AI Index / AI tools for product managers / History

AI tools for product managers — AI Recommendation History

What AI assistants recommended for ai tools for product managers, date by date. Every ranking we publish is frozen the day it publishes, so this is a record of what was said — not a re-computation of what today's data would say about the past.

Record: 26 dated snapshots · Aug 14, 2026 – Sep 8, 2026

Answer archive Methodology Data studies JSON

What changed

Computed by comparing each dated snapshot with the one before it. Share moves smaller than 1pp are treated as noise and left out — the same threshold that suppresses trend arrows on the ranking.

Sep 8, 2026vs Sep 7, 2026

Methodology change: extraction rules 5-7 → 7 between these dates. Differences below may reflect the rule change rather than a change in what AI recommends — see the methodology changelog.

▲ INChatPRD entered the top 10 (#11 → #8)
▼ OUTAha! left the top 10 (#10 → #17)
▼Aha! moved #10 → #17
▲ChatPRD moved #11 → #8
▲Dovetail moved #3 → #1
▼Linear moved #2 → #4
▼Draft moved #7 → #9
▼Productboard moved #1 → #2
▲Notion moved #4 → #3
▲Notion AI moved #6 → #5
▼Jira moved #5 → #6
▲Granola moved #8 → #7
▼Amplitude moved #9 → #10
▼Productboard -9.3pp (48.6% → 39.3%)
▼Aha! -5.7pp (20% → 14.3%)
▼Linear -4.3pp (40% → 35.7%)
▼Draft -4.3pp (25.7% → 21.4%)
▼Jira -2.8pp (31.4% → 28.6%)
▲Dovetail +2.2pp (37.1% → 39.3%)
▼Granola -1.5pp (22.9% → 21.4%)
▼Amplitude -1.5pp (22.9% → 21.4%)
▼Notion -1.4pp (37.1% → 35.7%)
▲ChatPRD +1.4pp (20% → 21.4%)

Sep 7, 2026vs Sep 6, 2026

▲ INAmplitude entered the top 10 (#11 → #9)
▼ OUTChatPRD left the top 10 (#7 → #11)
▼ChatPRD moved #7 → #11
▲Granola moved #10 → #8
▲Amplitude moved #11 → #9
▲Draft moved #8 → #7
▼Aha! moved #9 → #10
▼Jira -6.7pp (38.1% → 31.4%)
▼ChatPRD -5.4pp (25.4% → 20%)
▼Dovetail -4.2pp (41.3% → 37.1%)
▼Notion AI -3.1pp (31.7% → 28.6%)
▼Linear -2.9pp (42.9% → 40%)
▼Notion -2.6pp (39.7% → 37.1%)
▲Granola +2.3pp (20.6% → 22.9%)
▲Amplitude +2.3pp (20.6% → 22.9%)
▼Productboard -2.2pp (50.8% → 48.6%)
▲Draft +1.9pp (23.8% → 25.7%)

Sep 6, 2026vs Sep 5, 2026

No change above the noise floor.

Sep 5, 2026vs Sep 4, 2026

No change above the noise floor.

Sep 4, 2026vs Sep 3, 2026

No change above the noise floor.

Sep 3, 2026vs Sep 2, 2026

No change above the noise floor.

Sep 2, 2026vs Sep 1, 2026

No change above the noise floor.

Sep 1, 2026vs Aug 31, 2026

No change above the noise floor.

Aug 31, 2026vs Aug 30, 2026

No change above the noise floor.

Aug 30, 2026vs Aug 29, 2026

Methodology change: extraction rules 4-7 → 5-7 between these dates. Differences below may reflect the rule change rather than a change in what AI recommends — see the methodology changelog.

▲ INGranola entered the top 10 (#11 → #10)
▼ OUTAmplitude left the top 10 (#8 → #11)
▼Amplitude moved #8 → #11
▲Notion AI moved #7 → #6
▼ChatPRD moved #6 → #7
▲Draft moved #9 → #8
▲Aha! moved #10 → #9
▲Granola moved #11 → #10
▼Productboard -4.8pp (55.6% → 50.8%)
▼ChatPRD -4.8pp (30.2% → 25.4%)
▲Jira +3.2pp (34.9% → 38.1%)
▼Amplitude -3.2pp (23.8% → 20.6%)
▲Notion AI +3.1pp (28.6% → 31.7%)
▲Notion +1.6pp (38.1% → 39.7%)
▲Draft +1.6pp (22.2% → 23.8%)
▼Aha! -1.6pp (22.2% → 20.6%)
▼Linear -1.5pp (44.4% → 42.9%)

Aug 29, 2026vs Aug 28, 2026

Methodology change: extraction rules 4-5 → 4-7 between these dates. Differences below may reflect the rule change rather than a change in what AI recommends — see the methodology changelog.

