{"status":"ok","category":{"id":"69ba2773-8f80-4c29-92f8-17ed604b3383","slug":"error-monitoring-tools","label":"Error monitoring tools"},"window":{"weeks":4,"from":"2026-08-21T15:56:33.539Z","to":"2026-09-18T15:56:33.539Z","prior_from":"2026-07-24T15:56:33.539Z"},"sample_size":28,"prior_sample_size":70,"independent_sample_size":28,"prior_independent_sample_size":70,"min_sample":20,"engine_samples":{"grok":{"runs":0,"last_run_at":"2026-08-03T06:53:07.243854+00:00"},"gemini":{"runs":7,"last_run_at":"2026-08-27T06:19:56.258048+00:00"},"openai":{"runs":7,"last_run_at":"2026-08-27T06:19:36.228652+00:00"},"anthropic":{"runs":7,"last_run_at":"2026-08-28T06:01:22.779699+00:00"},"perplexity":{"runs":7,"last_run_at":"2026-08-27T06:19:30.400518+00:00"}},"volatility":{"score":null},"integrity":null,"entries":[{"index_product_id":"4abe4f3b-7a14-450c-950a-b31f987eeaf8","name":"Sentry","domain":"sentry.io","recommendation_share":82.1,"ci_low":64.4,"ci_high":92.1,"mention_runs":23,"first_rec_runs":12,"first_rec_rate":52.2,"avg_position":3.2,"all_mention_runs":28,"mention_rate":100,"mention_breakdown":{"legacy":0,"listed":9,"context":5,"recommended":14,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":71.4,"mentions":5},"openai":{"runs":7,"share":71.4,"mentions":5},"anthropic":{"runs":7,"share":85.7,"mentions":6},"perplexity":{"runs":7,"share":100,"mentions":7}},"trend":null,"trend_confidence":"suppressed","volatility":{"within_cycle":null,"across_cycles":null,"score":null},"is_orbator_customer":false,"is_claimed":false},{"index_product_id":"f4bfdf57-581d-48a4-a1bf-7c52a9166155","name":"Rollbar","domain":"rollbar.com","recommendation_share":60.7,"ci_low":42.4,"ci_high":76.4,"mention_runs":17,"first_rec_runs":1,"first_rec_rate":5.9,"avg_position":3.3,"all_mention_runs":23,"mention_rate":82.1,"mention_breakdown":{"legacy":0,"listed":12,"context":6,"recommended":5,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":71.4,"mentions":5},"openai":{"runs":7,"share":57.1,"mentions":4},"anthropic":{"runs":7,"share":57.1,"mentions":4},"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},{"index_product_id":"47af16a4-de15-4c96-b24b-3e7e91c958bc","name":"Bugsnag","domain":"bugsnag.com","recommendation_share":60.7,"ci_low":42.4,"ci_high":76.4,"mention_runs":17,"first_rec_runs":2,"first_rec_rate":11.8,"avg_position":3.7,"all_mention_runs":21,"mention_rate":75,"mention_breakdown":{"legacy":0,"listed":15,"context":4,"recommended":2,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":71.4,"mentions":5},"openai":{"runs":7,"share":57.1,"mentions":4},"anthropic":{"runs":7,"share":57.1,"mentions":4},"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},{"index_product_id":"cad95866-dda1-49b4-9d15-3b98559a0db2","name":"Honeybadger","domain":"honeybadger.io","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":4.3,"all_mention_runs":12,"mention_rate":42.9,"mention_breakdown":{"legacy":0,"listed":7,"context":0,"recommended":5,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":57.1,"mentions":4},"openai":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"runs":7,"share":42.9,"mentions":3},"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},{"index_product_id":"55e56fdb-c10b-4813-a81a-f920bbcf580b","name":"GlitchTip","domain":"glitchtip.com","recommendation_share":39.3,"ci_low":23.6,"ci_high":57.6,"mention_runs":11,"first_rec_runs":1,"first_rec_rate":9.1,"avg_position":4.4,"all_mention_runs":11,"mention_rate":39.3,"mention_breakdown":{"legacy":0,"listed":8,"context":0,"recommended":3,"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":57.1,"mentions":4},"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":"653aaa09-9fcb-4e81-a31e-b73c68247ca2","name":"Datadog","domain":"datadoghq.com","recommendation_share":35.7,"ci_low":20.7,"ci_high":54.2,"mention_runs":10,"first_rec_runs":0,"first_rec_rate":0,"avg_position":7.6,"all_mention_runs":15,"mention_rate":53.6,"mention_breakdown":{"legacy":0,"listed":7,"context":4,"recommended":3,"warned_against":1},"per_engine":{"gemini":{"runs":7,"share":28.6,"mentions":2},"openai":{"runs":7,"share":57.1,"mentions":4},"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":"1ce7bda9-9220-4fe3-80a5-12570860f7e0","name":"Better