{"status":"ok","category":{"id":"2b5be562-bf56-4724-8d8d-2762b21df332","slug":"self-hosted-lms","label":"Self-hosted learning management systems"},"window":{"weeks":4,"from":"2026-08-20T17:18:31.559Z","to":"2026-09-17T17:18:31.559Z","prior_from":"2026-07-23T17:18:31.559Z"},"sample_size":28,"prior_sample_size":98,"independent_sample_size":28,"prior_independent_sample_size":98,"min_sample":20,"engine_samples":{"grok":{"runs":0,"last_run_at":"2026-08-15T07:37:37.201072+00:00"},"gemini":{"runs":7,"last_run_at":"2026-09-05T06:46:04.78265+00:00"},"openai":{"runs":7,"last_run_at":"2026-09-05T06:45:55.798458+00:00"},"anthropic":{"runs":7,"last_run_at":"2026-09-06T06:01:38.448596+00:00"},"perplexity":{"runs":7,"last_run_at":"2026-09-05T06:45:48.292651+00:00"}},"volatility":{"score":null},"integrity":null,"entries":[{"index_product_id":"51a18313-ee3c-424e-875c-bfe79fab7afa","name":"Moodle","domain":"moodle.com","recommendation_share":85.7,"ci_low":68.5,"ci_high":94.3,"mention_runs":24,"first_rec_runs":10,"first_rec_rate":41.7,"avg_position":2.3,"all_mention_runs":28,"mention_rate":100,"mention_breakdown":{"legacy":0,"listed":7,"context":4,"recommended":17,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":100,"mentions":7},"openai":{"runs":7,"share":85.7,"mentions":6},"anthropic":{"runs":7,"share":71.4,"mentions":5},"perplexity":{"runs":7,"share":85.7,"mentions":6}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"course-creation","value":"course creation"},"source_url":"https://moodle.com/products/lms/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"video-conferencing","value":"video conferencing"},"source_url":"https://moodle.com/products/lms/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"authentication","value":"authentication"},"source_url":"https://moodle.com/products/lms/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"academic-integrity-tools","value":"academic integrity tools"},"source_url":"https://moodle.com/products/lms/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"content-tools","value":"content tools"},"source_url":"https://moodle.com/products/lms/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"accessibility-checks","value":"accessibility checks"},"source_url":"https://moodle.com/products/lms/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"screen-reader-compatibility","value":"screen-reader compatibility"},"source_url":"https://moodle.com/products/lms/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"ai-features","value":"AI features"},"source_url":"https://moodle.com/products/lms/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"progress-tracking-and-reporting","value":"progress tracking and reporting"},"source_url":"https://moodle.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"assessment-and-feedback-features","value":"assessment and feedback features"},"source_url":"https://moodle.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"collaboration-and-communication-tools","value":"collaboration and communication tools"},"source_url":"https://moodle.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"content-management-capabilities","value":"content management capabilities"},"source_url":"https://moodle.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"3d0d544c-460d-4ba2-b7df-b97601a88b4b","name":"Open edX","domain":"openedx.org","recommendation_share":46.4,"ci_low":29.5,"ci_high":64.2,"mention_runs":13,"first_rec_runs":1,"first_rec_rate":7.7,"avg_position":4.5,"all_mention_runs":15,"mention_rate":53.6,"mention_breakdown":{"legacy":0,"listed":2,"context":1,"recommended":11,"warned_against":1},"per_engine":{"gemini":{"runs":7,"share":71.4,"mentions":5},"openai":{"runs":7,"share":42.9,"mentions":3},"anthropic":{"runs":7,"share":14.3,"mentions":1},"perplexity":{"runs":7,"share":57.1,"mentions":4}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"interactive-discussions","value":"interactive discussions"},"source_url":"https://openedx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"assessments","value":"assessments"},"source_url":"https://openedx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"analytics-and-reporting","value":"analytics and reporting"},"source_url":"https://openedx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"self-service-registration","value":"self-service registration"},"source_url":"https://openedx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"self-paced-learning","value":"self-paced learning"},"source_url":"https://openedx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"integration":[{"value":{"key":"xblock","value":"XBlock"},"source_url":"https://openedx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"50a52625-0f77-4f9b-904d-804f48b3ce79","name":"edX","domain":"edx.org","recommendation_share":46.4,"ci_low":29.5,"ci_high":64.2,"mention_runs":13,"first_rec_runs":1,"first_rec_rate":7.7,"avg_position":4.5,"all_mention_runs":15,"mention_rate":53.6,"mention_breakdown":{"legacy":0,"listed":2,"context":1,"recommended":11,"warned_against":1},"per_engine":{"gemini":{"runs":7,"share":71.4,"mentions":5},"openai":{"runs":7,"share":42.9,"mentions":3},"anthropic":{"runs":7,"share":14.3,"mentions":1},"perplexity":{"runs":7,"share":57.1,"mentions":4}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"online-courses","value":"Online courses"},"source_url":"https://www.edx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"certificates","value":"Certificates"},"source_url":"https://www.edx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"degrees","value":"Degrees"},"source_url":"https://www.edx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"executive-education","value":"Executive Education"},"source_url":"https://www.edx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"microbachelors","value":"MicroBachelors"},"source_url":"https://www.edx.