{"site":"linkedin.com","overall_health":"degraded","tasks":[{"site":"linkedin.com","task":"subscriptions.cancel","health":"degraded","aes":80,"outcome_rate":0.8,"known_blockers":["login_required","2fa_user_present"],"recipe_uri":"recipe://linkedin.com/subscriptions.cancel/public-preflight-v1","policy_notes":{"public_path":"LinkedIn Premium official public help/billing source -> account, membership, subscription, or plan-management area -> cancel, turn off renewal, downgrade, or route to the documented billing provider; stop before any final confirmation unless the user explicitly approves.","task_family":"cancel","seo_angle":"LinkedIn Premium cancellation flow for AI agents: blockers, guardrails, and confirmation signals","confidence_note":"Official public source was used for a read-only workflow preflight. Account-specific availability, billing owner, fees, refunds, and final confirmation still require user-present authentication.","launch_set":"first_300_public_preflight"},"confidence":{"score":0.28,"level":"low","sample_size":2,"rationale":"Confidence reflects 0.7 effective weight, Wilson bounds 0.099324-0.993155, and Beta posterior mean 0.577778."},"freshness":{"updated_at":"2026-06-09T05:28:32.205Z","age_days":0,"status":"fresh","rationale":"Latest evidence is 0 days old."},"evidence":{"sample_size":2,"source_tiers":["public_web_observation"],"evidence_ids":["top100-subscriptions-39-linkedincom-subscriptionscancel"],"latest_evidence_id":"top100-subscriptions-39-linkedincom-subscriptionscancel","notes":["Official public source was used for a read-only workflow preflight. Account-specific availability, billing owner, fees, refunds, and final confirmation still require user-present authentication.","Source: https://www.linkedin.com/help/linkedin/answer/a545578/cancel-linkedin-premium-subscription"]},"trust":{"score":0.32,"level":"low","reporter_count":0,"deduplicated_evidence_count":0,"quarantined_count":0,"rationale":"Low-trust public web observation from official or public task documentation; treat as directional until measured agent runs arrive."},"dimensions":[{"key":"reachability","score":68,"sample_size":2,"rationale":"Derived from AES 80 and observed friction for reachability."},{"key":"navigability","score":80,"sample_size":2,"rationale":"Derived from AES 80 and observed friction for navigability."},{"key":"task_completability","score":80,"sample_size":2,"rationale":"Derived from AES 80 and observed friction for task_completability."},{"key":"transactability","score":80,"sample_size":2,"rationale":"Derived from AES 80 and observed friction for transactability."},{"key":"recoverability","score":80,"sample_size":2,"rationale":"Derived from AES 80 and observed friction for recoverability."},{"key":"policy_parseability","score":80,"sample_size":2,"rationale":"Derived from AES 80 and observed friction for policy_parseability."},{"key":"trust_safety","score":80,"sample_size":2,"rationale":"Derived from AES 80 and observed friction for trust_safety."},{"key":"efficiency","score":68,"sample_size":2,"rationale":"Derived from AES 80 and observed friction for efficiency."}],"segments":[],"recommended_actions":[{"priority":"medium","actor":"agent","action":"Use only official public policy/help pages until the user is present and authenticated.","expected_impact":"Keeps the agent inside documented, reversible, user-approved boundaries."}]},{"site":"linkedin.com","task":"customer_support.account_or_premium_help","health":"degraded","aes":75,"outcome_rate":0.75,"known_blockers":["login_required","human_handoff_required"],"recipe_uri":"recipe://linkedin.com/customer_support.account_or_premium_help/public-preflight-v1","policy_notes":{"public_path":"LinkedIn official public help/contact source -> select account, order, billing, refund, warranty, complaint, or service issue -> collect required identifiers and stop before submitting any support request, chat, claim, appeal, or account-recovery action.","task_family":"support","seo_angle":"LinkedIn customer support preflight for AI agents: account gates, handoffs, and case signals","confidence_note":"Official public support/help source was used for a read-only preflight. Account-specific support, refunds, disputes, recovery, claims, and final submissions require user-present authorization.","launch_set":"first_300_public_preflight"},"confidence":{"score":0.28,"level":"low","sample_size":2,"rationale":"Confidence reflects 0.7 effective weight, Wilson bounds 0.087624-0.989442, and Beta posterior mean 0.564815."