Verify API Response Fields and Examples

The Verify API returns a JSON object made up of the top-level objects below. session_details is always present; the rest appear depending on the products and features enabled for the account.

Top-level objectDescription
session_detailsInformation about the session itself
fingerprintBrowser, device and user-preference characteristics
ip_intelligenceData derived from the session IP address
session_riskRisk band, category and triggered telltales
agent_trustAgent detection and Web-Bot-Auth verification
device_idCombined device identity, risk and history
proof_of_workProof of Work outcome
email_intelligenceEmail risk assessment and velocity counts
aggregationsIP velocity counts
data_exchangeData Exchange blob status
mics_verdictMobile integrity check results

Session Characteristics (session_details)

These fields contain information about the session itself.

Field NameDescriptionExample ValuesApplicable Component
solvedWhen a session's risk level does not qualify it for transparent mode (no challenge) it is shown an interactive challenge. In that case, this field's value indicates if the challenge was successfully solved or not. If it was in transparent mode, the field value for a valid session is true.true, falseEnforcement
sessionA unique token for the Arkose Labs session. A session is the whole experience from solution load to verification.A unique token, e.g. 3595d2c014d3c5f01.1116018803Detection Enforcement
session_createdAn ISO 8601 UTC timestamp signifying the time the session was created.e.g. 2019-07-15T02:45:13+00:00, or nullDetection Enforcement
check_answerAn ISO 8601 UTC timestamp signifying the time that the Enforcement Challenge user supplied answers were evaluated.e.g. 2019-07-15T02:45:13+00:00, or nullDetection Enforcement
verifiedAn ISO 8601 UTC timestamp signifying the time that the request to the verify endpoint was made.e.g. 2019-07-15T02:45:13+00:00Detection Enforcement
attemptedWhether the user attempted to solve the Enforcement Challenge, or not.true, falseDetection Enforcement
security_levelA number that indicates the security level used for this session. Be aware that security_level can have a null value — usually because the session was an audio mode session. Audio mode does not use security_level.A security level, e.g. 20Enforcement
session_is_legitIndicates if Arkose Labs certifies there are no telltales of non-legitimate activity in the session.true, falseDetection Enforcement
previously_verifiedIndicates if a session has already been verified.true, falseDetection Enforcement
session_timed_outIndicates if a session timed out before it was solved. Note: the default timeout value / token lifespan is 30 minutes.true, falseDetection Enforcement
suppress_limitedIndicates if the session qualified for low security, but failed verification. Low security is when a session has qualified to run in transparent mode, or use a no wrong answer enforcement challenge, such as the pick your favorite color challenge.true, falseEnforcement
theme_arg_invalidWhether the theme arg setting at verification matched the original theme arg passed in at session setup. A theme arg is a parameter passed by a customer to Arkose Labs. It requests a security tier or UX test mode.true, falseEnforcement
suppressedSuppressed is the old name for transparent mode. This field shows if the user was offered transparent mode.true, falseEnforcement
punishable_actionedPunishable is an attack mitigation tactic, which randomly fails verification attempts, even if the response was correct. This field indicates if punishable was activated.true, falseEnforcement
telltale_userThe winning telltale from the list of telltales that were identified as possible candidates (telltale_list field) during a session.A string such as 999b-fwh, or nullDetection Enforcement
telltale_originIndicates the source configuration of a telltale_user.A string such as 999b-fwh, or nullDetection Enforcement
failed_low_sec_validationIndicates that the intention was to offer the user a low security session, but they failed to qualify for it when the verification was attempted.true, falseEnforcement
lowsec_errorAn identifier showing why a user was denied a low security session."user_credits", "rate_limit_local", "validation_checks", "rate_limit_global", or nullDetection Enforcement
lowsec_level_deniedThe low security level that was denied to the user.A security level, e.g. 5, or nullDetection Enforcement
uaThe User Agent string for the user that interacted with the EC.e.g. "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/92.0.4515.159 Safari/537.36"Detection Enforcement
ip_rep_listAn identifier which specifies which IP reputation database this IP address has been seen at."tor", "sfs_tor", "sfs", or nullDetection Enforcement
optionalAn object containing optional return values such as client_encrypted_mode_key or get_pass values. Also, relevant data being sent to Arkose Labs via our accepted methods (see Data Exchange, requires Support login) appears in this object. The specific keys and values inside this object vary based on implementation.e.g. {"blob": "lHpwagBqx3JOI7t9Ka0KUdIeHZbIjAYPPB72kDu2Zb5BwNiC6qJx5gS0f5c3EzcZ9d"}, or nullDetection Enforcement
game_number_limit_reachedGame number limit is an optional setting that restricts the number of attempts a user can have at solving the EC. This field can show if the user reached the number of attempts allowed.true, falseEnforcement
user_language_shownShows the language code of the language in which the challenge was presented to the user.A string such as "en", or nullEnforcement
telltale_listThe list of telltales that were identified as possible candidates during a session.An array of strings e.g. ["999b-fwh"], or nullDetection Enforcement
challenge_typeThe type of challenge that the end-user solved.A string e.g. "audio", "transparent", "visual", "pow", "pow+visual", "pow+audio", or nullDetection Enforcement
device_idDevice ID returned from the detection hub.A string, or nullDetection Enforcement
stateless_device_idAn object containing the Stateless Device ID and its version, plus the previous ID and version. See the stateless_device_id object section below.An object, or nullDetection Enforcement