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"db359f32-f2d7-4b2d-9e04-08d39df932cc","name":"Chamilo","domain":"chamilo.org","recommendation_share":42.9,"ci_low":26.5,"ci_high":60.9,"mention_runs":12,"first_rec_runs":1,"first_rec_rate":8.3,"avg_position":3.7,"all_mention_runs":13,"mention_rate":46.4,"mention_breakdown":{"legacy":0,"listed":8,"context":1,"recommended":4,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":42.9,"mentions":3},"openai":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":71.4,"mentions":5},"perplexity":{"runs":7,"share":42.9,"mentions":3}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"2ed9f6da-f7ff-4851-919c-6b503d9861a0","name":"Canvas","domain":"instructure.com","recommendation_share":32.1,"ci_low":17.9,"ci_high":50.7,"mention_runs":9,"first_rec_runs":3,"first_rec_rate":33.3,"avg_position":3,"all_mention_runs":14,"mention_rate":50,"mention_breakdown":{"legacy":0,"listed":7,"context":5,"recommended":2,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"openai":{"runs":7,"share":28.6,"mentions":2},"anthropic":{"runs":7,"share":42.9,"mentions":3},"perplexity":{"runs":7,"share":42.9,"mentions":3}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"assessment-scores","value":"Assessment scores"},"source_url":"https://www.instructure.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"canvas-archiving","value":"Canvas Archiving"},"source_url":"https://www.instructure.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"integration":[{"value":{"key":"mastery","value":"Mastery"},"source_url":"https://www.instructure.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"k16-solutions","value":"K16 Solutions"},"source_url":"https://www.instructure.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"parchment","value":"Parchment"},"source_url":"https://www.instructure.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"platform":[{"value":{"key":"web","value":"Web"},"source_url":"https://www.instructure.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"222b96e0-d577-4173-b269-cc7054e9d8ef","name":"ILIAS","domain":"ilias.de","recommendation_share":25,"ci_low":12.7,"ci_high":43.4,"mention_runs":7,"first_rec_runs":1,"first_rec_rate":14.3,"avg_position":5.3,"all_mention_runs":9,"mention_rate":32.1,"mention_breakdown":{"legacy":0,"listed":5,"context":2,"recommended":2,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":42.9,"mentions":3},"anthropic":{"runs":7,"share":42.9,"mentions":3},"perplexity":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"57f8b96b-9112-45b8-a3bf-2fc659888fd5","name":"Forma LMS","domain":"formalms.org","recommendation_share":25,"ci_low":12.7,"ci_high":43.4,"mention_runs":7,"first_rec_runs":1,"first_rec_rate":14.3,"avg_position":6.3,"all_mention_runs":7,"mention_rate":25,"mention_breakdown":{"legacy":0,"listed":6,"context":0,"recommended":1,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":42.9,"mentions":3},"anthropic":{"runs":7,"share":28.6,"mentions":2},"perplexity":{"runs":7,"share":28.6,"mentions":2}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"c89fdd75-e398-45e7-9bd2-b995af07312d","name":"WordPress","domain":"wordpress.com","recommendation_share":21.4,"ci_low":10.2,"ci_high":39.5,"mention_runs":6,"first_rec_runs":3,"first_rec_rate":50,"avg_position":2.7,"all_mention_runs":7,"mention_rate":25,"mention_breakdown":{"legacy":0,"listed":3,"context":1,"recommended":3,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"openai":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":42.9,"mentions":3},"perplexity":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"built-in-site-assistant","value":"Built-in site assistant"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"jetpack-search","value":"Jetpack Search"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"forms","value":"Forms"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"global-edge-caching","value":"Global edge caching"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"real-time-backups-and-one-click-restores","value":"Real-time backups and one-click restores"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"unlimited-pages-posts-users-and-visitors","value":"Unlimited pages, posts, users, and visitors"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"free-domain-for-one-year","value":"Free domain for one year"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"no-ads-for-visitors","value":"No ads for visitors"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"guided-website-builder","value":"Guided website