
            {
              "signal_code": "service_discovery",
              "evaluation_role": "graded",
              "required": true,
              "value": "yes",
              "value_label": "Ready",
              "outcome": "pass",
              "public_state": "ready",
              "condition": "Can an agent find the exact service and its stable entrypoints?",
              "finding": "The exact service and stable evaluation or access entrypoints are publicly discoverable.",
              "evidence_status": "supported",
              "freshness": "fresh",
              "observed_at": "2026-08-20T15:56:59.255Z",
              "tested_surfaces": [
                {
                  "node_kind": "resource",
                  "node_id": "api-reference"
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              ],
              "assessment_method": {
                "name": "public-http-semantic-assessment",
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                "method_digest": "sha256:f7c4219d9b75928a6bcff8d125dc30bbc718673e579a66f00d832172e8c9d43d"
              },
              "determination_bases": [
                {
                  "kind": "explicit_first_party_declaration",
                  "captures": [
                    {
                      "retained_capture_digest": "sha256:d68b309479d5a9b702dc5e6182c1d3ef4d84d1b1b1f6292df922ca8704f7a7ef",
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                  ],
                  "artifact_digests": [
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                  ],
                  "source_surface": {
                    "node_kind": "resource",
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                  "locators": [
                    {
                      "artifact_digest": "sha256:f0f02e2b43ed153a6cb948aed4b235727b732c0c4fa50692a329137e54131111",
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              ],
              "note": "The service entrypoints and direct HTTP/REST API endpoints, authentication mechanisms, and request options are publicly documented in the API Reference Overview."
            },
            {
              "signal_code": "structured_evaluation_discovery",
              "evaluation_role": "informational",
              "required": false,
              "value": "unknown",
              "value_label": "Unknown",
              "outcome": "unknown",
              "public_state": "unknown",
              "condition": "Are verified structured discovery artifacts available?",
              "finding": "Current admissible evidence does not resolve this finding.",
              "evidence_status": "missing",
              "freshness": "unknown",
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              "determination_bases": []
            },
            {
              "signal_code": "terms_access",
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              "required": true,
              "value": "yes",
              "value_label": "Ready",
              "outcome": "pass",
              "public_state": "ready",
              "condition": "Can an agent retrieve and understand the applicable commitment terms?",
              "finding": "Applicable terms are stable, readable, retrievable, and materially complete.",
              "evidence_status": "supported",
              "freshness": "fresh",
              "observed_at": "2026-08-20T15:56:21.304Z",
              "tested_surfaces": [
                {
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                  "node_id": "service-terms"
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              ],
              "assessment_method": {
                "name": "public-http-semantic-assessment",
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                "method_digest": "sha256:f7c4219d9b75928a6bcff8d125dc30bbc718673e579a66f00d832172e8c9d43d"
              },
              "determination_bases": [
                {
                  "kind": "explicit_first_party_declaration",
                  "captures": [
                    {
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                  "locators": [
                    {
                      "artifact_digest": "sha256:2e74b5b693c44ae532b11a79a1e5bc619cddae189c3df80a0fbd0cdd0b3d0bcd",
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              ],
              "note": "The OpenAI Services Agreement is publicly accessible, readable, and defines terms governing APIs, ChatGPT Enterprise, data use, security, and customer obligations."
            },
            {
              "signal_code": "verified_web_agent_access",
              "evaluation_role": "informational",
              "required": false,
              "value": "unknown",
              "value_label": "Unknown",
              "outcome": "unknown",
              "public_state": "unknown",
              "condition": "Does the vendor deliberately describe access for web agents?",
              "finding": "Current admissible evidence does not resolve this finding.",
              "evidence_status": "missing",
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            }
          ],
          "blockers": [],
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        },
        {
          "stage": "sign_up",
          "stage_label": "Sign up",
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            "condition": "Can an agent obtain scoped, revocable authority for this service?",
            "finding": "Machine credentials exist but require manual copying, broad authority, or weak lifecycle support.",
            "context": "First-party documentation explicitly declares machine credentials (API keys and service accounts) created and managed on the API key page, but full secret keys must be manually copied upon creation."