stateless_device_id object

Returned inside session_details.

Field NameDescriptionExample ValuesApplicable Component
device_idThe Stateless Device ID.A string, e.g. a91cd4e726f8b3051d6e4a7c9f2b8d3eDetection Enforcement
device_id_versionVersion of the Stateless Device ID.A string, e.g. 2.0Detection Enforcement
device_id_previousPrevious Stateless Device ID.A string, e.g. 3f5a7c9e1b2d4f6a8c0e2b4d6f8a1c3eDetection Enforcement
device_id_previous_versionVersion of the previous Stateless Device ID.A string, e.g. 1.2Detection Enforcement

Fingerprint (fingerprint)

The following sections (Browser Characteristics, Device Characteristics, User Preferences) are fields containing information that identify the browser, device, etc. the session ran on.

Browser Characteristics (fingerprint.browser_characteristics)

These fields contain information about the browser the session ran on.

Field NameDescriptionExample ValuesApplicable Component
browser_nameThe name of the browser the user was using.A string, e.g. Chrome or nullDetection Enforcement
browser_versionThe version of the browser the user was using.A version number, e.g. 92.0.4515.159 or nullDetection Enforcement
color_depthThe color depth of the device used for the session.A number, e.g. 24 or nullDetection Enforcement
session_storageWhether session storage was available or not.true, falseDetection Enforcement
indexed_databaseWhether the browser uses any indexed database API.true, falseDetection Enforcement
canvas_fingerprintThe canvas fingerprint value of the browser.e.g. 1652956012 or nullDetection Enforcement

Device Characteristics (fingerprint.device_characteristics)

These fields contain information about the device the session ran on.

Field NameDescriptionExample ValuesApplicable Component
operating_systemThe operating system used on the device.e.g. Windows or nullDetection Enforcement
operating_system_versionThe version of the operating system used on the device.e.g. XP or nullDetection Enforcement
screen_resolutionThe current screen resolution of the device.e.g. [1920,1080] or nullDetection Enforcement
max_resolution_supportedThe maximum supported screen resolution of the device.e.g. [1920,1080] or nullDetection Enforcement
behaviorWhether the device / browser supports the addBehavior method. Note that addBehavior is considered obsolete with Windows 10.true, falseDetection Enforcement
cpu_classThe CPU class identifier of the device.e.g. X86 or nullDetection Enforcement
platformThe platform the device belongs to.e.g. MacIntel or nullDetection Enforcement
touch_supportWhether the device has touch support or not.true, falseDetection Enforcement
hardware_concurrencyThe hardware concurrency support of the device.e.g. 8 or nullDetection Enforcement
ja4_hashTLS client fingerprint used to identify applications/browsers.e.g. t13d6912h1_8b2139ff7677_c50a3655fff1 or nullDetection Enforcement

User Preferences (fingerprint.user_preferences)

This field contains information about the session set by its user.

