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No pricing fact is recorded for any of the five, so cost has to be checked at source.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:59:44.516Z"},{"id":"78305f3e-4543-486c-8a7f-6cbccd063f07","section":"top_products","body_md":"Loki was recommended in 85.7% of 42 sampled answers in the 4-week window to 2026-09-05, and was first recommendation in 50% of runs. Its mention breakdown splits into 25 recommended and 11 listed. Engine spread runs from 100% of Gemini's 7 answers, Grok's 7 and Perplexity's 7, down to 64.3% of ChatGPT's 14 answers.\n\nGrafana was recommended in 83.3% of 42 sampled answers in the same window, with a first recommendation rate of 37.1%. The breakdown is 24 recommended against 11 listed. Highest engine share was 100% of Gemini's 7 answers, matched by Grok and Perplexity at 7 runs each; lowest was 64.3% of ChatGPT's 14 answers.\n\nKubernetes was recommended in 66.7% of 42 sampled answers, with 20 recommended and 8 listed. It ran from 100% of Gemini's 7 answers and Grok's 7 answers down to 42.9% of Perplexity's 7 answers. Its published feature fact is automated rollouts and rollbacks, last verified 2026-09-05.\n\nOpenSearch was recommended in 66.7% of 42 sampled answers and led the problem_solving intent at 100% of 6 runs. Its breakdown is 16 recommended, 12 listed, 2 warned against. Highest was 100% of Grok's 7 answers, lowest 42.9% of Claude's 7 answers.\n\nGraylog was recommended in 66.7% of 42 sampled answers, with 11 recommended and 17 listed, the only top-five product listed more often than recommended. It reached 100% of Gemini's 7 answers and 35.7% of ChatGPT's 14 answers.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:59:44.520Z"},{"id":"5b671ca3-35a6-4b2f-8c39-318c863691f8","section":"engine_disagreement","body_md":"Four of the five engines recommended the same product most among the top five. Loki led for Claude across 7 answers, for Gemini across 7 answers, for Grok across 7 answers and for Perplexity across 7 answers. ChatGPT was the exception, with OpenSearch leading among the top five across its 14 answers.\n\nThe widest gap between engines belongs to Graylog. It was recommended in 35.7% of ChatGPT's 14 answers and in 100% of Gemini's 7 answers, a spread of 64.3 points. Kubernetes also moved a long way across engines, from 42.9% of Perplexity's 7 answers to 100% of Gemini's 7 answers. Loki and Grafana were the steadiest of the five, each sitting at 100% on three engines and 64.3% of ChatGPT's 14 answers.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:59:44.522Z"},{"id":"f2b93b0d-265e-4025-98d8-3fc75b1b2a7a","section":"what_moved","body_md":"This is the first measured window on record for open-source log management tools. It runs 2026-08-08 to 2026-09-05, 28 days, on 42 sampled answers across 45 ranked products and five engines. There is no prior window to compare against, so no product entered or left the top ten and no share change can be reported yet.\n\nLoki leads the first window, recommended in 85.7% of those 42 answers and first recommendation in 50% of runs. Grafana follows at 83.3% of 42. Kubernetes, OpenSearch and Graylog all sit at 66.7% of 42, separated in this snapshot only by how often they were listed rather than recommended and by average position, which ranges from 3 for Kubernetes to 6.7 for Graylog. The next window will show which of those holds.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:59:44.524Z"}]}