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to use with attribution to orbator.io","editorial":[{"id":"ddf56cc2-98f9-4971-b931-1ba5de7bc8bb","section":"how_to_choose","body_md":"Buyer prompts in this category split between broad shortlisting and narrow jobs. The broadest, \"best AI tools for product managers\" and spec writing, sit inside the best_in_category intent with 18 runs, where Notion led on 77.8%, Productboard on 72.2% and Linear on 61.1%. Two of the seven prompts are problem-solving, also 18 runs, and there Jira led on 33.3%. If the question is feedback synthesis, the recommendation intent has 9 runs and Dovetail was recommended in all of them at 100%. For a leaner stack, the alternatives intent has 9 runs and Linear led on 88.9%. Startup versus enterprise comparisons ran 9 times, with Productboard at 77.8%.\n\nNo pricing facts were recorded for any of the five products in this window, so the measured answers say nothing about cost. Weigh the intent that matches your own question first.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:16:53.395Z"},{"id":"c789dcb0-0a06-401a-9a9d-b1d90df4f29c","section":"top_products","body_md":"Productboard ranks first and was recommended in 50.8% of 63 sampled answers in the 4-week window to 2026-09-05. It over-indexes on the prompt \"best AI tools for product managers\", recommended in 100% of those 9 runs. The mention breakdown splits 25 recommended against 7 listed. Engine spread runs from Grok at 71.4% of Grok's 7 answers down to Perplexity at 28.6% of Perplexity's 14 answers.\n\nLinear ranks second at 42.9% of 63 sampled answers in the same window, and carries the prompt \"lightweight alternatives to heavyweight AI product management platforms\" at 100% of 9 runs. Its breakdown is 21 recommended, 6 listed. Grok recommended it in 71.4% of 7 answers, Perplexity in 28.6% of 14. The narrow prompt is a lighter-weight brief, so buyers wanting a full platform are asking a different question.\n\nDovetail ranks third at 41.3% of 63 sampled answers, with \"best AI tools for product managers\" at 100% of 9 runs. It splits 22 recommended, 4 listed. Perplexity recommended it in 57.1% of 14 answers, Claude and ChatGPT each in 28.6% of 14.\n\nNotion ranks fourth at 39.7% of 63 sampled answers, over-indexing on \"best AI assistant for writing product specs and PRDs\" at 88.9% of 9 runs. Its split is 18 recommended, 7 listed. Gemini and Grok both reached 57.1%, on 14 and 7 answers, and Perplexity 14.3% of 14.\n\nJira ranks fifth at 38.1% of 63 sampled answers, with \"best AI tools for product managers\" at 77.8% of 9 runs. It splits 18 recommended, 6 listed. Grok recommended it in 71.4% of 7 answers, Perplexity in 7.1% of 14.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:16:53.399Z"},{"id":"0729c671-614f-4407-a8e5-a5b864ac9eff","section":"engine_disagreement","body_md":"Four of the five engines had the same leader among the top five. Claude recommended Productboard most across its 14 answers, as did Gemini across 14, Grok across 7 and ChatGPT across 14. Perplexity broke from that pattern, recommending Dovetail most among the top five across its 14 answers.\n\nThe widest gap between engines belongs to Jira. Perplexity recommended it in 7.1% of Perplexity's 14 answers. Grok recommended it in 71.4% of Grok's 7 answers. That is a spread of 64.3 points on the same product in the same 4-week window to 2026-09-05. Grok also ran the fewest answers of the five engines at 7, which is worth holding in mind next to the 14 each from Claude, Gemini, ChatGPT and Perplexity.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:16:53.401Z"},{"id":"4d127ff3-5ce5-4f1d-ab61-06026a1d9c6b","section":"what_moved","body_md":"This is the first measured window on record for AI tools for product managers. It covers 2026-08-08 to 2026-09-05, 28 days, with 63 sampled answers across 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\nLeading it now: Productboard was recommended in 50.8% of those 63 answers, Linear in 42.9%, Dovetail in 41.3%, Notion in 39.7% and Jira in 38.1%. The five sit close together, and each carries a confidence interval wide enough to overlap its neighbours, with Productboard between 38.8 and 62.7 and Jira between 27.1 and 50.4. Dovetail was named first in 26.9% of the 26 answers that recommended it, the highest first-recommendation rate of the five. The next window will give the first comparison.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:16:53.405Z"}]}