builder"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"premium-stats-and-analytics","value":"Premium stats and analytics"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"add-payment-buttons","value":"Add payment buttons"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"videopress-with-250gb-dedicated-storage","value":"VideoPress with 250GB dedicated storage"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"integration":[{"value":{"key":"paypal","value":"PayPal"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"stripe","value":"Stripe"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"github","value":"GitHub"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"mailpoet","value":"MailPoet"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"titan-email","value":"Titan Email"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"woocommerce","value":"WooCommerce"},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"pricing":[{"value":{"key":"personal","plan":"Personal","monthly_usd":9},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"premium","plan":"Premium","monthly_usd":18},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"free","plan":"Free","free_tier":true},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"commerce","plan":"Commerce","monthly_usd":70},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"business","plan":"Business","monthly_usd":40},"source_url":"https://wordpress.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"ee784fe2-576b-49cd-a095-3961c9390bd1","name":"Sakai","domain":"sakaiproject.org","recommendation_share":17.9,"ci_low":7.9,"ci_high":35.6,"mention_runs":5,"first_rec_runs":0,"first_rec_rate":0,"avg_position":3,"all_mention_runs":7,"mention_rate":25,"mention_breakdown":{"legacy":0,"listed":3,"context":2,"recommended":2,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":28.6,"mentions":2},"openai":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":28.6,"mentions":2}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"20896e39-52da-4914-8355-fe89c3748843","name":"Instructure","domain":null,"recommendation_share":14.3,"ci_low":5.7,"ci_high":31.5,"mention_runs":4,"first_rec_runs":2,"first_rec_rate":50,"avg_position":1.8,"all_mention_runs":5,"mention_rate":17.9,"mention_breakdown":{"legacy":0,"listed":4,"context":1,"recommended":0,"warned_against":0},"per_engine":{"openai":{"runs":7,"share":28.6,"mentions":2},"anthropic":{"runs":7,"share":28.6,"mentions":2}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"1d624978-da84-4a78-839c-0d3b16e594e0","name":"LearnDash","domain":"learndash.com","recommendation_share":14.3,"ci_low":5.7,"ci_high":31.5,"mention_runs":4,"first_rec_runs":2,"first_rec_rate":50,"avg_position":2.5,"all_mention_runs":8,"mention_rate":28.6,"mention_breakdown":{"legacy":0,"listed":3,"context":4,"recommended":1,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"openai":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":28.6,"mentions":2}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"74c0d242-8ac3-45b1-b7f9-b818a9179ade","name":"Tutor","domain":null,"recommendation_share":14.3,"ci_low":5.7,"ci_high":31.5,"mention_runs":4,"first_rec_runs":0,"first_rec_rate":0,"avg_position":3.3,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":2,"context":0,"recommended":2,"warned_against":0},"per_engine":{"openai":{"runs":7,"share":28.6,"mentions":2},"anthropic":{"runs":7,"share":28.6,"mentions":2}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"6276c2e7-93c8-48f4-900f-d52c57d30753","name":"Totara","domain":"totaralearning.com","recommendation_share":14.3,"ci_low":5.7,"ci_high":31.5,"mention_runs":4,"first_rec_runs":0,"first_rec_rate":0,"avg_position":7.7,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":1,"context":0,"recommended":3,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":28.6,"mentions":2},"openai":{"runs":7,"share":14.3,"mentions":1},"perplexity":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"c7513014-d5cc-4a46-ad06-b55de1a495c3","name":"WooCommerce","domain":null,"recommendation_share":10.7,"ci_low":3.7,"ci_high":27.2,"mention_runs":3,"first_rec_runs":2,"first_rec_rate":66.7,"avg_position":1.3,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":2,"context":1,"recommended":1,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"openai":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"317eb245-54d5-4dc6-b4e9-46c723765b04","name":"Tutor LMS","domain":"tutorlms.com","recommendation_share":10.7,"ci_low":3.7,"ci_high":27.2,"mention_runs":3,"first_rec_runs":0,"first_rec_rate":0,"avg_position":3.3,"all_mention_runs":3,"mention_rate":10.7,"mention_breakdown":{"legacy":0,"listed":2,"context":0,"recommended":1,"warned_against":0},"per_engine":{"openai":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":28.6,"mentions":2}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"cfb5f7a8-7b0a-42cc-9366-62d14ed4cd83","name":"MySQL","domain":"mysql.com","recommendation_share":10.7,"ci_low":3.7,"ci_high":27.2,"mention_runs":3,"first_rec_runs":0,"first_rec_rate":0,"avg_position":5.7,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":3,"context":1,"recommended":0,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"openai":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"generative-ai-and-machine-learning-ml","value":"generative AI and machine learning (ML)"},"source_url":"https://www.mysql.