Stack","domain":"betterstack.com","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":1.7,"all_mention_runs":7,"mention_rate":25,"mention_breakdown":{"legacy":0,"listed":1,"context":0,"recommended":6,"warned_against":0},"per_engine":{"openai":{"runs":7,"share":28.6,"mentions":2},"anthropic":{"runs":7,"share":42.9,"mentions":3},"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":"d79221b6-8f2a-440c-a3b3-df154360c504","name":"LogRocket","domain":"logrocket.com","recommendation_share":25,"ci_low":12.7,"ci_high":43.4,"mention_runs":7,"first_rec_runs":0,"first_rec_rate":0,"avg_position":5.5,"all_mention_runs":9,"mention_rate":32.1,"mention_breakdown":{"legacy":0,"listed":6,"context":2,"recommended":1,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":28.6,"mentions":2},"anthropic":{"runs":7,"share":28.6,"mentions":2},"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":"8ca93186-f28a-4dde-ab58-d525efd87a06","name":"Slack","domain":"slack.com","recommendation_share":21.4,"ci_low":10.2,"ci_high":39.5,"mention_runs":6,"first_rec_runs":1,"first_rec_rate":16.7,"avg_position":3.8,"all_mention_runs":8,"mention_rate":28.6,"mention_breakdown":{"legacy":0,"listed":6,"context":2,"recommended":0,"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},"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":"cd20b7c6-efec-41d0-9ad7-c4bbe403a308","name":"Airbrake","domain":"airbrake.io","recommendation_share":21.4,"ci_low":10.2,"ci_high":39.5,"mention_runs":6,"first_rec_runs":1,"first_rec_rate":16.7,"avg_position":5.2,"all_mention_runs":7,"mention_rate":25,"mention_breakdown":{"legacy":0,"listed":5,"context":1,"recommended":1,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":42.9,"mentions":3},"anthropic":{"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":"655ef07f-2a61-40c5-bd50-98aeb5cba6ce","name":"Raygun","domain":"raygun.com","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":6.8,"all_mention_runs":11,"mention_rate":39.3,"mention_breakdown":{"legacy":0,"listed":5,"context":6,"recommended":0,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":42.9,"mentions":3},"anthropic":{"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":"e287dfe9-5e00-430e-973e-5681944ceda3","name":"New Relic","domain":"newrelic.com","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":12,"all_mention_runs":14,"mention_rate":50,"mention_breakdown":{"legacy":0,"listed":3,"context":8,"recommended":2,"warned_against":1},"per_engine":{"gemini":{"runs":7,"share":28.6,"mentions":2},"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":"c9efffd1-28eb-4e5c-8392-64ceaff7fa4e","name":"SigNoz","domain":"signoz.io","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":4.7,"all_mention_runs":5,"mention_rate":17.9,"mention_breakdown":{"legacy":0,"listed":2,"context":1,"recommended":2,"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},"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":"e27574b4-b7a9-4152-afad-f3a3ba2a75cb","name":"PostHog","domain":"posthog.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":7,"all_mention_runs":10,"mention_rate":35.7,"mention_breakdown":{"legacy":0,"listed":1,"context":7,"recommended":2,"warned_against":0},"per_engine":{"gemini":{"runs":7,"share":14.3,"mentions":1},"anthropic":{"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":"surveys","value":"Surveys"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"managed-warehouse","value":"Managed warehouse"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"cdp","value":"CDP"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"workflows","value":"Workflows"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"logs","value":"Logs"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"ai-observability","value":"AI Observability"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"error-tracking","value":"Error Tracking"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"product-analytics","value":"Product Analytics"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"web-analytics","value":"Web Analytics"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"session-replay","value":"Session Replay"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"feature-flags","value":"Feature