Field NameDescriptionExample ValuesApplicable Component
timezone_offsetThe timezone offset from UTC, in minutes.e.g. 1000 or nullDetection Enforcement

IP Intelligence (ip_intelligence)

These fields contain information related to and derived from the IP address associated with the session.

Field NameDescriptionExample ValuesApplicable Component
timezoneThe timezone the session was originated from.A string, e.g. America/Los_Angeles or nullDetection Enforcement
user_ipThe IP address of the device used for the session.An IP address, e.g. 199.220.42.206, or nullDetection Enforcement
is_torIndicates if the IP is suspected of being a TOR connection (either active or previously hosted TOR nodes and exist).true, falseDetection Enforcement
is_vpnIndicates if the IP is suspected of being a VPN connection. For example, it has been on a VPN and can include data center ranges.true, falseDetection Enforcement
is_proxyIndicates if this IP address is suspected to be a proxy.true, falseDetection Enforcement
proxy_typeThe specific type of proxy service detected for the IP address.anonymous, transparent, corporate, consumer-privacy, public, edu, data center, not a proxyDetection Enforcement
countryCountry the User IP belongs to.A string, e.g. US or nullDetection Enforcement
regionState/Region that the IP belongs to.A string, e.g. California or nullDetection Enforcement
cityThe city the IP belongs to.A string, e.g. Fremont or nullDetection Enforcement
ispThe Internet Service Provider name.A string, e.g. AT&T U-verse or nullDetection Enforcement
public_access_pointWhether the IP address belongs to education and research institutions, corporates, or public WiFi such as hotel lobby, coffee shop, etc.true, falseDetection Enforcement
connection_typeIndicates how the IP address is connected to the internet.A string, e.g. WiFi or nullDetection Enforcement
latitudeThe latitude coordinates of the device used for the session. Returned as a string.e.g. "37.52809906" or nullDetection Enforcement
longitudeThe longitude coordinates of the device used for the session. Returned as a string.e.g. "-121.97319794" or nullDetection Enforcement
asnAutonomous System Number (ASN).An int, e.g. 14618 or nullDetection Enforcement
network_info_rttEstimated effective round-trip time of the current connection, in milliseconds.An int, e.g. 50 or nullDetection Enforcement

Session Risk (session_risk)

This object contains risk data for the session derived from triggered telltales.

Field NameDescriptionExample ValuesApplicable Component
risk_categoryThe type of threat detected on a session (standard bot, advanced bot, fraud farm, custom).A string e.g. BOT-STD, BOT-ADV, FRD-FRM or CUSTOMDetection Enforcement
risk_bandThe classification of a session as low / medium / high risk based on the max value from the custom and global risk scores.A string e.g. LOW, MEDIUM or HIGHDetection Enforcement
globalAn object containing 2 subfields, score & telltales.

score — a value between 0 and 100 representing the risk associated with the session based on the global telltales that triggered on a session.

telltales — list of global telltales triggered, each with the subfields name & weight.
{"score": 10, "telltales": [{"name": "g-reputation-recent-abuse-proxy", "weight": 10}]}Detection Enforcement
customAn object containing 2 subfields, score & telltales.

score — a value between 0 and 100 representing the risk associated with the session based on the customer telltales that triggered on a session.

telltales — list of custom telltales triggered, each with the subfields name & weight.
{"score": 100, "telltales": [{"name": "outdated-browser-yandex-2", "weight": 7}]}Detection Enforcement

score and weight are both returned as numbers, not strings.