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"machine-learning-ml-and-generative-ai-capabilities","value":"machine learning (ML) and generative AI capabilities"},"source_url":"https://www.mysql.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"scalability-uptime-and-agility","value":"scalability, uptime and agility"},"source_url":"https://www.mysql.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"scalability-security-reliability-and-uptime","value":"scalability, security, reliability, and uptime"},"source_url":"https://www.mysql.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"7528c673-6383-471b-b3e4-114bebad332a","name":"Stripe","domain":"stripe.com","recommendation_share":10.7,"ci_low":3.7,"ci_high":27.2,"mention_runs":3,"first_rec_runs":0,"first_rec_rate":0,"avg_position":5.7,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":3,"context":1,"recommended":0,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":28.6,"mentions":2}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"c658772a-e46c-4b68-8fc0-c374e02a0589","name":"Totara Learn","domain":"totara.com","recommendation_share":10.7,"ci_low":3.7,"ci_high":27.2,"mention_runs":3,"first_rec_runs":0,"first_rec_rate":0,"avg_position":8.5,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":0,"context":1,"recommended":3,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"openai":{"runs":7,"share":14.3,"mentions":1},"perplexity":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"ai-streamlined-content-creation","value":"AI streamlined content creation"},"source_url":"https://totara.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"enhanced-reporting","value":"Enhanced reporting"},"source_url":"https://totara.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"compliance-training","value":"Compliance training"},"source_url":"https://totara.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"limitless-customisation","value":"Limitless customisation"},"source_url":"https://totara.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"recurring-assessments","value":"Recurring assessments"},"source_url":"https://totara.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"streamlined-onboarding","value":"Streamlined onboarding"},"source_url":"https://totara.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"895d6c8b-0f81-425e-b572-435e89c31ac3","name":"LearnPress","domain":"learnpress.io","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":2,"first_rec_rate":100,"avg_position":1,"all_mention_runs":2,"mention_rate":7.1,"mention_breakdown":{"legacy":0,"listed":1,"context":0,"recommended":1,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"perplexity":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"0f714f12-b2d3-43ff-8fa5-5fb96d97900b","name":"Moodle Chat","domain":"moodle.org","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":2,"first_rec_rate":100,"avg_position":1,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":1,"context":2,"recommended":1,"warned_against":0},"per_engine":{"openai":{"runs":7,"share":28.6,"mentions":2}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"36f79bfb-7f03-414a-af45-bd1204a8e02a","name":"Ubuntu","domain":"ubuntu.com","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":0,"first_rec_rate":0,"avg_position":6,"all_mention_runs":3,"mention_rate":10.7,"mention_breakdown":{"legacy":0,"listed":1,"context":1,"recommended":1,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"secure-boot","value":"Secure boot"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"kernel-livepatch","value":"Kernel livepatch"},"source_url":"https://ubuntu.com/pricing","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"landscape","value":"Landscape"},"source_url":"https://ubuntu.com/pricing","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"fips-certified-modules","value":"FIPS-certified modules"},"source_url":"https://ubuntu.com/pricing","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"disa-stig-profiles","value":"DISA-STIG profiles"},"source_url":"https://ubuntu.com/pricing","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"telephone-email-support","value":"Telephone/email support"},"source_url":"https://ubuntu.com/pricing","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"transactional-updates","value":"Transactional updates"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"automatic-rollback","value":"Automatic rollback"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"full-disk-encryption","value":"Full disk encryption"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"integration":[{"value":{"key":"ansible","value":"Ansible"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"chef","value":"Chef"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"puppet","value":"Puppet"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"salt","value":"SALT"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"juju","value":"Juju"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"aws","value":"AWS"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"azure","value":"Azure"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"google","value":"Google"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"oracle","value":"Oracle"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"ibm","value":"IBM"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"active-directory","value":"Active Directory"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"ldap","value":"LDAP"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"platform":[{"value":{"key":"windows","value":"Windows"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"api","value":"API"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"macos","value":"macOS"},"source_url":"https://ubuntu.