What AI assistants actually recommend when buyers ask about ai tools for product managers — measured on a rolling 4-week window across 4 engines, published as open data.
Updated 2026-09-17 · 28 sampled answers · rolling 4-week window · methodology
Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.
Measured by Orbatormethodology owner Henrik Tellewindow ends Sep 17, 2026
Sample: 28 AI answers · Window: Aug 20, 2026 – Sep 17, 2026 (4-week rolling) · trend vs prior 4 weeks (84 answers)
Samples by engine: GEMINI 7 (last run Aug 29, 2026) · CHATGPT 7 (last run Aug 29, 2026) · CLAUDE 7 (last run Aug 30, 2026) · PERPLEXITY 7 (last run Aug 29, 2026) · GROK 0 (last run Aug 10, 2026 — stalest)
How these numbers are made: sampling design · prompt provenance · what counts as a mention · what we cannot see
On the record: This ranking is frozen as a dated snapshot every day. View this category's history to see what entered and left the ranking and when, or read what the engines actually said on a given day.
Across 28 sampled AI answers from 4 engines, Dovetail is recommended most often — appearing in 39.3% of recommendations, followed by Productboard (39.3%) and Notion (35.7%).
This is a measurement of share of voice across 4 AI engines — not an editorial pick. See the full ranking below.
Orbator asked Gemini, ChatGPT, Claude and Perplexity buyer questions about ai tools for product managers and sampled 28 answers between Aug 20, 2026 and Sep 17, 2026. Recommendation share counts the answers that recommended or listed a product, so a passing mention or a warning adds nothing to it. A category publishes once it holds at least 20 independently sampled answers in the window. Read the full methodology or download this ranking as CSV.
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%.
No 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.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | dovetail.com | 39.3% 95% CI 23.6–57.6% 11 mentions · avg pos 2.5 first pick 27.3% | — | GEMINI 42.9%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 57.1% | Claim |
| 2 | productboard.com | 39.3% 95% CI 23.6–57.6% 11 mentions · avg pos 5.2 first pick 0% | — | GEMINI 57.1%CHATGPT 42.9%CLAUDE 28.6%PERPLEXITY 28.6% | Claim |
| 3 | notion.so | 35.7% 95% CI 20.7–54.2% 10 mentions · avg pos 7.6 first pick 0% | — | GEMINI 57.1%CHATGPT 14.3%CLAUDE 57.1%PERPLEXITY 14.3% | Claim |
| 4 | linear.app | 35.7% 95% CI 20.7–54.2% 10 mentions · avg pos 7.8 first pick 10% | — | GEMINI 42.9%CHATGPT 28.6%CLAUDE 42.9%PERPLEXITY 28.6% | Claim |
| 5 | notion.com | 28.6% 95% CI 15.3–47.1% 8 mentions · avg pos 9 first pick 0% | — | GEMINI 42.9%CLAUDE 57.1%PERPLEXITY 14.3% | Claim |
| 6 | Jira | 28.6% 95% CI 15.3–47.1% 8 mentions · avg pos 12.4 first pick 12.5% | — | GEMINI 57.1%CHATGPT 14.3%CLAUDE 42.9% | Claim |
| 7 | granola.ai | 21.4% 95% CI 10.2–39.5% 6 mentions · avg pos 7.7 first pick 0% | — | GEMINI 42.9%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 8 | chatprd.ai | 21.4% 95% CI 10.2–39.5% 6 mentions · avg pos 8 first pick 33.3% | — | GEMINI 57.1%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 9 | Draft | 21.4% 95% CI 10.2–39.5% 6 mentions · avg pos 8.8 first pick 0% | — | GEMINI 28.6%CHATGPT 14.3%CLAUDE 28.6%PERPLEXITY 14.3% | Claim |
| 10 | amplitude.com | 21.4% 95% CI 10.2–39.5% 6 mentions · avg pos 9.8 first pick 0% | — | GEMINI 42.9%PERPLEXITY 42.9% | Claim |
| 11 | vercel.com | 21.4% 95% CI 10.2–39.5% 6 mentions · avg pos 12 first pick 0% | — | GEMINI 42.9%CLAUDE 14.3%PERPLEXITY 28.6% | Claim |