Flags"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"experiments","value":"Experiments"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"}],"integration":[{"value":{"key":"hubspot","value":"HubSpot"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"postgres","value":"Postgres"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"},{"value":{"key":"stripe","value":"Stripe"},"source_url":"https://posthog.com/","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"}],"platform":[{"value":{"key":"web","value":"Web"},"source_url":"https://posthog.com/pricing","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"}],"pricing":[{"value":{"key":"free","plan":"Free","free_tier":true,"monthly_usd":0},"source_url":"https://posthog.com/pricing","last_verified_at":"2026-09-05T15:47:48.476Z","verified_by":"agent_research"}]}},{"index_product_id":"53b57c34-f634-4aa3-9ff7-821c1296b10c","name":"Highlight.io","domain":"highlight.io","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":0,"first_rec_rate":0,"avg_position":3,"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":"921c6d3f-cc59-408b-91b6-7970c460ea4a","name":"TrackJS","domain":null,"recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":1,"first_rec_rate":50,"avg_position":3,"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},"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":"5798b60c-e406-4a27-88dc-4d73cd43e879","name":"PagerDuty","domain":"pagerduty.com","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":1,"first_rec_rate":50,"avg_position":3.5,"all_mention_runs":4,"mention_rate":14.3,"mention_breakdown":{"legacy":0,"listed":2,"context":2,"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":"aec8d06b-e112-407a-9fbb-4d10155a0361","name":"Errbit","domain":"errbit.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":4.5,"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":"eb2dd27e-ce03-403c-ad0e-55ce7bfa6ef4","name":"Jira","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":5,"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":"dde51fd4-ff06-4952-a7f7-a1126788287d","name":"Firebase","domain":"firebase.google.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":5.5,"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},{"index_product_id":"18a42d88-ee43-45b2-9e5f-cb23e405fa8a","name":"Firebase Crashlytics","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":5.5,"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},{"index_product_id":"39313440-29cc-4dbb-9ff2-ba0a1f71a79a","name":"Scout","domain":"scoutapm.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":9,"all_mention_runs":10,"mention_rate":35.7,"mention_breakdown":{"legacy":0,"listed":0,"context":8,"recommended":2,"warned_against":0},"per_engine":{"gemini":{"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":"c06604fa-9664-4ba4-a527-cba4d3e4542e","name":"Uptrace","domain":"uptrace.dev","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":1,"context":1,"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":"8e13e66c-70f7-417f-a514-fa72dee2b76f","name":"AWS","domain":"aws.amazon.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":15,"all_mention_runs":2,"mention_rate":7.1,"mention_breakdown":{"legacy":0,"listed":1,"context":0,"recommended":1,"warned_against":0},"per_engine":{"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":"private-pricing","value":"Private Pricing"},"source_url":"https://aws.amazon.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"volume-based-discounts","value":"volume based discounts"},"source_url":"https://aws.amazon.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"over-240-comprehensive-services","value":"over 240 comprehensive services"},"source_url":"https://aws.amazon.com/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"aws-pricing-calculator","value":"AWS Pricing Calculator"},"source_url":"https://aws.amazon.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"savings-plans","value":"Savings Plans"},"source_url":"https://aws.amazon.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"},{"value":{"key":"pay-as-you-go-approach-for-pricing","value":"pay-as-you-go approach for pricing"},"source_url":"https://aws.amazon.com/pricing/","last_verified_at":"2026-09-05T15:59:25.783Z","verified_by":"agent_research"}]}},{"index_product_id":"0ec485ef-ab70-4b37-aad5-48eb07b73844","name":"ELK","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":18,"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":"914400f7-7f4e-4ea0-acf2-6ec7f5eb1524","name":"Elasticsearch","domain":"elastic.co","recommendation_share":7.1,"ci_low":2,"ci_high":22.6,"mention_runs":2,"first_rec_runs":0,"first_rec_rate":0,"avg_position":18,"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":"87da9dbc-f486-49fc-8f68-cafb6a8ccd57","name":"Fluentd","domain":"fluentd.