          },
          "secondary_context": [
            {
              "signal_code": "access_control_operability",
              "condition": "Can an agent operate the access controls and safe handoffs deterministically?",
              "finding": "Current admissible evidence does not resolve this finding.",
              "context": "The retained capture from platform.openai.com/signup contains only basic page title metadata and an unrendered application header ('OpenAI Platform'), which does not show or describe operable access controls or safe handoffs."
            },
            {
              "signal_code": "captcha_compatible_access",
              "condition": "Can an agent obtain access without an unsupported CAPTCHA boundary?",
              "finding": "Current admissible evidence does not resolve this finding.",
              "context": "The captured evidence for platform.openai.com/signup contains minimal unrendered page content ('OpenAI Platform') and does not explicitly declare or observe the presence or absence of a CAPTCHA boundary."
            },
            {
              "signal_code": "phone_verification_compatible",
              "condition": "Can required phone verification be completed through a supported boundary?",
              "finding": "Current admissible evidence does not resolve this finding.",
              "context": "The captured evidence for platform.openai.com/signup contains minimal unrendered page content and does not explicitly state whether phone verification is required, absent, or resumable."
            },
            {
              "signal_code": "access_entrypoint_stability",
              "condition": "Is there a stable route to begin obtaining service access?",
              "finding": "A stable canonical route begins the required access bootstrap.",
              "context": "The canonical URL https://platform.openai.com/signup serves as the stable direct observation entry point for OpenAI Platform signup."
            }
          ],
          "signals": [
            {
              "signal_code": "access_control_operability",
              "evaluation_role": "barrier",
              "required": false,
              "value": "unknown",
              "value_label": "Unknown",
              "outcome": "unknown",
              "public_state": "unknown",
              "condition": "Can an agent operate the access controls and safe handoffs deterministically?",
              "finding": "Current admissible evidence does not resolve this finding.",
              "evidence_status": "supported",
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              "tested_surfaces": [
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              "determination_bases": [],
              "note": "The retained capture from platform.openai.com/signup contains only basic page title metadata and an unrendered application header ('OpenAI Platform'), which does not show or describe operable access controls or safe handoffs."
            },
            {
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              "public_state": "ready",
              "condition": "Is there a stable route to begin obtaining service access?",
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              "tested_surfaces": [
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              "assessment_method": {
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                "method_digest": "sha256:f1212e8cd082308cfde3c097bc933c4a4b72046b1f242205c3e27a3b020b3311"
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              "determination_bases": [
                {
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              "note": "The canonical URL https://platform.openai.com/signup serves as the stable direct observation entry point for OpenAI Platform signup."
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            {
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              "public_state": "unknown",
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              "determination_bases": [],
              "note": "The captured evidence for platform.openai.com/signup contains minimal unrendered page content ('OpenAI Platform') and does not explicitly declare or observe the presence or absence of a CAPTCHA boundary."
            },
            {
              "signal_code": "delegated_identity_access",
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              "determination_bases": [
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              "remediation": {
                "signal_code": "delegated_identity_access",
                "code": "improve.sign_up.delegated_identity_access",
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            },
            {
              "signal_code": "phone_verification_compatible",
              "evaluation_role": "barrier",
              "required": false,
              "value": "unknown",
              "value_label": "Unknown",
              "outcome": "unknown",
              "public_state": "unknown",
              "condition": "Can required phone verification be completed through a supported boundary?",
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              "evidence_status": "supported",
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              "tested_surfaces": [
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              ],
              "assessment_method": {
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                "method_digest": "sha256:f1212e8cd082308cfde3c097bc933c4a4b72046b1f242205c3e27a3b020b3311"
              },
              "determination_bases": [],
              "note": "The captured evidence for platform.openai.com/signup contains minimal unrendered page content and does not explicitly state whether phone verification is required, absent, or resumable."