Agent Trust (agent_trust)

This object contains information about agent trust detection and the Web-Bot-Auth verification outcome for the session.

Field NameDescriptionExample ValuesApplicable Component
detectedWhether the session was classified as an agent trust client.true, falseEnforcement
detection_sourceWhich detection path identified the agent.
  • Arkose Detection service
  • Web Bot Auth Signature verification
  • Both of the above corroborated
"agentic_detection_service", “web_bot_auth", “corroborated"Enforcement
agentAgent metadata. Present only when detected is true, otherwise null{"name":"CaludeBot"}, nullEnforcement
agent.name

Canonical name of the detected agent. Present only when detected is true.

Falls back to the agent's operator URI when a canonical name can't be resolved.

"ClaudeBot", "GPTBot", "Atlas", "Fellou", "PerplexityBot", "https://openai.com"Enforcement
web_bot_authOutcome of RFC 9421 Web-Bot-Auth header verification captured at setup-session. This is an independent signal from detected / agent — a verified web_bot_auth payload with detected: false is valid, since it is cryptographic proof of identity without a matching heuristic allowlist entry.{...}, nullEnforcement
web_bot_auth.providedWhether WBA headers were present on the setup-session request.true, falseEnforcement
web_bot_auth.agentBare URI of the bot operator's JWKS directory origin."https://openai.com", nullEnforcement
web_bot_auth.key_idRFC 7638 thumbprint of the signing key used to sign the request."NzbLsXh8uDCcd-6MNwXF4W_7noWXFZAfHkxZsRGC9Xs", nullEnforcement
web_bot_auth.signature_verifiedWhether the RFC 9421 signature cryptographically verified.true, falseEnforcement
web_bot_auth.signature_fail_reasonReason verification failed; null on success."bad_signature", "missing_key", "directory_unreachable", "malformed_input", "signature_expired", "unsupported_profile", nullEnforcement

Device ID (device_id)

This object combines the Stateful and Stateless Device IDs with device-level risk and history.

Field NameDescriptionExample ValuesApplicable Component
arkose_idComposite key of the Stateful and Stateless IDs.A string, e.g. f83be5d914c7a2069e5f8b1d4a3c6e9fDetection Enforcement
confidence_scoreConfidence in the uniqueness of the arkose_id. Returned as a number.e.g. 99.986305Detection Enforcement
device_first_seenAn ISO 8601 UTC timestamp for when the device was first seen.e.g. 2025-03-22T08:15:44ZDetection Enforcement
device_last_seenAn ISO 8601 UTC timestamp for when the device was last seen.e.g. 2026-01-09T11:37:21ZDetection Enforcement
device_spoofing_detectedWhether the current user has been detected spoofing their device.true, falseDetection Enforcement
risk_bandRisk band of the device.A stringDetection Enforcement
risk_scoreRisk score of the device.A numberDetection Enforcement
risk_insightsRisk insights for the device.An array of stringsDetection Enforcement
stateful_device_idThe Stateful Device ID attributed to this user.e.g. 8dd4a9dc-81de-4c3d-a685-b8eb546b382bDetection Enforcement
stateful_challenge_bypassedWhether the current challenge was bypassed.true, falseDetection Enforcement
stateful_challenges_bypassedNumber of challenges the user has been allowed to bypass since their last solve.An int, e.g. 1Detection Enforcement
stateful_change_reasonsReasons why a challenge may have been presented.An array of stringsDetection Enforcement
stateless_device_idThe current Stateless Device ID.A stringDetection Enforcement
stateless_device_id_versionVersion of the Stateless Device ID.e.g. 2.0Detection Enforcement
stateless_device_id_previousPrevious Stateless Device ID.A stringDetection Enforcement
stateless_device_id_previous_versionVersion of the previous Stateless Device ID.e.g. 1.2Detection Enforcement
📘

For Further details

See Stateless Device ID and Stateful Device ID (needs Zendesk authentication).