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"2c0cf183-b120-46f3-9540-00894e210e3c","name":"ATutor","domain":"atutor.ca","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":0,"first_rec_rate":0,"avg_position":6.5,"all_mention_runs":2,"mention_rate":7.1,"mention_breakdown":{"legacy":0,"listed":2,"context":0,"recommended":0,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"6507029c-79a2-455c-942b-1bac339209cc","name":"Drupal","domain":"drupal.org","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":0,"first_rec_rate":0,"avg_position":7,"all_mention_runs":2,"mention_rate":7.1,"mention_breakdown":{"legacy":0,"listed":2,"context":0,"recommended":0,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"f9350ca7-011a-4b75-b495-3631dcb8d1bc","name":"Opigno","domain":"opigno.org","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":0,"first_rec_rate":0,"avg_position":7,"all_mention_runs":2,"mention_rate":7.1,"mention_breakdown":{"legacy":0,"listed":2,"context":0,"recommended":0,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"9e4ff5bd-a921-4e67-bedd-a8d6e3992452","name":"Opigno LMS","domain":null,"recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":0,"first_rec_rate":0,"avg_position":7,"all_mention_runs":2,"mention_rate":7.1,"mention_breakdown":{"legacy":0,"listed":1,"context":0,"recommended":1,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"4bcc98d7-c513-405c-b3e0-3137ea2dfb08","name":"PayPal","domain":"paypal.com","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":0,"first_rec_rate":0,"avg_position":7.5,"all_mention_runs":3,"mention_rate":10.7,"mention_breakdown":{"legacy":0,"listed":2,"context":1,"recommended":0,"warned_against":0},"per_engine":{"anthropic":{"runs":7,"share":28.6,"mentions":2}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"pay-in-4-interest-free-payments","value":"Pay in 4 interest-free payments"},"source_url":"https://www.paypal.com/us/home","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"pay-monthly-in-3-6-12-or-24-payments","value":"Pay Monthly in 3, 6, 12, or 24 payments"},"source_url":"https://www.paypal.com/us/home","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"request-money","value":"Request money"},"source_url":"https://www.paypal.com/us/home","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"integration":[{"value":{"key":"synchrony-bank","value":"Synchrony Bank"},"source_url":"https://www.paypal.com/us/home","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"paxos-trust-company","value":"Paxos Trust Company"},"source_url":"https://www.paypal.com/us/home","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"mastercard","value":"Mastercard"},"source_url":"https://www.paypal.com/us/home","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"15bda03b-d2ee-4df5-83e6-fcb09523a5ba","name":"NGINX","domain":"nginx.org","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":0,"first_rec_rate":0,"avg_position":9,"all_mention_runs":3,"mention_rate":10.7,"mention_breakdown":{"legacy":0,"listed":2,"context":1,"recommended":0,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"2df0c02b-f6e1-46e4-b9aa-08c2737390be","name":"CourseLit","domain":null,"recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":2,"all_mention_runs":1,"mention_rate":3.6,"mention_breakdown":{"legacy":0,"listed":1,"context":0,"recommended":0,"warned_against":0},"per_engine":{"perplexity":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"d22f7c5a-9e84-4036-8557-222c281d6d51","name":"CourseFunnels","domain":"coursefunnels.com","recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":3,"all_mention_runs":1,"mention_rate":3.6,"mention_breakdown":{"legacy":0,"listed":1,"context":0,"recommended":0,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"a6e832ab-d787-41eb-abff-70712c8bd194","name":"Masterstudy LMS","domain":null,"recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":3,"all_mention_runs":1,"mention_rate":3.6,"mention_breakdown":{"legacy":0,"listed":1,"context":0,"recommended":0,"warned_against":0},"per_engine":{"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"dd7f9fce-955c-499f-8ee6-631bd1746c98","name":"LifterLMS","domain":"lifterlms.com","recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":4,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":1,"context":3,"recommended":0,"warned_against":0},"per_engine":{"openai":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"c402b39c-15b2-426d-9d27-7de659f2e5c5","name":"Masteriyo","domain":null,"recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":4,"all_mention_runs":1,"mention_rate":3.6,"mention_breakdown":{"legacy":0,"listed":1,"context":0,"recommended":0,"warned_against":0},"per_engine":{"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"864d007e-6db3-4944-8c8d-5e380b6b0830","name":"SCORM