            }
          ],
          "blockers": [],
          "remediations": [
            {
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              "code": "improve.sign_up.delegated_identity_access",
              "instruction": "Provide scoped delegated authorization with consent, revocation, and deterministic resumption."
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          ]
        },
        {
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          "stage_label": "Pay",
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          "state_label": "Limited",
          "primary_finding": {
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            "condition": "Is the exact commercial commitment disclosed before authorization?",
            "finding": "The public commitment omits a material component until later in the flow.",
            "context": "OpenAI documents purchased-credit expiry, non-refundability, configurable recharge controls, and balance behavior, but the retained evidence does not disclose exact rates, currency, or the charge amount before authorization."
          },
          "secondary_context": [
            {
              "signal_code": "checkout_operability",
              "condition": "Can an agent construct checkout, hand off approval safely, and resume?",
              "finding": "Current admissible evidence does not resolve this finding.",
              "context": "The evidence outlines setting up prepaid billing and configuring auto recharge in account settings, but does not document a programmatic flow for an agent to construct checkout, hand off approval safely, and resume."
            },
            {
              "signal_code": "payment_authorization",
              "condition": "Can payment be authorized within scoped agent or explicit human authority?",
              "finding": "Current admissible evidence does not resolve this finding.",
              "context": "The evidence mentions configuring auto recharge, thresholds, and manual credit purchases, but it does not document a rail for scoped agent delegation or explicit human-confirmed authorization with receipts."
            },
            {
              "signal_code": "self_service_purchase",
              "condition": "Is a direct self-service path to paid access documented?",
              "finding": "A documented direct purchase path reaches paid access without a vendor decision point.",
              "context": "OpenAI documentation details a direct self-service path to purchase prepaid API credits by going to billing overview in account settings or using the Add to balance button in the billing portal without vendor approval."
            }
          ],
          "signals": [
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              "value_label": "Unknown",
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              "public_state": "unknown",
              "condition": "Can an agent construct checkout, hand off approval safely, and resume?",
              "finding": "Current admissible evidence does not resolve this finding.",
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              ],
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              "determination_bases": [],
              "note": "The evidence outlines setting up prepaid billing and configuring auto recharge in account settings, but does not document a programmatic flow for an agent to construct checkout, hand off approval safely, and resume."
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            {
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              "condition": "Is the exact commercial commitment disclosed before authorization?",
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              "observed_at": "2026-08-20T15:56:12.265Z",
              "tested_surfaces": [
                {
                  "node_kind": "resource",
                  "node_id": "prepaid-billing"
                }
              ],
              "assessment_method": {
                "name": "bounded-headless-semantic-assessment",
                "version": "2026-08-20",
                "method_digest": "sha256:f1212e8cd082308cfde3c097bc933c4a4b72046b1f242205c3e27a3b020b3311"
              },
              "determination_bases": [
                {
                  "kind": "explicit_first_party_declaration",
                  "captures": [
                    {
                      "retained_capture_digest": "sha256:5153c22af100337bef385c3a3acbd956c33f78bf750f55c41aa8135afa20f884",
                      "capture_rung": "headless"
                    }
                  ],
                  "artifact_digests": [
                    "sha256:0f0e0370fc738aa4f461c16326bc3c4f41e3ce992b8a0e1c20f105cbf69cd8be",
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                  ],
                  "source_surface": {
                    "node_kind": "resource",
                    "node_id": "prepaid-billing"
                  },
                  "locators": [
                    {
                      "artifact_digest": "sha256:9cd276183477650f0591e75fb9bcda687b34fcba0ad7b937542f3c3bb67f36be",
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                }
              ],
              "note": "OpenAI documents purchased-credit expiry, non-refundability, configurable recharge controls, and balance behavior, but the retained evidence does not disclose exact rates, currency, or the charge amount before authorization.",
              "remediation": {
                "signal_code": "commitment_disclosure",
                "code": "improve.pay.commitment_disclosure",
                "instruction": "Disclose the complete commitment before payment authorization."