▲Jira moved #8 → #5
▼Notion moved #2 → #4
▼Notion AI moved #5 → #7
▲Amplitude moved #10 → #8
▼Draft moved #7 → #9
▲Linear moved #3 → #2
▲Dovetail moved #4 → #3
▼Aha! moved #9 → #10
▼Notion -9.5pp (47.6% → 38.1%)
▼Notion AI -9.5pp (38.1% → 28.6%)
▲Jira +7.9pp (27% → 34.9%)
▼Draft -6.4pp (28.6% → 22.2%)
▼Productboard -4.7pp (60.3% → 55.6%)
▼Linear -3.2pp (47.6% → 44.4%)
▲Amplitude +3.2pp (20.6% → 23.8%)
▲Dovetail +1.6pp (39.7% → 41.3%)

Aug 28, 2026vs Aug 27, 2026

No change above the noise floor.

Aug 27, 2026vs Aug 26, 2026

No change above the noise floor.

Aug 26, 2026vs Aug 25, 2026

No change above the noise floor.

Aug 25, 2026vs Aug 24, 2026

No change above the noise floor.

Aug 24, 2026vs Aug 23, 2026

▲ INAmplitude entered the top 10 (#11 → #10)
▼ OUTMiro left the top 10 (#10 → #12)
▼Miro moved #10 → #12
▲Jira moved #9 → #8
▼Aha! moved #8 → #9
▲Amplitude moved #11 → #10
▲Jira +4.9pp (22.1% → 27%)
▲Draft +2.6pp (26% → 28.6%)
▼Aha! -2.5pp (24.7% → 22.2%)
▲Linear +2.1pp (45.5% → 47.6%)
▼Dovetail -1.9pp (41.6% → 39.7%)
▼Miro -1.8pp (20.8% → 19%)

Aug 23, 2026vs Aug 22, 2026

No change above the noise floor.

Aug 22, 2026vs Aug 21, 2026

▲ INJira entered the top 10 (#11 → #9)
▼ OUTAmplitude left the top 10 (#9 → #11)
▲Jira moved #11 → #9
▼Amplitude moved #9 → #11
▼Linear -2.1pp (47.6% → 45.5%)
▲Jira +1.9pp (20.2% → 22.1%)
▼Amplitude -1.8pp (22.6% → 20.8%)
▼Dovetail -1.3pp (42.9% → 41.6%)
▼Productboard -1pp (60.7% → 59.7%)

Aug 21, 2026vs Aug 20, 2026

No change above the noise floor.

Aug 20, 2026vs Aug 19, 2026

▼Miro moved #8 → #10
▲Linear moved #4 → #3
▼Dovetail moved #3 → #4
▲Aha! moved #9 → #8
▲Amplitude moved #10 → #9
▲Linear +4.7pp (42.9% → 47.6%)
▼Miro -3.3pp (23.5% → 20.2%)
▲Productboard +1.5pp (59.2% → 60.7%)
▲Aha! +1.5pp (23.5% → 25%)
▼Dovetail -1pp (43.9% → 42.9%)

Aug 19, 2026vs Aug 18, 2026

No change above the noise floor.

Aug 18, 2026vs Aug 17, 2026

No change above the noise floor.

Aug 17, 2026vs Aug 16, 2026

No change above the noise floor.

Aug 16, 2026vs Aug 15, 2026

No change above the noise floor.

Aug 15, 2026vs Aug 14, 2026

No change above the noise floor.

The ranking, date by date

Top 10 on each archived date, exactly as published. Cite a date and it stays true: snapshots are append-only, and a correction appends a new revision rather than overwriting the original.

Sep 8, 202628 sampled answers · window 2026-08-11 – 2026-09-08 · rules v7

#1Dovetail39.3%
#2Productboard39.3%
#3Notion35.7%
#4Linear35.7%
#5Notion AI28.6%
#6Jira28.6%
#7Granola21.4%
#8ChatPRD21.4%
#9Draft21.4%
#10Amplitude21.4%

Sep 7, 202635 sampled answers · window 2026-08-10 – 2026-09-07 · rules v5-7

#1Productboard48.6%
#2Linear40%
#3Dovetail37.1%
#4Notion37.1%
#5Jira31.4%
#6Notion AI28.6%
#7Draft25.7%
#8Granola22.9%
#9Amplitude22.9%
#10Aha!20%