Cloud","domain":"scorm.com","recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":6,"all_mention_runs":1,"mention_rate":3.6,"mention_breakdown":{"legacy":0,"listed":1,"context":0,"recommended":0,"warned_against":0},"per_engine":{"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"b8cfec31-cb90-4a88-bdb4-abf687803818","name":"Debian","domain":"debian.org","recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":7,"all_mention_runs":2,"mention_rate":7.1,"mention_breakdown":{"legacy":0,"listed":0,"context":1,"recommended":1,"warned_against":0},"per_engine":{"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"free-operating-system","value":"Free Operating System"},"source_url":"https://www.debian.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"f6b3e27a-9419-42e3-a747-117a4cc19876","name":"LearnHouse","domain":"learnhouse.app","recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":8,"all_mention_runs":1,"mention_rate":3.6,"mention_breakdown":{"legacy":0,"listed":0,"context":0,"recommended":1,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"self-host","value":"Self-host"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"white-label","value":"White-label"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"code-runner","value":"Code runner"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"block-based-editor","value":"Block-based editor"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"podcasts","value":"Podcasts"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"playgrounds","value":"Playgrounds"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"boards","value":"Boards"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"communities","value":"Communities"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"integration":[{"value":{"key":"figma","value":"Figma"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"youtube","value":"YouTube"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"stripe","value":"Stripe"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"notion","value":"Notion"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"loom","value":"Loom"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"vimeo","value":"Vimeo"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"google-analytics","value":"Google Analytics"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"zoom","value":"Zoom"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"google-drive","value":"Google Drive"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"dropbox","value":"Dropbox"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"platform":[{"value":{"key":"api","value":"API"},"source_url":"https://www.learnhouse.app/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"mobile-app","value":"Mobile App"},"source_url":"https://www.learnhouse.app/pricing","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}],"pricing":[{"value":{"key":"standard","plan":"Standard","monthly_usd":49},"source_url":"https://www.learnhouse.app/pricing","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"personal","plan":"Personal","free_tier":true},"source_url":"https://www.learnhouse.app/pricing","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"908cca39-4f43-4f19-b3f2-fbf721ff1541","name":"MariaDB","domain":"mariadb.org","recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":9,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":1,"context":3,"recommended":0,"warned_against":0},"per_engine":{"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"e7c17f12-878e-4e63-bb37-7de24fab94fa","name":"PostgreSQL","domain":"postgresql.org","recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":9,"all_mention_runs":5,"mention_rate":17.9,"mention_breakdown":{"legacy":0,"listed":1,"context":4,"recommended":0,"warned_against":0},"per_engine":{"anthropic":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false,"product_facts":{"feature":[{"value":{"key":"feature-robustness","value":"feature robustness"},"source_url":"https://www.postgresql.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"object-relational-database-system","value":"object-relational database system"},"source_url":"https://www.postgresql.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"performance","value":"performance"},"source_url":"https://www.postgresql.