},"freshness":{"updated_at":"2026-06-09T05:28:32.205Z","age_days":0,"status":"fresh","rationale":"Latest evidence is 0 days old."},"evidence":{"sample_size":2,"source_tiers":["public_web_observation"],"evidence_ids":["top100-customer_support-65-linkedincom-customer-supportaccount-or-premium-help"],"latest_evidence_id":"top100-customer_support-65-linkedincom-customer-supportaccount-or-premium-help","notes":["Official public support/help source was used for a read-only preflight. Account-specific support, refunds, disputes, recovery, claims, and final submissions require user-present authorization.","Source: https://www.linkedin.com/help/linkedin"]},"trust":{"score":0.32,"level":"low","reporter_count":0,"deduplicated_evidence_count":0,"quarantined_count":0,"rationale":"Low-trust public web observation from official or public task documentation; treat as directional until measured agent runs arrive."},"dimensions":[{"key":"reachability","score":63,"sample_size":2,"rationale":"Derived from AES 75 and observed friction for reachability."},{"key":"navigability","score":75,"sample_size":2,"rationale":"Derived from AES 75 and observed friction for navigability."},{"key":"task_completability","score":63,"sample_size":2,"rationale":"Derived from AES 75 and observed friction for task_completability."},{"key":"transactability","score":75,"sample_size":2,"rationale":"Derived from AES 75 and observed friction for transactability."},{"key":"recoverability","score":63,"sample_size":2,"rationale":"Derived from AES 75 and observed friction for recoverability."},{"key":"policy_parseability","score":75,"sample_size":2,"rationale":"Derived from AES 75 and observed friction for policy_parseability."},{"key":"trust_safety","score":75,"sample_size":2,"rationale":"Derived from AES 75 and observed friction for trust_safety."},{"key":"efficiency","score":63,"sample_size":2,"rationale":"Derived from AES 75 and observed friction for efficiency."}],"segments":[],"recommended_actions":[{"priority":"medium","actor":"agent","action":"Use public help/contact pages only until the user is present and has authorized account-specific support.","expected_impact":"Keeps the agent inside documented, reversible, user-approved boundaries."},{"priority":"medium","actor":"agent","action":"Capture handoff evidence and pause before accepting retention offers.","expected_impact":"Keeps user intent explicit during adversarial cancellation flows."}]}],"incidents":[],"confidence":{"score":0.28,"level":"low","sample_size":4,"rationale":"Aggregated across available task-level confidence summaries."},"freshness":{"updated_at":"2026-06-09T05:28:32.205Z","age_days":0,"status":"fresh","rationale":"Latest evidence is 0 days old."},"evidence":{"sample_size":4,"source_tiers":["public_web_observation"],"evidence_ids":["top100-subscriptions-39-linkedincom-subscriptionscancel","top100-customer_support-65-linkedincom-customer-supportaccount-or-premium-help"],"latest_evidence_id":"top100-customer_support-65-linkedincom-customer-supportaccount-or-premium-help","notes":["Official public source was used for a read-only workflow preflight. Account-specific availability, billing owner, fees, refunds, and final confirmation still require user-present authentication.","Source: https://www.linkedin.com/help/linkedin/answer/a545578/cancel-linkedin-premium-subscription","Official public support/help source was used for a read-only preflight. Account-specific support, refunds, disputes, recovery, claims, and final submissions require user-present authorization.","Source: https://www.linkedin.com/help/linkedin"]},"trust":{"score":0.32,"level":"low","reporter_count":0,"deduplicated_evidence_count":0,"quarantined_count":0,"rationale":"Aggregated across task or site trust summaries."},"recommended_actions":[{"priority":"medium","actor":"agent","action":"Use only official public policy/help pages until the user is present and authenticated.","expected_impact":"Keeps the agent inside documented, reversible, user-approved boundaries."},{"priority":"medium","actor":"agent","action":"Use public help/contact pages only until the user is present and has authorized account-specific support.","expected_impact":"Keeps the agent inside documented, reversible, user-approved boundaries."},{"priority":"medium","actor":"agent","action":"Capture handoff evidence and pause before accepting retention offers.","expected_impact":"Keeps user intent explicit during adversarial cancellation flows."}]}