Stateful Device ID (stateful_device_id)

This object will be removed in the future. The fields it returns are also available in the device_id object, prefixed with stateful_. For New integrations, please read from device_id objects.


Proof of Work (proof_of_work)

Field NameDescriptionExample ValuesApplicable Component
challengedIndicates that Proof of Work was enabled for the session.true, falseEnforcement
attemptedIndicates that the user submitted an attempt at Proof of Work.true, falseEnforcement
passedIndicates that the Proof of Work attempt was passed by the user.true, falseEnforcement
difficulty_levelIndicates the difficulty level of the Proof of Work.A string, or nullEnforcement
transparentIndicates that no UI was shown to the user.true, falseEnforcement
📘

For Further details

See Proof of Work (Beta Preview) (needs Zendesk authentication).


Email Intelligence (email_intelligence)

Returned when Email Intelligence is enabled and an email address is supplied with the session.

Sub-objectContains
email_assessmentThe risk verdict for the email address, plus domain enrichment and handle analysis
detumbled_email_statsCharacter and typing-distance statistics for the detumbled handle
domain_statsCharacter and typing-distance statistics for the domain
total_email_countsVelocity counts for the email address
detumbled_email_unique_countsUnique-value velocity counts for the detumbled address
detumbled_email_instance_countsInstance velocity counts for the detumbled address
deenumerated_email_unique_countsUnique-value velocity counts for the deenumerated address
domain_instance_countsVelocity counts for the domain
errorError message if Email Intelligence could not be evaluated. Omitted on success

email_assessment

Field NameDescriptionExample Values
email_addressThe email address supplied with the session.[email protected]
detumbled_email_addressThe address with tumbling (e.g. plus-addressing, dots) removed.[email protected]
deenumerated_email_addressThe address with trailing enumeration removed.[email protected]
suggested_actionThe recommended action for this email address.e.g. email_no_risk
email_risk_scoreRisk score for the email address.A number, e.g. 0
email_domainThe domain part of the address.gmail.com
email_handle_lengthLength of the handle.An int, e.g. 9
is_tumbled_emailWhether the address is tumbled.true, false
is_enumerated_emailWhether the address is enumerated.true, false
deenumerated_email_handle_lengthHandle length after deenumeration.An int, e.g. 9
is_invalid_emailWhether the address is invalid.true, false
is_role_emailWhether the address is a role account (e.g. support@).true, false
is_private_relayWhether the address is a private relay address.true, false
detumbled_email_first_seenAn ISO 8601 UTC timestamp for when the detumbled address was first seen.e.g. 2026-03-11T01:56:18Z
detumbled_email_first_seen_in_daysDays since the detumbled address was first seen.An int, e.g. 0
domain_relative_usage_factorRelative usage of the domain.A number, e.g. 2
is_suspicious_email_handleWhether the handle looks suspicious.true, false
anomalous_handle_compositionWhether the handle composition is anomalous.true, false
domain_shannon_entropyShannon entropy of the domain.A number, e.g. 2.95
domain_metric_entropyMetric entropy of the domain.A number, e.g. 0.3277
deenumerated_domain_lengthDomain length after deenumeration.An int, e.g. 9
is_mx_record_presentWhether an MX record is present for the domain.true, false
is_mx_validWhether the MX record is valid.true, false
domain_enrichmentDomain registration and reputation data. See below.An object

email_assessment.domain_enrichment

Field NameDescriptionExample Values
is_domain_missingWhether the domain could not be found.true, false
domain_ageAge of the domain in days.An int, e.g. 11168, or null
domain_creation_dateDate the domain was created.e.g. 1995-08-13, or null
domain_orgRegistered organisation for the domain.e.g. Google LLC
domain_name_serversName servers for the domain.An array of strings, or null
is_disposableWhether the domain is a disposable email provider.true, false
domain_registration_countryCountry the domain was registered in.e.g. us
errorError message if enrichment failed. Omitted on success.A string

Velocity count objects

total_email_counts, detumbled_email_unique_counts, detumbled_email_instance_counts, deenumerated_email_unique_counts and domain_instance_counts all share the same shape.