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"reliability","value":"reliability"},"source_url":"https://www.postgresql.org/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"reliability-feature-robustness-and-performance","value":"reliability, feature robustness, and performance"},"source_url":"https://www.postgresql.org/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"}]}},{"index_product_id":"5cf5f904-5eb8-4ecb-b9db-5c6d4e266b1c","name":"Open LMS","domain":"openlms.net","recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":null,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":0,"context":3,"recommended":1,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"80c50cf2-3564-42dc-889b-41bddbfbc5e5","name":"Woo Marketplace","domain":"woocommerce.com","recommendation_share":3.6,"ci_low":0.6,"ci_high":17.7,"mention_runs":1,"first_rec_runs":0,"first_rec_rate":0,"avg_position":null,"all_mention_runs":1,"mention_rate":3.6,"mention_breakdown":{"legacy":0,"listed":0,"context":0,"recommended":1,"warned_against":0},"per_engine":{"perplexity":{"runs":7,"share":14.3,"mentions":1}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false}],"methodology_url":"https://www.orbator.io/ai-index/methodology","license":"Free to use with attribution to orbator.io","editorial":[{"id":"0afe1afd-f51e-4fca-9a92-1c53d3118b4c","section":"how_to_choose","body_md":"Seven prompt types were sampled, and the leaders split by what the buyer asked. Moodle led recommendation prompts at 94.4% of 18 runs in the 4-week window to 2026-09-05, and problem_solving prompts at 100% of 9 runs, the set that includes SCORM content and progress tracking. Open edX and edX both led best_in_category at 94.4% of 18 runs, the pair of prompts covering corporate training at 500 employees and on-premise university data. Canvas, Open edX and edX all reached 100% of the 9 alternatives runs. Moodle led the comparison prompt at 55.6% of 9 runs. So the shortlist depends on whether the deployment question is a data-residency one, a scale one, or a cost-versus-control one. No pricing fact was verified for any of the five, so the measured answers say nothing about cost here. The verified facts on record are feature and integration details, last verified 2026-09-05.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:08:02.965Z"},{"id":"ad883c4e-58ed-4210-bea3-084a1e37fe1d","section":"top_products","body_md":"Moodle is recommended most often for the prompt \"best open-source LMS for a university that wants to keep student data on-premise\", at 100% of the 9 answers to that prompt. Across the category it holds a recommendation share of 87.3% of 63 sampled answers in the 4-week window to 2026-09-05, with 40 answers recommending it and 15 listing it. Gemini recommended it in 100% of its 14 answers; Claude in 42.9% of its 7 answers.\n\nedX is also recommended for the on-premise university prompt, at 100% of those 9 answers. Its overall recommendation share is 60.3% (n = 63), split 27 recommended and 11 listed, with 1 answer warning against it. Gemini and Grok sit highest at 71.4% of Gemini's 14 answers and 71.4% of Grok's 7 answers; ChatGPT lowest at 52.4% of its 21 answers.\n\nOpen edX matches that pattern, recommended in 100% of the 9 answers to the on-premise university prompt and 60.3% of 63 answers overall, with 27 recommended and 11 listed. Gemini at 71.4% of 14 answers stands highest, ChatGPT at 52.4% of 21 answers lowest. Open edX supports self-paced learning and XBlock integration.\n\nCanvas leads the prompt \"open-source LMS alternatives to expensive enterprise learning platforms\", recommended in 100% of those 9 answers. Overall it holds 38.1% of 63 answers, with 12 recommended and 12 listed. Grok reached 57.1% of its 7 answers; Claude and Gemini both 28.6%, of 7 and 14 answers.\n\nChamilo is recommended for the same alternatives prompt, at 100% of 9 answers, and 38.1% of 63 answers overall. The split leans to mentions, with 17 listed against 7 recommended. Grok highest at 71.4% of its 7 answers, ChatGPT lowest at 19% of its 21 answers.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:08:02.971Z"},{"id":"9f99d6b8-d5cc-4f1c-bdc4-449b78d3f7f6","section":"engine_disagreement","body_md":"Four of the five engines recommended Moodle most among the top five: Gemini across 14 answers, Grok across 7 answers, ChatGPT across 21 answers, and Perplexity across 14 answers. Claude was the exception, recommending edX most among the top five across its 7 answers.\n\nMoodle carries the widest gap between engines. It was recommended in 42.9% of Claude's 7 answers and 100% of Gemini's 14 answers, a spread of 57.1 points. Claude's run count is the smallest in the set at 7, so that low end rests on few answers. The other four products moved less between engines, with Chamilo ranging from 19% of ChatGPT's 21 answers to 71.4% of Grok's 7 answers.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:08:02.974Z"},{"id":"d2822f71-70c7-4fc4-9cc8-0aa804aa7b44","section":"what_moved","body_md":"This is the first measured window on record for self-hosted learning management systems. It runs 2026-08-08 to 2026-09-05, 28 days, and covers 63 sampled answers across 5 engines. There is no prior window to compare against, so no entries, exits or share changes are recorded yet.\n\nAs the window stands, Moodle leads on recommendation share at 87.3% of 63 answers, and was the first product recommended in 29 of those answers, a first-recommendation rate of 52.7%. edX and Open edX follow, both at 60.3% of 63 answers. Canvas and Chamilo both sit at 38.1% of 63 answers. Moodle is the leader for Gemini, Grok, ChatGPT and Perplexity; edX leads for Claude. The next window will give the first comparison point.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:08:02.976Z"}]}