Sep 6, 202663 sampled answers · window 2026-08-09 – 2026-09-06 · rules v5-7

#1Productboard50.8%
#2Linear42.9%
#3Dovetail41.3%
#4Notion39.7%
#5Jira38.1%
#6Notion AI31.7%
#7ChatPRD25.4%
#8Draft23.8%
#9Aha!20.6%
#10Granola20.6%

Sep 5, 202663 sampled answers · window 2026-08-08 – 2026-09-05 · rules v5-7

#1Productboard50.8%
#2Linear42.9%
#3Dovetail41.3%
#4Notion39.7%
#5Jira38.1%
#6Notion AI31.7%
#7ChatPRD25.4%
#8Draft23.8%
#9Aha!20.6%
#10Granola20.6%

Sep 4, 202663 sampled answers · window 2026-08-07 – 2026-09-04 · rules v5-7

#1Productboard50.8%
#2Linear42.9%
#3Dovetail41.3%
#4Notion39.7%
#5Jira38.1%
#6Notion AI31.7%
#7ChatPRD25.4%
#8Draft23.8%
#9Aha!20.6%
#10Granola20.6%

Sep 3, 202663 sampled answers · window 2026-08-06 – 2026-09-03 · rules v5-7

#1Productboard50.8%
#2Linear42.9%
#3Dovetail41.3%
#4Notion39.7%
#5Jira38.1%
#6Notion AI31.7%
#7ChatPRD25.4%
#8Draft23.8%
#9Aha!20.6%
#10Granola20.6%

Sep 2, 202663 sampled answers · window 2026-08-05 – 2026-09-02 · rules v5-7

#1Productboard50.8%
#2Linear42.9%
#3Dovetail41.3%
#4Notion39.7%
#5Jira38.1%
#6Notion AI31.7%
#7ChatPRD25.4%
#8Draft23.8%
#9Aha!20.6%
#10Granola20.6%

Sep 1, 202663 sampled answers · window 2026-08-04 – 2026-09-01 · rules v5-7

#1Productboard50.8%
#2Linear42.9%
#3Dovetail41.3%
#4Notion39.7%
#5Jira38.1%
#6Notion AI31.7%
#7ChatPRD25.4%
#8Draft23.8%
#9Aha!20.6%
#10Granola20.6%

Aug 31, 202663 sampled answers · window 2026-08-03 – 2026-08-31 · rules v5-7

#1Productboard50.8%
#2Linear42.9%
#3Dovetail41.3%
#4Notion39.7%
#5Jira38.1%
#6Notion AI31.7%
#7ChatPRD25.4%
#8Draft23.8%
#9Aha!20.6%
#10Granola20.6%

Aug 30, 202663 sampled answers · window 2026-08-02 – 2026-08-30 · rules v5-7

#1Productboard50.8%
#2Linear42.9%
#3Dovetail41.3%
#4Notion39.7%
#5Jira38.1%
#6Notion AI31.7%
#7ChatPRD25.4%
#8Draft23.8%
#9Aha!20.6%
#10Granola20.6%

Aug 29, 202663 sampled answers · window 2026-08-01 – 2026-08-29 · rules v4-7

#1Productboard55.6%
#2Linear44.4%
#3Dovetail41.3%
#4Notion38.1%
#5Jira34.9%
#6ChatPRD30.2%
#7Notion AI28.6%
#8Amplitude23.8%
#9Draft22.2%
#10Aha!22.2%

Aug 28, 202663 sampled answers · window 2026-07-31 – 2026-08-28 · rules v4-5

#1Productboard60.3%
#2Notion47.6%
#3Linear47.6%
#4Dovetail39.7%
#5Notion AI38.1%
#6ChatPRD30.2%
#7Draft28.6%
#8Jira27%
#9Aha!22.2%
#10Amplitude20.6%

Aug 27, 202663 sampled answers · window 2026-07-30 – 2026-08-27 · rules v4-5

#1Productboard60.3%
#2Notion47.6%
#3Linear47.6%
#4Dovetail39.7%
#5Notion AI38.1%
#6ChatPRD30.2%
#7Draft28.6%
#8Jira27%
#9Aha!22.2%
#10Amplitude20.6%

Aug 26, 202663 sampled answers · window 2026-07-29 – 2026-08-26 · rules v4-5

#1Productboard60.3%
#2Notion47.6%
#3Linear47.6%
#4Dovetail39.7%
#5Notion AI38.1%
#6ChatPRD30.2%
#7Draft28.6%
#8Jira27%
#9Aha!22.2%
#10Amplitude20.6%

Aug 25, 202663 sampled answers · window 2026-07-28 – 2026-08-25 · rules v4-5

#1Productboard60.3%
#2Notion47.6%
#3Linear47.6%
#4Dovetail39.7%
#5Notion AI38.1%
#6ChatPRD30.2%
#7Draft28.6%
#8Jira27%
#9Aha!22.2%
#10Amplitude20.6%

