AI tools for supply chain and operations managers — AI Recommendation History

What AI assistants recommended for ai tools for supply chain and operations 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

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

No change above the noise floor.

Sep 7, 2026vs Sep 6, 2026

No change above the noise floor.

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
  • ▲ INSAP IBP entered the top 10 (#12 → #7)
  • ▼ OUTProject44 left the top 10 (#10 → #11)
  • ▲SAP IBP moved #12 → #7
  • ▼Oracle AI moved #6 → #8
  • ▲Relex moved #7 → #6
  • ▼Logility moved #8 → #9
  • ▼Deposco moved #9 → #10
  • ▼Project44 moved #10 → #11
  • ▲SAP IBP +4.5pp (16.1% → 20.6%)
  • ▲Kinaxis +1.5pp (42.9% → 44.4%)
  • ▼Microsoft -1.4pp (26.8% → 25.4%)
  • ▼Netstock -1pp (23.2% → 22.2%)
  • ▲Relex +1pp (19.6% → 20.6%)
Sep 3, 2026vs Sep 2, 2026
  • ▲ INProject44 entered the top 10 (#12 → #10)
  • ▼ OUTSAP IBP left the top 10 (#9 → #12)
  • ▼Relex moved #4 → #7
  • ▼SAP IBP moved #9 → #12
  • ▲Microsoft moved #6 → #4
  • ▲Oracle AI moved #8 → #6
  • ▲Project44 moved #12 → #10
  • ▼Logility moved #7 → #8
  • ▲Deposco moved #10 → #9
  • ▼Relex -6.1pp (25.7% → 19.6%)
  • ▼O9 Solutions -5.4pp (42.9% → 37.5%)
  • ▼Logility -5pp (22.9% → 17.9%)
  • ▼SAP IBP -3.9pp (20% → 16.1%)
  • ▼Blue Yonder -3.2pp (51.4% → 48.2%)
  • ▼Kinaxis -2.8pp (45.7% → 42.9%)
  • ▼Netstock -2.5pp (25.7% → 23.2%)
  • ▲Microsoft +1.1pp (25.7% → 26.8%)
  • ▼Deposco -1pp (17.1% → 16.1%)
  • ▼Project44 -1pp (17.1% → 16.1%)
Sep 2, 2026vs Sep 1, 2026

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

  • ▲ INDeposco entered the top 10 (#11 → #10)
  • ▼ OUTCoupa left the top 10 (#9 → #13)
  • ▼Coupa moved #9 → #13
  • ▲Oracle AI moved #10 → #8
  • ▼SAP IBP moved #7 → #9
  • ▲Netstock moved #6 → #5
  • ▼Microsoft moved #5 → #6
  • ▲Logility moved #8 → #7
  • ▲Deposco moved #11 → #10
  • ▼Relex -5.6pp (31.3% → 25.7%)
  • ▲Netstock +4.9pp (20.8% → 25.7%)
  • ▲Logility +4.1pp (18.8% → 22.9%)
  • ▲Blue Yonder +3.5pp (47.9% → 51.4%)
  • ▲Oracle AI +3.3pp (16.7% → 20%)
  • ▲Microsoft +2.8pp (22.9% → 25.7%)
  • ▲Deposco +2.5pp (14.6% → 17.1%)
  • ▲O9 Solutions +1.2pp (41.7% → 42.9%)
Sep 1, 2026vs Aug 31, 2026
  • ▲ INCoupa entered the top 10 (#12 → #9)
  • ▲ INOracle AI entered the top 10 (#11 → #10)
  • ▼ OUTProject44 left the top 10 (#8 → #12)
  • ▼ OUTFourKites left the top 10 (#10 → #16)
  • ▼FourKites moved #10 → #16
  • ▼Project44 moved #8 → #12
  • ▲Coupa moved #12 → #9
  • ▲SAP IBP moved #9 → #7
  • ▲Blue Yonder moved #2 → #1
  • ▼Kinaxis moved #1 → #2
  • ▲Relex moved #5 → #4
  • ▼Microsoft moved #4 → #5
  • ▼Logility moved #7 → #8
  • ▲Oracle AI moved #11 → #10
  • ▼Microsoft -7.3pp (30.2% → 22.9%)
  • ▼Kinaxis -6.6pp (52.4% → 45.8%)
  • ▼Project44 -6pp (20.6% → 14.6%)
  • ▼FourKites -5pp (17.5% → 12.5%)
  • ▲Relex +4.3pp (27% → 31.3%)
  • ▼Blue Yonder -2.9pp (50.8% → 47.9%)
  • ▼Logility -1.8pp (20.6% → 18.8%)
  • ▼Netstock -1.4pp (22.2% → 20.8%)
  • ▼O9 Solutions -1.2pp (42.9% → 41.7%)
Aug 31, 2026vs Aug 30, 2026

No change above the noise floor.

