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The two largest intents are best_in_category and recommendation, at 18 runs each. Bitwarden and Vaultwarden each led best_in_category with 100% of 18 runs. KeePassXC led the recommendation intent at 94.4% of 18 runs, and also led comparison at 66.7% of 9 runs. Bitwarden led problem_solving at 100% of 9 runs and alternatives at 100% of 8 runs.\n\nTwo products over-index on the setup prompt about a Raspberry Pi or VPS, Docker and Raspberry Pi, each recommended in 100% of those 9 runs. Docker lists Pro pricing of $11 a month, $9 a year, with a free tier available, last verified 2026-09-05. No other product in the top five carries a pricing fact.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:53:47.202Z"},{"id":"d7b1dfb8-beda-403b-a346-587603c09f42","section":"top_products","body_md":"Bitwarden ranks first, recommended in 85.5% of 62 sampled answers in the 4-week window to 2026-09-05, and recommended in 100% of the 9 runs on the prompt about the best open-source password manager for personal use that can be self-hosted. The mention breakdown splits 44 recommended against 9 listed, with 5 in context and 1 warned against. Gemini recommended it in 92.3% of its 13 answers, ChatGPT in 78.6% of its 14.\n\nVaultwarden ranks second at 82.3% of 62 answers, and shares the same lead prompt, recommended in 100% of those 9 runs. Its breakdown is 45 recommended against 6 listed, with 5 in context. Claude, Grok and Perplexity each sat at 85.7%, on 14, 7 and 14 answers, and ChatGPT was lowest at 71.4% of its 14 answers.\n\nKeePassXC ranks third at 71% of 62 answers, recommended in 100% of the 9 runs on the prompt about a self-hosted personal vault for storing passwords and secrets securely. The split is 36 recommended against 8 listed, with 7 in context and 1 warned against. Grok recommended it in 85.7% of its 7 answers, Claude in 57.1% of its 14.\n\nDocker ranks fourth at 46.8% of 62 answers, and was recommended in 100% of the 9 runs on the setup prompt about a Raspberry Pi or VPS. That is a narrow prompt, so it is not a vault choice for a buyer who does not intend to run a container. The breakdown is 16 recommended against 13 listed, with 9 in context. Grok recommended it in 71.4% of its 7 answers, Perplexity in 28.6% of its 14. Pro pricing is $11 a month, $9 a year, with a free tier available, last verified 2026-09-05.\n\nRaspberry Pi ranks fifth at 33.9% of 62 answers, also recommended in 100% of the 9 runs on the same setup prompt, so it sits outside the shortlist for anyone not hosting on their own hardware. Its split is 17 recommended against 4 listed, with 8 in context. Grok recommended it in 71.4% of its 7 answers, ChatGPT in 14.3% of its 14.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:53:47.205Z"},{"id":"d391a4f4-d9b0-419f-a2e7-7255a4e2393f","section":"engine_disagreement","body_md":"All five engines recommended the same product most among the top five. Claude, on 14 answers, led with Bitwarden. Gemini, on 13 answers, led with Bitwarden. Grok, on 7 answers, led with Bitwarden. ChatGPT, on 14 answers, led with Bitwarden. Perplexity, on 14 answers, led with Bitwarden. No engine put a different name at the top this window.\n\nThe widest gap between engines belongs to Raspberry Pi. ChatGPT recommended it in 14.3% of its 14 answers and Grok in 71.4% of its 7 answers, a spread of 57.1 points. Grok also sits at the high end for Docker at 71.4% of its 7 answers, against Perplexity at 28.6% of its 14. Agreement is tightest on Vaultwarden, where three engines land on 85.7%.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:53:47.208Z"},{"id":"2687eb38-12cd-4ca7-a88d-f133b7fdd73d","section":"what_moved","body_md":"This is the first measured window on record for open-source personal password managers. It runs 2026-08-08 to 2026-09-05, 28 days, and covers 62 sampled answers across 5 engines. There is no prior window to compare against, so no entries, exits or share moves are reported yet.\n\nBitwarden leads it now, recommended in 85.5% of 62 answers, first in the answer in 25 runs. Vaultwarden follows at 82.3% of 62 answers, first in 22 runs. KeePassXC sits third at 71% of 62 answers. Docker and Raspberry Pi round out the top five at 46.8% and 33.9% of the same 62 answers. 52 products were ranked in total. The next window will show which of these shares hold.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:53:47.211Z"}]}