| 12 | v0 by Vercel | 21.4% 95% CI 10.2–39.5% 6 mentions · avg pos 12 first pick 0% | — | GEMINI 42.9%CLAUDE 14.3%PERPLEXITY 28.6% | Claim |
| 13 | Enterpret | 14.3% 95% CI 5.7–31.5% 4 mentions · avg pos 2 first pick 25% | — | GEMINI 14.3%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 14 | miro.com | 14.3% 95% CI 5.7–31.5% 4 mentions · avg pos 3.5 first pick 0% | — | GEMINI 28.6%PERPLEXITY 28.6% | Claim |
| 15 | RICE | 14.3% 95% CI 5.7–31.5% 4 mentions · avg pos 5.3 first pick 25% | — | GEMINI 28.6%CHATGPT 14.3%PERPLEXITY 14.3% | Claim |
| 16 | claude.com | 14.3% 95% CI 5.7–31.5% 4 mentions · avg pos 6 first pick 25% | — | GEMINI 28.6%CHATGPT 14.3%CLAUDE 14.3% | Claim |
| 17 | aha.io | 14.3% 95% CI 5.7–31.5% 4 mentions · avg pos 7.8 first pick 0% | — | GEMINI 42.9%PERPLEXITY 14.3% | Claim |
| 18 | make.com | 14.3% 95% CI 5.7–31.5% 4 mentions · avg pos 8.3 first pick 0% | — | GEMINI 28.6%CHATGPT 14.3%PERPLEXITY 14.3% | Claim |
| 19 | lovable.dev | 14.3% 95% CI 5.7–31.5% 4 mentions · avg pos 11.5 first pick 0% | — | GEMINI 14.3%CHATGPT 14.3%PERPLEXITY 28.6% | Claim |
| 20 | Jira Product Discovery | 14.3% 95% CI 5.7–31.5% 4 mentions · avg pos 14 first pick 0% | — | GEMINI 28.6%CHATGPT 14.3%CLAUDE 14.3% | Claim |
| 21 | userinterviews.com | 10.7% 95% CI 3.7–27.2% 3 mentions · avg pos 1 first pick 66.7% | — | GEMINI 28.6%CLAUDE 14.3% | Claim |
| 22 | getperspective.ai | 10.7% 95% CI 3.7–27.2% 3 mentions · avg pos 2.5 first pick 33.3% | — | GEMINI 14.3%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 23 | sprig.com | 10.7% 95% CI 3.7–27.2% 3 mentions · avg pos 5.3 first pick 0% | — | GEMINI 14.3%CHATGPT 14.3%CLAUDE 14.3% | Claim |
| 24 | slack.com | 10.7% 95% CI 3.7–27.2% 3 mentions · avg pos 5.7 first pick 0% | — | GEMINI 28.6%CLAUDE 14.3% | Claim |
| 25 | canny.io | 10.7% 95% CI 3.7–27.2% 3 mentions · avg pos 7.7 first pick 0% | — | GEMINI 42.9% | Claim |
| 26 | Theme | 10.7% 95% CI 3.7–27.2% 3 mentions · avg pos 7.7 first pick 0% | — | GEMINI 28.6%CLAUDE 14.3% | Claim |
| 27 | figma.com | 10.7% 95% CI 3.7–27.2% 3 mentions · avg pos 8 first pick 0% | — | GEMINI 14.3%CHATGPT 14.3%PERPLEXITY 14.3% | Claim |
| 28 | Amplitude AI | 10.7% 95% CI 3.7–27.2% 3 mentions · avg pos 11.3 first pick 0% | — | GEMINI 42.9% | Claim |
| 29 | cursor.sh | 10.7% 95% CI 3.7–27.2% 3 mentions · avg pos 16.3 first pick 0% | — | GEMINI 28.6%CHATGPT 14.3% | Claim |
| 30 | maze.co | 7.1% 95% CI 2–22.6% 2 mentions · avg pos 5 first pick 0% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 31 | zeda.io | 7.1% 95% CI 2–22.6% 2 mentions · avg pos 6 first pick 0% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 32 | segment.com | 7.1% 95% CI 2–22.6% 2 mentions · avg pos 7 first pick 0% | — | GEMINI 14.3%CLAUDE 14.3% | Claim |
| 33 | azure.microsoft.com | 7.1% 95% CI 2–22.6% 2 mentions · avg pos 7.5 first pick 0% | — | GEMINI 14.3%CLAUDE 14.3% | Claim |
| 34 | mixpanel.com | 7.1% 95% CI 2–22.6% 2 mentions · avg pos 10.5 first pick 0% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 35 | intercom.com | 7.1% 95% CI 2–22.6% 2 mentions · avg pos 12 first pick 0% | — | GEMINI 28.6% | Claim |
| 36 | airfocus.com | 7.1% 95% CI 2–22.6% 2 mentions · avg pos 14.5 first pick 0% | — | GEMINI 14.3%CLAUDE 14.3% | Claim |
| 37 | gamma.app | 7.1% 95% CI 2–22.6% 2 mentions · avg pos 19.5 first pick 0% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 38 | pendo.io | 7.1% 95% CI 2–22.6% 2 mentions · avg pos 20 first pick 0% | — | GEMINI 28.6% | Claim |
| 39 | superhuman.com | 7.1% 95% CI 2–22.6% 2 mentions · avg pos 21 first pick 0% | — | GEMINI 28.6% | Claim |
| 40 | ones.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 1 first pick 100% | — | GEMINI 14.3% | Claim |