Aug 30, 2026vs Aug 29, 2026

No change above the noise floor.

Aug 29, 2026vs Aug 28, 2026

No change above the noise floor.

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
  • ▲Netstock moved #9 → #6
  • ▼Project44 moved #6 → #8
  • ▼FourKites moved #8 → #10
  • ▲Kinaxis moved #2 → #1
  • ▼Blue Yonder moved #1 → #2
  • ▲SAP IBP moved #10 → #9
  • ▼FourKites -3.3pp (20.8% → 17.5%)
  • ▼Project44 -2.8pp (23.4% → 20.6%)
  • ▲Microsoft +1.6pp (28.6% → 30.2%)
  • ▲Netstock +1.4pp (20.8% → 22.2%)
  • ▼O9 Solutions -1.3pp (44.2% → 42.9%)
  • ▼Blue Yonder -1.1pp (51.9% → 50.8%)
Aug 25, 2026vs Aug 24, 2026

No change above the noise floor.

Aug 24, 2026vs Aug 23, 2026

No change above the noise floor.

Aug 23, 2026vs Aug 22, 2026

No change above the noise floor.

Aug 22, 2026vs Aug 21, 2026
  • ▲ INSAP IBP entered the top 10 (#11 → #10)
  • ▼ OUTOracle AI left the top 10 (#10 → #12)
  • ▲Microsoft moved #6 → #4
  • ▲Logility moved #9 → #7
  • ▼Netstock moved #7 → #9
  • ▼Oracle AI moved #10 → #12
  • ▲Blue Yonder moved #2 → #1
  • ▼Kinaxis moved #1 → #2
  • ▼Relex moved #4 → #5
  • ▼Project44 moved #5 → #6
  • ▲SAP IBP moved #11 → #10
  • ▼Kinaxis -4.2pp (56.1% → 51.9%)
  • ▲Microsoft +4.1pp (24.5% → 28.6%)
  • ▼Blue Yonder -3.2pp (55.1% → 51.9%)
  • ▼Project44 -3.1pp (26.5% → 23.4%)
  • ▼Netstock -2.7pp (23.5% → 20.8%)
  • ▼Oracle AI -2.2pp (20.4% → 18.2%)
  • ▼FourKites -1.6pp (22.4% → 20.8%)
  • ▼Relex -1.3pp (28.6% → 27.3%)
Aug 21, 2026vs Aug 20, 2026

No change above the noise floor.

Aug 20, 2026vs Aug 19, 2026

No change above the noise floor.

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
  • ▼Oracle AI moved #6 → #10
  • ▲Microsoft moved #8 → #6
  • ▲FourKites moved #10 → #8
  • ▲Kinaxis moved #2 → #1
  • ▼Blue Yonder moved #1 → #2
  • ▼Oracle AI -3.2pp (23.6% → 20.4%)
  • ▲Microsoft +1.8pp (22.7% → 24.5%)
  • ▲Relex +1.3pp (27.3% → 28.6%)
  • ▲Project44 +1pp (25.5% → 26.5%)