              }
            },
            {
              "signal_code": "payment_authorization",
              "evaluation_role": "barrier",
              "required": false,
              "value": "unknown",
              "value_label": "Unknown",
              "outcome": "unknown",
              "public_state": "unknown",
              "condition": "Can payment be authorized within scoped agent or explicit human authority?",
              "finding": "Current admissible evidence does not resolve this finding.",
              "evidence_status": "supported",
              "freshness": "fresh",
              "observed_at": "2026-08-20T15:56:12.265Z",
              "tested_surfaces": [
                {
                  "node_kind": "resource",
                  "node_id": "prepaid-billing"
                }
              ],
              "assessment_method": {
                "name": "bounded-headless-semantic-assessment",
                "version": "2026-08-20",
                "method_digest": "sha256:f1212e8cd082308cfde3c097bc933c4a4b72046b1f242205c3e27a3b020b3311"
              },
              "determination_bases": [],
              "note": "The evidence mentions configuring auto recharge, thresholds, and manual credit purchases, but it does not document a rail for scoped agent delegation or explicit human-confirmed authorization with receipts."
            },
            {
              "signal_code": "self_service_purchase",
              "evaluation_role": "graded",
              "required": true,
              "value": "yes",
              "value_label": "Ready",
              "outcome": "pass",
              "public_state": "ready",
              "condition": "Is a direct self-service path to paid access documented?",
              "finding": "A documented direct purchase path reaches paid access without a vendor decision point.",
              "evidence_status": "supported",
              "freshness": "fresh",
              "observed_at": "2026-08-20T15:56:12.265Z",
              "tested_surfaces": [
                {
                  "node_kind": "resource",
                  "node_id": "prepaid-billing"
                }
              ],
              "assessment_method": {
                "name": "bounded-headless-semantic-assessment",
                "version": "2026-08-20",
                "method_digest": "sha256:f1212e8cd082308cfde3c097bc933c4a4b72046b1f242205c3e27a3b020b3311"
              },
              "determination_bases": [
                {
                  "kind": "explicit_first_party_declaration",
                  "captures": [
                    {
                      "retained_capture_digest": "sha256:5153c22af100337bef385c3a3acbd956c33f78bf750f55c41aa8135afa20f884",
                      "capture_rung": "headless"
                    }
                  ],
                  "artifact_digests": [
                    "sha256:0f0e0370fc738aa4f461c16326bc3c4f41e3ce992b8a0e1c20f105cbf69cd8be",
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                  ],
                  "source_surface": {
                    "node_kind": "resource",
                    "node_id": "prepaid-billing"
                  },
                  "locators": [
                    {
                      "artifact_digest": "sha256:9cd276183477650f0591e75fb9bcda687b34fcba0ad7b937542f3c3bb67f36be",
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              ],
              "note": "OpenAI documentation details a direct self-service path to purchase prepaid API credits by going to billing overview in account settings or using the Add to balance button in the billing portal without vendor approval."
            }
          ],
          "blockers": [],
          "remediations": [
            {
              "signal_code": "commitment_disclosure",
              "code": "improve.pay.commitment_disclosure",
              "instruction": "Disclose the complete commitment before payment authorization."
            }
          ]
        },
        {
          "stage": "provision",
          "stage_label": "Provision",
          "outcome": "constrained",
          "public_state": "limited",
          "state_label": "Limited",
          "primary_finding": {
            "signal_code": "access_material_delivery",
            "condition": "Can usable access material be delivered securely to an authorized agent?",
            "finding": "Delivery needs additional human transfer or has weak scope or lifecycle semantics.",
            "context": "OpenAI API keys are created in the API key page or dashboard, where the full secret key is shown only upon creation and must be saved or exported manually."
          },
          "secondary_context": [
            {
              "signal_code": "provisioning_operability",
              "condition": "Can provisioning be initiated within supported agent authority?",
              "finding": "Provisioning is machine-triggerable or follows deterministically from an allowed handoff.",
              "context": "Provisioning of responses can be initiated programmatically via API calls such as client.responses.create or requests sent to post /v1/responses."