Field NameDescriptionExample Values
short_term_countNumeric count of the aggregation metric in the short term.An int, e.g. 1
short_term_period_minutesThe time period over which the short term count was aggregated, in minutes.An int, e.g. 360
long_term_countNumeric count of the aggregation metric in the long term.An int, e.g. 3
long_term_period_minutesThe time period over which the long term count was aggregated, in minutes.An int, e.g. 10080
errorError message if counts could not be retrieved for the aggregation. Omitted on success.A string
📘

For Further reading

See the Email Intelligence API Reference (needs Zendesk authentication).


Aggregations (aggregations)

IP velocity counts for the session.

Field NameDescriptionExample ValuesApplicable Component
errorError message if aggregations have failed or are incomplete.A string, or nullDetection Enforcement
ip.short_term.countNumber of sessions seen from this IP in the short term window.An int, e.g. 2, or nullDetection Enforcement
ip.short_term.interval_minutesLength of the short term window, in minutes.An int, e.g. 60, or nullDetection Enforcement
ip.short_term.thresholdThreshold configured for the short term window.An int, e.g. 360, or nullDetection Enforcement
ip.long_term.countNumber of sessions seen from this IP in the long term window.An int, e.g. 2, or nullDetection Enforcement
ip.long_term.interval_minutesLength of the long term window, in minutes.An int, e.g. 1440, or nullDetection Enforcement
ip.long_term.thresholdThreshold configured for the long term window.An int, e.g. 100, or nullDetection Enforcement

See IP Velocity Fields for how these counts are configured and used.

Data Exchange (data_exchange)

Field NameDescriptionExample ValuesApplicable Component
blob_receivedWhether a Data Exchange blob was received with the session.true, false, nullDetection Enforcement
blob_decryptedWhether the received blob was successfully decrypted.true, false, nullDetection Enforcement
📘

For Further details

See Data Exchange: Enhanced Detection and API Source Validation (needs Zendesk authentication).


MICS Verdict (mics_verdict)

Mobile integrity check results, returned for mobile SDK sessions.

Field NameDescriptionExample ValuesApplicable Component
mics_responseOverall result of the mobile integrity check.A string, e.g. SUCCESSEnforcement
app_check_account_checkResult of the app account check.A string, e.g. VALIDEnforcement
app_check_activity_levelActivity level reported by the app check.A string, e.g. LEVEL_1Enforcement
app_check_risk_levelRisk level reported by the app check.A string, e.g. LOWEnforcement
app_check_timed_outWhether the app check timed out.true, falseEnforcement

Sample Verify API Responses

The following examples show different Verify API responses. They show the typical values in each field for each type of response. The exact set of top-level objects you receive depends on the products enabled for your account.