Aug 24, 202663 sampled answers · window 2026-07-27 – 2026-08-24 · rules v4-5

#1Productboard60.3%
#2Notion47.6%
#3Linear47.6%
#4Dovetail39.7%
#5Notion AI38.1%
#6ChatPRD30.2%
#7Draft28.6%
#8Jira27%
#9Aha!22.2%
#10Amplitude20.6%

Aug 23, 202677 sampled answers · window 2026-07-26 – 2026-08-23 · rules v4-5

#1Productboard59.7%
#2Notion48.1%
#3Linear45.5%
#4Dovetail41.6%
#5Notion AI39%
#6ChatPRD29.9%
#7Draft26%
#8Aha!24.7%
#9Jira22.1%
#10Miro20.8%

Aug 22, 202677 sampled answers · window 2026-07-25 – 2026-08-22 · rules v4-5

#1Productboard59.7%
#2Notion48.1%
#3Linear45.5%
#4Dovetail41.6%
#5Notion AI39%
#6ChatPRD29.9%
#7Draft26%
#8Aha!24.7%
#9Jira22.1%
#10Miro20.8%

Aug 21, 202684 sampled answers · window 2026-07-24 – 2026-08-21 · rules v4-5

#1Productboard60.7%
#2Notion47.6%
#3Linear47.6%
#4Dovetail42.9%
#5Notion AI38.1%
#6ChatPRD29.8%
#7Draft26.2%
#8Aha!25%
#9Amplitude22.6%
#10Miro20.2%

Aug 20, 202684 sampled answers · window 2026-07-23 – 2026-08-20 · rules v4-5

#1Productboard60.7%
#2Notion47.6%
#3Linear47.6%
#4Dovetail42.9%
#5Notion AI38.1%
#6ChatPRD29.8%
#7Draft26.2%
#8Aha!25%
#9Amplitude22.6%
#10Miro20.2%

Aug 19, 202698 sampled answers · window 2026-07-22 – 2026-08-19 · rules v4-5

#1Productboard59.2%
#2Notion46.9%
#3Dovetail43.9%
#4Linear42.9%
#5Notion AI38.8%
#6ChatPRD30.6%
#7Draft26.5%
#8Miro23.5%
#9Aha!23.5%
#10Amplitude23.5%

Aug 18, 202698 sampled answers · window 2026-07-21 – 2026-08-18 · rules v4-5

#1Productboard59.2%
#2Notion46.9%
#3Dovetail43.9%
#4Linear42.9%
#5Notion AI38.8%
#6ChatPRD30.6%
#7Draft26.5%
#8Miro23.5%
#9Aha!23.5%
#10Amplitude23.5%

Aug 17, 202698 sampled answers · window 2026-07-20 – 2026-08-17 · rules v4-5

#1Productboard59.2%
#2Notion46.9%
#3Dovetail43.9%
#4Linear42.9%
#5Notion AI38.8%
#6ChatPRD30.6%
#7Draft26.5%
#8Miro23.5%
#9Aha!23.5%
#10Amplitude23.5%

Aug 16, 202698 sampled answers · window 2026-07-19 – 2026-08-16 · rules v4-5

#1Productboard59.2%
#2Notion46.9%
#3Dovetail43.9%
#4Linear42.9%
#5Notion AI38.8%
#6ChatPRD30.6%
#7Draft26.5%
#8Miro23.5%
#9Aha!23.5%
#10Amplitude23.5%

Aug 15, 202698 sampled answers · window 2026-07-18 – 2026-08-15 · rules v4-5

#1Productboard59.2%
#2Notion46.9%
#3Dovetail43.9%
#4Linear42.9%
#5Notion AI38.8%
#6ChatPRD30.6%
#7Draft26.5%
#8Miro23.5%
#9Aha!23.5%
#10Amplitude23.5%

Aug 14, 202698 sampled answers · window 2026-07-17 – 2026-08-14 · rules v4-5

#1Productboard59.2%
#2Notion46.9%
#3Dovetail43.9%
#4Linear42.9%
#5Notion AI38.8%
#6ChatPRD30.6%
#7Draft26.5%
#8Miro23.5%
#9Aha!23.5%
#10Amplitude23.5%

Read any date directly

Every archived date is machine-readable at /api/index/ai-tools-for-product-managers/as-of/<YYYY-MM-DD>, which returns the ranking as it stood, with the extraction version and revision it was published under. Dates before the record begins return no_record rather than a recomputation — we do not reconstruct history on demand and present it as what we said. See what the engines actually said.

[ORBATOR]