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, 202663 sampled answers · window 2026-08-11 – 2026-09-08 · rules v7
  • #1Blue Yonder47.6%
  • #2Kinaxis44.4%
  • #3O9 Solutions38.1%
  • #4Microsoft25.4%
  • #5Netstock22.2%
  • #6Relex20.6%
  • #7SAP IBP20.6%
  • #8Oracle AI19%
  • #9Logility17.5%
  • #10Deposco15.9%
Sep 7, 202663 sampled answers · window 2026-08-10 – 2026-09-07 · rules v7
  • #1Blue Yonder47.6%
  • #2Kinaxis44.4%
  • #3O9 Solutions38.1%
  • #4Microsoft25.4%
  • #5Netstock22.2%
  • #6Relex20.6%
  • #7SAP IBP20.6%
  • #8Oracle AI19%
  • #9Logility17.5%
  • #10Deposco15.9%
Sep 6, 202663 sampled answers · window 2026-08-09 – 2026-09-06 · rules v7
  • #1Blue Yonder47.6%
  • #2Kinaxis44.4%
  • #3O9 Solutions38.1%
  • #4Microsoft25.4%
  • #5Netstock22.2%
  • #6Relex20.6%
  • #7SAP IBP20.6%
  • #8Oracle AI19%
  • #9Logility17.5%
  • #10Deposco15.9%
Sep 5, 202663 sampled answers · window 2026-08-08 – 2026-09-05 · rules v7
  • #1Blue Yonder47.6%
  • #2Kinaxis44.4%
  • #3O9 Solutions38.1%
  • #4Microsoft25.4%
  • #5Netstock22.2%
  • #6Relex20.6%
  • #7SAP IBP20.6%
  • #8Oracle AI19%
  • #9Logility17.5%
  • #10Deposco15.9%
Sep 4, 202663 sampled answers · window 2026-08-07 – 2026-09-04 · rules v7
  • #1Blue Yonder47.6%
  • #2Kinaxis44.4%
  • #3O9 Solutions38.1%
  • #4Microsoft25.4%
  • #5Netstock22.2%
  • #6Relex20.6%
  • #7SAP IBP20.6%
  • #8Oracle AI19%
  • #9Logility17.5%
  • #10Deposco15.9%
Sep 3, 202656 sampled answers · window 2026-08-06 – 2026-09-03 · rules v7
  • #1Blue Yonder48.2%
  • #2Kinaxis42.9%
  • #3O9 Solutions37.5%
  • #4Microsoft26.8%
  • #5Netstock23.2%
  • #6Oracle AI19.6%
  • #7Relex19.6%
  • #8Logility17.9%
  • #9Deposco16.1%
  • #10Project4416.1%
Sep 2, 202635 sampled answers · window 2026-08-05 – 2026-09-02 · rules v7
  • #1Blue Yonder51.4%
  • #2Kinaxis45.7%
  • #3O9 Solutions42.9%
  • #4Relex25.7%
  • #5Netstock25.7%
  • #6Microsoft25.7%
  • #7Logility22.9%
  • #8Oracle AI20%
  • #9SAP IBP20%
  • #10Deposco17.1%
Sep 1, 202648 sampled answers · window 2026-08-04 – 2026-09-01 · rules v4-7
  • #1Blue Yonder47.9%
  • #2Kinaxis45.8%
  • #3O9 Solutions41.7%
  • #4Relex31.3%
  • #5Microsoft22.9%
  • #6Netstock20.8%
  • #7SAP IBP20.8%
  • #8Logility18.8%
  • #9Coupa16.7%
  • #10Oracle AI16.7%
Aug 31, 202663 sampled answers · window 2026-08-03 – 2026-08-31 · rules v4-7
  • #1Kinaxis52.4%
  • #2Blue Yonder50.8%
  • #3O9 Solutions42.9%
  • #4Microsoft30.2%
  • #5Relex27%
  • #6Netstock22.2%
  • #7Logility20.6%
  • #8Project4420.6%
  • #9SAP IBP20.6%
  • #10FourKites17.5%
Aug 30, 202663 sampled answers · window 2026-08-02 – 2026-08-30 · rules v4-7
  • #1Kinaxis52.4%
  • #2Blue Yonder50.8%
  • #3O9 Solutions42.9%
  • #4Microsoft30.2%
  • #5Relex27%
  • #6Netstock22.2%
  • #7Logility20.6%
  • #8Project4420.6%
  • #9SAP IBP20.6%
  • #10FourKites17.5%
Aug 29, 202663 sampled answers · window 2026-08-01 – 2026-08-29 · rules v4-7
  • #1Kinaxis52.4%
  • #2Blue Yonder50.8%
  • #3O9 Solutions42.9%
  • #4Microsoft30.2%
  • #5Relex27%
  • #6Netstock22.2%
  • #7Logility20.6%
  • #8Project4420.6%
  • #9SAP IBP20.6%
  • #10FourKites17.5%
Aug 28, 202663 sampled answers · window 2026-07-31 – 2026-08-28 · rules v4-7
  • #1Kinaxis52.4%
  • #2Blue Yonder50.8%
  • #3O9 Solutions42.9%
  • #4Microsoft30.2%
  • #5Relex27%
  • #6Netstock22.2%
  • #7Logility20.6%