{
    "session_details": {
        "solved": true,
        "session": "43217b823752a4848.1388061501",
        "session_created": "2026-02-28T21:17:26Z",
        "check_answer": "2026-02-28T21:17:36Z",
        "verified": "2026-02-28T21:17:47Z",
        "attempted": true,
        "security_level": 20,
        "session_is_legit": true,
        "previously_verified": false,
        "session_timed_out": false,
        "suppress_limited": false,
        "theme_arg_invalid": false,
        "suppressed": false,
        "punishable_actioned": false,
        "telltale_user": "g-reputation-hosting",
        "telltale_origin": "example-telltale-e-app",
        "failed_low_sec_validation": false,
        "lowsec_error": null,
        "lowsec_level_denied": null,
        "ua": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36",
        "ip_rep_list": null,
        "optional": null,
        "game_number_limit_reached": false,
        "user_language_shown": "en",
        "device_id": null,
        "telltale_list": [
            "g-reputation-hosting",
            "g-reputation-vpn"
        ],
        "challenge_type": "visual",
        "stateless_device_id": {
            "device_id": "a91cd4e726f8b3051d6e4a7c9f2b8d3e1c5a7f9b2d4e6a8c0f1b3d5e7a9c2b4",
            "device_id_version": "2.0",
            "device_id_previous": "3f5a7c9e1b2d4f6a8c0e2b4d6f8a1c3e5b7d9f1a3c5e7b9d2f4a6c8e0b1d3f5",
            "device_id_previous_version": "1.2"
        }
    },
    "fingerprint": {
        "browser_characteristics": {
            "browser_name": "Chrome",
            "browser_version": "120.0.0.0",
            "color_depth": 24,
            "session_storage": true,
            "indexed_database": true,
            "canvas_fingerprint": 1131944312
        },
        "device_characteristics": {
            "operating_system": "OS X",
            "operating_system_version": "10.15.7",
            "screen_resolution": [
                1920,
                1080
            ],
            "max_resolution_supported": [
                1920,
                1055
            ],
            "behavior": false,
            "cpu_class": "unknown",
            "platform": "MacIntel",
            "touch_support": false,
            "hardware_concurrency": 8,
            "ja4_hash": "t13d1517h2_8daaf6152771_b6f405a00624"
        },
        "user_preferences": {
            "timezone_offset": 360
        }
    },
    "ip_intelligence": {
        "user_ip": "18.190.53.157",
        "is_proxy": true,
        "is_vpn": true,
        "is_tor": false,
        "proxy_type": "data center",
        "country": "US",
        "region": "Ohio",
        "city": "Columbus",
        "isp": "Amazon.com",
        "public_access_point": false,
        "connection_type": "Data Center",
        "latitude": "39.9587",
        "longitude": "-82.9987",
        "timezone": "America/New_York",
        "asn": 55256,
        "network_info_rtt": 100
    },
    "session_risk": {
        "risk_category": "BOT-STD",
        "risk_band": "LOW",
        "global": {
            "score": 36,
            "telltales": [
                {
                    "name": "g-reputation-hosting",
                    "weight": 20
                },
                {
                    "name": "g-reputation-vpn",
                    "weight": 20
                }
            ]
        },
        "custom": {
            "score": 0,
            "telltales": []
        }
    },
    "aggregations": {
        "error": null,
        "ip": {
            "short_term": {
                "interval_minutes": 60,
                "count": 2,
                "threshold": 360
            },
            "long_term": {
                "interval_minutes": 1440,
                "count": 2,
                "threshold": 100
            }
        }
    },
    "data_exchange": {
        "blob_decrypted": null,
        "blob_received": null
    },
    "device_id": {
        "arkose_id": "f83be5d914c7a2069e5f8b1d4a3c6e9f2b7d1a4c8e3f5b9d2a6c0e4f7b1d3a8",
        "confidence_score": 99.986305,
        "device_first_seen": "2025-03-22T08:15:44Z",
        "device_last_seen": "2026-01-09T11:37:21Z",
        "device_spoofing_detected": false,
        "risk_band": "LOW",
        "risk_score": 12,
        "risk_insights": [
            "device_reuse"
        ],
        "stateful_device_id": "8dd4a9dc-81de-4c3d-a685-b8eb546b382b",
        "stateful_challenge_bypassed": true,
        "stateful_challenges_bypassed": 1,
        "stateful_change_reasons": [
            "invalid_id",
            "invalid_nonce"
        ],
        "stateless_device_id": "a91cd4e726f8b3051d6e4a7c9f2b8d3e1c5a7f9b2d4e6a8c0f1b3d5e7a9c2b4",
        "stateless_device_id_version": "2.0",
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