{"kind":"category_hub","category":"education","task_family":"billing","launch_target_rows":300,"rows":[{"category":"education","rank":19,"site":"codecademy.com","company":"Codecademy","task_key":"education.manage_pro_subscription","task_family":"billing","tested_status":"public_preflight","public_source_urls":["https://www.codecademy.com/","https://help.codecademy.com/hc/en-us"],"public_path":"Free catalog browsable; Pro features and cancellation managed in account settings. Requires login for billing.","blockers":["login_required","policy_parseable"],"guardrails":["Keep the user present for any login, identity verification, or payment step.","Provide informational workflow guidance only, not education or admissions advice."],"success_signals":["Subscription status retrieved","Cancellation/renewal state confirmed"],"seo_angle":"Codecademy Pro: Managing Billing and Cancellation","confidence_note":"Free catalog public; billing actions require login.","notes":"Coding-education cluster."},{"category":"education","rank":20,"site":"pluralsight.com","company":"Pluralsight","task_key":"education.manage_subscription","task_family":"billing","tested_status":"public_preflight","public_source_urls":["https://www.pluralsight.com/","https://help.pluralsight.com/"],"public_path":"Public course library and pricing; subscription management and cancellation in account settings. Requires login for billing.","blockers":["login_required","policy_parseable"],"guardrails":["Keep the user present for any login, identity verification, or payment step.","Provide informational workflow guidance only, not education or admissions advice."],"success_signals":["Plan/renewal status retrieved","Cancellation confirmed"],"seo_angle":"Pluralsight Subscription Management Basics","confidence_note":"Catalog/pricing public; billing actions require login.","notes":"Tech-skills cluster."},{"category":"education","rank":37,"site":"salliemae.com","company":"Sallie Mae","task_key":"education.private_student_loan","task_family":"billing","tested_status":"public_preflight","public_source_urls":["https://www.salliemae.com/student-loans/","https://www.salliemae.com/"],"public_path":"Public product pages document private student loans and rates; applying and account servicing require login and credit checks.","blockers":["login_required","policy_parseable"],"guardrails":["Keep the user present for any login, identity verification, or payment step.","Borrowing is high-stakes; present terms as information, not financial advice. Exhaust federal aid first.","Provide informational workflow guidance only, not education or admissions advice."],"success_signals":["Loan product/terms summarized","Eligibility criteria identified"],"seo_angle":"Private Student Loans at Sallie Mae: What to Know First","confidence_note":"Public product pages parseable; applications are gated and credit-based.","notes":"Student-loan cluster; advise federal-first."},{"category":"education","rank":38,"site":"nelnet.com","company":"Nelnet","task_key":"education.manage_loan_servicing","task_family":"billing","tested_status":"public_preflight","public_source_urls":["https://www.nelnet.com/"],"public_path":"Public pages explain federal loan servicing (payments, plans, forgiveness); account actions require login and identity verification.","blockers":["login_required","policy_parseable"],"guardrails":["Keep the user present for any login, identity verification, or payment step.","Loan accounts are sensitive; never change repayment terms without explicit authorization.","Provide informational workflow guidance only, not education or admissions advice."],"success_signals":["Relevant servicing info summarized","Repayment-plan options identified"],"seo_angle":"Understanding Your Nelnet Student Loan Servicing","confidence_note":"Public servicing info parseable; account actions are login-gated.","notes":"Loan-servicer cluster. Removed dead source URL(s) after URL health report: https://www.nelnet.com/student-loans."},{"category":"education","rank":39,"site":"mohela.com","company":"MOHELA","task_key":"education.manage_loan_servicing","task_family":"billing","tested_status":"public_preflight","public_source_urls":["https://www.mohela.com/"],"public_path":"Public pages explain federal loan servicing and programs (e.g., PSLF); account actions require login and identity verification.","blockers":["login_required","policy_parseable"],"guardrails":["Keep the user present for any login, identity verification, or payment step.","Loan accounts are sensitive; provide procedural info only and keep the user present.","Provide informational workflow guidance only, not education or admissions advice."],"success_signals":["Relevant program info summarized","Repayment/forgiveness steps identified"],"seo_angle":"MOHELA Servicing and PSLF: The Public Basics","confidence_note":"Public servicing info parseable; account actions are login-gated.","notes":"Loan-servicer cluster. Removed dead source URL(s) after URL health report: https://www.mohela.com/DL/secure/account/loginEntry.aspx."}],"evidence_gate":{"indexable":true,"robots":"index,follow","reasons":[]},"confidence":{"score":0.48,"level":"medium","sample_size":10,"rationale":"Confidence is derived from selected public-preflight rows with live public source URLs and launch-category gating."},"freshness":{"updated_at":"2026-06-09T00:17:35.794Z","age_days":0,"status":"fresh","rationale":"Launch corpus source URLs were validated for the first public growth launch."},"evidence":{"sample_size":10,"source_tiers":["public_web_observation"],"evidence_ids":["top100-education-19-codecademy.com","top100-education-20-pluralsight.com","top100-education-37-salliemae.com","top100-education-38-nelnet.com","top100-education-39-mohela.com"],"latest_evidence_id":"top100-education-19-codecademy.com","notes":["Selected from the first-300 CrawlDex public-preflight launch corpus."]},"trust":{"score":0.32,"level":"low","reporter_count":1,"deduplicated_evidence_count":5,"quarantined_count":0,"rationale":"Public-web launch rows are low-trust directional evidence until measured agent runs or verified canaries arrive."}}