| 41 | Thematic | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 2 first pick 0% | — | GEMINI 14.3% | Claim |
| 42 | n8n.io | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 2 first pick 0% | — | GEMINI 14.3% | Claim |
| 43 | cleverx.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 3 first pick 0% | — | CLAUDE 14.3% | Claim |
| 44 | forecast.app | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 3 first pick 0% | — | GEMINI 14.3% | Claim |
| 45 | atlassian.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 3 first pick 0% | — | CHATGPT 14.3% | Claim |
| 46 | trello.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 3 first pick 0% | — | CHATGPT 14.3% | Claim |
| 47 | WSJF | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 3 first pick 0% | — | CHATGPT 14.3% | Claim |
| 48 | airtable.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 5 first pick 0% | — | CHATGPT 14.3% | Claim |
| 49 | copilot4devops.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 6 first pick 0% | — | GEMINI 14.3% | Claim |
| 50 | uizard.io | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 6 first pick 0% | — | PERPLEXITY 14.3% | Claim |
| 51 | gong.io | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 7 first pick 0% | — | GEMINI 14.3% | Claim |
| 52 | otter.ai | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 7 first pick 0% | — | CHATGPT 14.3% | Claim |
| 53 | qualtrics.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 7 first pick 0% | — | GEMINI 14.3% | Claim |
| 54 | Atlassian Intelligence | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 8 first pick 0% | — | CLAUDE 14.3% | Claim |
| 55 | beam.cloud | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 8 first pick 0% | — | GEMINI 14.3% | Claim |
| 56 | bolt.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 9 first pick 0% | — | CHATGPT 14.3% | Claim |
| 57 | crayon.io | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 9 first pick 0% | — | CLAUDE 14.3% | Claim |
| 58 | gitbook.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 12 first pick 0% | — | GEMINI 14.3% | Claim |
| 59 | bubble.io | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 15 first pick 0% | — | GEMINI 14.3% | Claim |
| 60 | grammarly.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 16 first pick 0% | — | GEMINI 14.3% | Claim |
| 61 | zendesk.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 17 first pick 0% | — | GEMINI 14.3% | Claim |
| 62 | kraftful.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 24 first pick 0% | — | GEMINI 14.3% | Claim |
| 63 | builder.io | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 26 first pick 0% | — | GEMINI 14.3% | Claim |
| 64 | craft.io | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 26 first pick 0% | — | GEMINI 14.3% | Claim |
| 65 | missiveapp.com | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 29 first pick 0% | — | GEMINI 14.3% | Claim |
| 66 | Rovo AI | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 30 first pick 0% | — | GEMINI 14.3% | Claim |
| 67 | copy.ai | 3.6% 95% CI 0.6–17.7% 1 mentions · avg pos 32 first pick 0% | — | GEMINI 14.3% | Claim |
| 68 | notebooklm.google.com | 3.6% 95% CI 0.6–17.7% 1 mentions first pick 0% | — | CLAUDE 14.3% | Claim |
| 69 | roadmunk.com | 3.6% 95% CI 0.6–17.7% 1 mentions first pick 0% | — | CLAUDE 14.3% | Claim |
| 70 | stackby.com | 3.6% 95% CI 0.6–17.7% 1 mentions first pick 0% | — | CLAUDE 14.3% | Claim |
Reading the numbers: Share is a point estimate on 28 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.
Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.
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Head-to-head pages for products ranked in AI tools for product managers. Each one sets out sourced facts side by side, plus which product AI assistants recommend more, engine by engine.
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.
Linear 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.
Dovetail 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.
Notion 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.
Jira 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.
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.
The 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.
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.
Leading 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.
Every number on this page is measured from sampled answers, and those answers are kept. The archive holds dated excerpts of what each engine answered, never full answers. Read the answer archive for ai tools for product managers to see the excerpts by date and engine, or view the ranking history to see what entered and left this ranking and when.
Across 28 sampled AI answers from 4 engines (Aug 20, 2026 to Sep 17, 2026), Dovetail is recommended most often for ai tools for product managers, appearing in 39.3% of recommendations, followed by Productboard (39.3%). This is a measurement of what AI assistants recommend, not an editorial verdict.
ChatGPT recommends Productboard most often for ai tools for product managers. It appears as a recommendation in 42.9% of ChatGPT's sampled answers in this window (Aug 20, 2026 to Sep 17, 2026). Other engines answer differently. The per-engine breakdown in the ranking shows each one.
Orbator samples AI answers to buyer questions across 4 engines and counts how often each product is recommended. No product pays for placement. The ai tools for product managers ranking is based on 28 answers in the current 4-week window (Aug 20, 2026 to Sep 17, 2026). Full methodology is published at https://www.orbator.io/ai-index/methodology.
Verified facts for the most-recommended products — each sourced and dated. No editorial scoring, just the data side by side.
| Dovetaildovetail.com | Productboardproductboard.com | Notion AInotion.com | Granolagranola.ai | ChatPRDchatprd.ai | |
|---|---|---|---|---|---|
| Pricing | Free ↗ sourceverified Sep 5, 2026 | Plus: $25 a month (free tier available) ↗ sourceverified Sep 5, 2026 | Plus: $10 a month (free tier available) ↗ sourceverified Sep 5, 2026 | Business: $14 a month (free tier available) ↗ sourceverified Sep 5, 2026 | Pro: $15 a month, $179 a year (free tier available) ↗ sourceverified Sep 5, 2026 |
| Features | AI Chat ↗ sourceverified Sep 5, 2026 | AI chat ↗ sourceverified Sep 5, 2026 | AI Meeting Notes ↗ sourceverified Sep 5, 2026 | AI meeting notes ↗ sourceverified Sep 5, 2026 | Agentic PM for engineers and designers ↗ sourceverified Sep 5, 2026 |
| Platforms | — | API ↗ sourceverified Sep 5, 2026 | Web ↗ sourceverified Sep 5, 2026 | Android ↗ sourceverified Sep 5, 2026 | — |
| Integrations | Alloy ↗ sourceverified Sep 5, 2026 | Jira ↗ sourceverified Sep 5, 2026 | Okta ↗ sourceverified Sep 5, 2026 | Slack ↗ sourceverified Sep 5, 2026 | Confluence ↗ sourceverified Sep 5, 2026 |
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