            },
            {
              "signal_code": "provisioning_completion",
              "condition": "Can an agent determine successful provisioning completion and reconcile asynchronous failure?",
              "finding": "A synchronous success response returns a usable created resource or access material; otherwise asynchronous work exposes progress, terminal state, reconciliation, and a documented bound.",
              "context": "A synchronous API call to the Responses API returns a response object with a completed status and output content upon successful execution."
            }
          ],
          "signals": [
            {
              "signal_code": "access_material_delivery",
              "evaluation_role": "graded",
              "required": true,
              "value": "partial",
              "value_label": "Limited",
              "outcome": "constrained",
              "public_state": "limited",
              "condition": "Can usable access material be delivered securely to an authorized agent?",
              "finding": "Delivery needs additional human transfer or has weak scope or lifecycle semantics.",
              "evidence_status": "supported",
              "freshness": "fresh",
              "observed_at": "2026-08-20T15:57:04.051Z",
              "tested_surfaces": [
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                  "node_id": "quickstart"
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                {
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                  "node_id": "readiness-b40f6dd9ecf10bde91b1d804002877ffaa0484272ccd4856be863bfdab5a5b7c"
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              "assessment_method": {
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                "method_digest": "sha256:f7c4219d9b75928a6bcff8d125dc30bbc718673e579a66f00d832172e8c9d43d"
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              "determination_bases": [
                {
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                  "captures": [
                    {
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                  ],
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                    {
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                      "capture_rung": "http"
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                  ],
                  "artifact_digests": [
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              ],
              "note": "OpenAI API keys are created in the API key page or dashboard, where the full secret key is shown only upon creation and must be saved or exported manually.",
              "remediation": {
                "signal_code": "access_material_delivery",
                "code": "improve.provision.access_material_delivery",
                "instruction": "Deliver scoped access material through a secure documented machine-usable flow."
              }
            },
            {
              "signal_code": "provisioning_completion",
              "evaluation_role": "graded",
              "required": true,
              "value": "yes",
              "value_label": "Ready",
              "outcome": "pass",
              "public_state": "ready",
              "condition": "Can an agent determine successful provisioning completion and reconcile asynchronous failure?",
              "finding": "A synchronous success response returns a usable created resource or access material; otherwise asynchronous work exposes progress, terminal state, reconciliation, and a documented bound.",
              "evidence_status": "supported",
              "freshness": "fresh",
              "observed_at": "2026-08-20T15:56:36.374Z",
              "tested_surfaces": [
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              ],
              "assessment_method": {
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                "method_digest": "sha256:f7c4219d9b75928a6bcff8d125dc30bbc718673e579a66f00d832172e8c9d43d"
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              "determination_bases": [
                {
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                  "captures": [
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              ],
              "note": "A synchronous API call to the Responses API returns a response object with a completed status and output content upon successful execution."
            },
            {
              "signal_code": "provisioning_operability",
              "evaluation_role": "graded",
              "required": true,
              "value": "yes",
              "value_label": "Ready",
              "outcome": "pass",
              "public_state": "ready",
              "condition": "Can provisioning be initiated within supported agent authority?",
              "finding": "Provisioning is machine-triggerable or follows deterministically from an allowed handoff.",
              "evidence_status": "supported",
              "freshness": "fresh",
              "observed_at": "2026-08-20T15:57:04.051Z",
              "tested_surfaces": [
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                },
                {
                  "node_kind": "resource",
                  "node_id": "responses-guide"
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              ],
              "assessment_method": {
                "name": "public-http-semantic-assessment",
                "version": "2026-08-20",
                "method_digest": "sha256:f7c4219d9b75928a6bcff8d125dc30bbc718673e579a66f00d832172e8c9d43d"
              },
              "determination_bases": [
                {
                  "kind": "explicit_first_party_declaration",
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                    {
                      "retained_capture_digest": "sha256:004500d6302de39df21f63b04d0c568db0ec772343f817ee8221739dac7a0577",
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                  ],
                  "artifact_digests": [
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                {
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                  ],
                  "artifact_digests": [
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              "note": "Provisioning of responses can be initiated programmatically via API calls such as client.responses.create or requests sent to post /v1/responses."