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":18,"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":"5791629b-dcf5-4cad-b821-766eba5eb830","name":"AppSignal","domain":"appsignal.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":2,"mention_rate":7.1,"mention_breakdown":{"legacy":0,"listed":1,"context":1,"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":"87046705-e34f-49f9-8f55-03f59bd7921e","name":"Azure","domain":"azure.microsoft.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":2,"mention_rate":7.1,"mention_breakdown":{"legacy":0,"listed":1,"context":1,"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":"c9280ceb-838a-4a8c-b3f9-f9d0c7d6dec1","name":"Bugsink","domain":"bugsink.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":"b85da711-70cf-4fd9-becd-0ede4f11aa9e","name":"SSOJet","domain":"ssojet.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":5,"all_mention_runs":3,"mention_rate":10.7,"mention_breakdown":{"legacy":0,"listed":0,"context":2,"recommended":1,"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":"3627ac06-15c9-43ac-b047-f7d3dac039f3","name":"Telebugs","domain":"telebugs.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":5,"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":"f1942871-b053-4f11-8b57-5c62438ebd2c","name":"Alertmanager","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":9,"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":"adc15c97-62c4-4a47-8e11-e8cea4f2d650","name":"Inspectlet","domain":"inspectlet.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":9,"all_mention_runs":8,"mention_rate":28.6,"mention_breakdown":{"legacy":0,"listed":1,"context":7,"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":"d800000f-fd5c-4691-ba55-f8b247835a14","name":"Prometheus","domain":"prometheus.io","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":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":"a6fec71d-6b13-4e0a-b2f5-aee46fb58c3d","name":"PM2","domain":"pm2.keymetrics.io","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":11,"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":"83f36451-c35f-4de1-abd6-ef21fda4a781","name":"Stackify","domain":"stackify.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":11,"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":"f67c1b22-5260-4519-a623-9f542c0bf76b","name":"OpenSearch","domain":"opensearch.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":13,"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":"0cbc86d9-a272-4ba8-af39-ae58a1f2193c","name":"Grafana Loki","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":14,"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":"700b9104-1286-434a-999e-277a06b60cce","name":"Loki","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":14,"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":"191ab531-dcee-4e25-85e9-876e0dbc7ba7","name":"Pingdom","domain":"pingdom.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":17,"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":"e66011c2-57be-40d7-9af4-cd9bad566745","name":"StatusCake","domain":"statuscake.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":17,"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":"ab3e2765-6eb5-406c-a3d3-6d440f2291ae","name":"Opsgenie","domain":"atlassian.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":19,"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":"e80f20b9-7aa1-468c-b317-de0183584634","name":"SolarWinds Observability","domain":"solarwinds.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":20,"all_mention_runs":2,"mention_rate":7.1,"mention_breakdown":{"legacy":0,"listed":1,"context":1,"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":"c6583d16-b27d-42eb-a02d-b644fe826d2c","name":"Dynatrace","domain":"dynatrace.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":21,"all_mention_runs":3,"mention_rate":10.7,"mention_breakdown":{"legacy":0,"listed":1,"context":2,"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":"9d7077eb-07d2-479c-a6cf-e976d1bdb817","name":"ELK Stack","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":23,"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":"e558a3e4-1995-45e8-ab1b-ee3d02ef1b69","name":"Graylog","domain":"graylog.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":23,"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},{"index_product_id":"f62bec2b-a90e-4a17-9a6b-d3a6774758b8","name":"Grafana Cloud","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":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":[]}