            }
          ],
          "blockers": [],
          "remediations": [
            {
              "signal_code": "access_material_delivery",
              "code": "improve.provision.access_material_delivery",
              "instruction": "Deliver scoped access material through a secure documented machine-usable flow."
            }
          ]
        },
        {
          "stage": "operate",
          "stage_label": "Operate",
          "outcome": "constrained",
          "public_state": "limited",
          "state_label": "Limited",
          "primary_finding": {
            "signal_code": "failure_contract",
            "condition": "Can an agent handle applicable failure modes safely?",
            "finding": "Safe failure handling is documented only partially.",
            "context": "Documentation covers API error codes (such as 401, 429, 500, and 503), rate limits, and recommends exponential backoff retry strategies respecting Retry-After headers. Full idempotency, cancellation, and reconciliation contracts for all failure modes are not completely detailed."
          },
          "secondary_context": [
            {
              "signal_code": "agent_protocol_interface",
              "condition": "Is an agent-native protocol interface verified against the essential targets?",
              "finding": "Current admissible evidence does not resolve this finding."
            },
            {
              "signal_code": "credential_lifecycle",
              "condition": "Can an agent manage credential expiry, rotation, revocation, compromise, and recovery?",
              "finding": "Only part of the credential lifecycle is agent-operable.",
              "context": "Documentation states users can create and manage API keys on the API key page, and if a full secret key is lost, create a new key and update the application, representing a partially manual key lifecycle without documenting programmatic rotation or compromise recovery."
            },
            {
              "signal_code": "target_interface_access",
              "condition": "Can an agent perform every essential assessment target through a usable interface?",
              "finding": "Every essential target has a stable documented agent-usable interface alternative.",
              "context": "Every essential target has documented machine-operable interfaces available through direct HTTP endpoints and official SDKs across supported environments."
            },
            {
              "signal_code": "operation_authentication",
              "condition": "Can an agent authenticate service operations with scoped authority?",
              "finding": "Request-time authentication is documented and usable under scoped agent authority.",
              "context": "Request-time authentication with scoped authority is documented, accepting HTTP Bearer tokens via API keys or short-lived access tokens via workload identity federation in the Authorization header."
            },
            {
              "signal_code": "operation_contract",
              "condition": "Are essential operation inputs, outputs, and effects stable and decidable?",
              "finding": "Essential operations have stable readable request, response, and effect semantics.",
              "context": "Across all evaluated surfaces, essential operational inputs, outputs, schemas, parameters, rate limits, and effect semantics for the API are documented and stable."
            }
          ],
          "signals": [
            {
              "signal_code": "agent_protocol_interface",
              "evaluation_role": "informational",
              "required": false,
              "value": "unknown",
              "value_label": "Unknown",
              "outcome": "unknown",
              "public_state": "unknown",
              "condition": "Is an agent-native protocol interface verified against the essential targets?",
              "finding": "Current admissible evidence does not resolve this finding.",
              "evidence_status": "missing",
              "freshness": "unknown",
              "tested_surfaces": [],
              "determination_bases": []
            },
            {
              "signal_code": "credential_lifecycle",
              "evaluation_role": "graded",
              "required": true,
              "value": "partial",
              "value_label": "Limited",
              "outcome": "constrained",
              "public_state": "limited",
              "condition": "Can an agent manage credential expiry, rotation, revocation, compromise, and recovery?",
              "finding": "Only part of the credential lifecycle is agent-operable.",
              "evidence_status": "supported",
              "freshness": "fresh",
              "observed_at": "2026-08-20T15:56:22.013Z",
              "tested_surfaces": [
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              ],
              "assessment_method": {
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              "determination_bases": [
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}