  • #8Project4420.6%
  • #9SAP IBP20.6%
  • #10FourKites17.5%
Aug 27, 202663 sampled answers · window 2026-07-30 – 2026-08-27 · rules v4-7
  • #1Kinaxis52.4%
  • #2Blue Yonder50.8%
  • #3O9 Solutions42.9%
  • #4Microsoft30.2%
  • #5Relex27%
  • #6Netstock22.2%
  • #7Logility20.6%
  • #8Project4420.6%
  • #9SAP IBP20.6%
  • #10FourKites17.5%
Aug 26, 202663 sampled answers · window 2026-07-29 – 2026-08-26 · rules v4-7
  • #1Kinaxis52.4%
  • #2Blue Yonder50.8%
  • #3O9 Solutions42.9%
  • #4Microsoft30.2%
  • #5Relex27%
  • #6Netstock22.2%
  • #7Logility20.6%
  • #8Project4420.6%
  • #9SAP IBP20.6%
  • #10FourKites17.5%
Aug 25, 202677 sampled answers · window 2026-07-28 – 2026-08-25 · rules v4-7
  • #1Blue Yonder51.9%
  • #2Kinaxis51.9%
  • #3O9 Solutions44.2%
  • #4Microsoft28.6%
  • #5Relex27.3%
  • #6Project4423.4%
  • #7Logility20.8%
  • #8FourKites20.8%
  • #9Netstock20.8%
  • #10SAP IBP20.8%
Aug 24, 202677 sampled answers · window 2026-07-27 – 2026-08-24 · rules v4-7
  • #1Blue Yonder51.9%
  • #2Kinaxis51.9%
  • #3O9 Solutions44.2%
  • #4Microsoft28.6%
  • #5Relex27.3%
  • #6Project4423.4%
  • #7Logility20.8%
  • #8FourKites20.8%
  • #9Netstock20.8%
  • #10SAP IBP20.8%
Aug 23, 202677 sampled answers · window 2026-07-26 – 2026-08-23 · rules v4-7
  • #1Blue Yonder51.9%
  • #2Kinaxis51.9%
  • #3O9 Solutions44.2%
  • #4Microsoft28.6%
  • #5Relex27.3%
  • #6Project4423.4%
  • #7Logility20.8%
  • #8FourKites20.8%
  • #9Netstock20.8%
  • #10SAP IBP20.8%
Aug 22, 202677 sampled answers · window 2026-07-25 – 2026-08-22 · rules v4-7
  • #1Blue Yonder51.9%
  • #2Kinaxis51.9%
  • #3O9 Solutions44.2%
  • #4Microsoft28.6%
  • #5Relex27.3%
  • #6Project4423.4%
  • #7Logility20.8%
  • #8FourKites20.8%
  • #9Netstock20.8%
  • #10SAP IBP20.8%
Aug 21, 202698 sampled answers · window 2026-07-24 – 2026-08-21 · rules v4-7
  • #1Kinaxis56.1%
  • #2Blue Yonder55.1%
  • #3O9 Solutions43.9%
  • #4Relex28.6%
  • #5Project4426.5%
  • #6Microsoft24.5%
  • #7Netstock23.5%
  • #8FourKites22.4%
  • #9Logility21.4%
  • #10Oracle AI20.4%
Aug 20, 202698 sampled answers · window 2026-07-23 – 2026-08-20 · rules v4-7
  • #1Kinaxis56.1%
  • #2Blue Yonder55.1%
  • #3O9 Solutions43.9%
  • #4Relex28.6%
  • #5Project4426.5%
  • #6Microsoft24.5%
  • #7Netstock23.5%
  • #8FourKites22.4%
  • #9Logility21.4%
  • #10Oracle AI20.4%
Aug 19, 202698 sampled answers · window 2026-07-22 – 2026-08-19 · rules v4-7
  • #1Kinaxis56.1%
  • #2Blue Yonder55.1%
  • #3O9 Solutions43.9%
  • #4Relex28.6%
  • #5Project4426.5%
  • #6Microsoft24.5%
  • #7Netstock23.5%
  • #8FourKites22.4%
  • #9Logility21.4%
  • #10Oracle AI20.4%
Aug 18, 202698 sampled answers · window 2026-07-21 – 2026-08-18 · rules v4-7
  • #1Kinaxis56.1%
  • #2Blue Yonder55.1%
  • #3O9 Solutions43.9%
  • #4Relex28.6%
  • #5Project4426.5%
  • #6Microsoft24.5%
  • #7Netstock23.5%
  • #8FourKites22.4%
  • #9Logility21.4%
  • #10Oracle AI20.4%
Aug 17, 202698 sampled answers · window 2026-07-20 – 2026-08-17 · rules v4-7
  • #1Kinaxis56.1%
  • #2Blue Yonder55.1%
  • #3O9 Solutions43.9%
  • #4Relex28.6%
  • #5Project4426.5%
  • #6Microsoft24.5%
  • #7Netstock23.5%
  • #8FourKites22.4%
  • #9Logility21.4%
  • #10Oracle AI20.4%
Aug 16, 202698 sampled answers · window 2026-07-19 – 2026-08-16 · rules v4-7
  • #1Kinaxis56.1%
  • #2Blue Yonder55.1%
  • #3O9 Solutions43.9%
  • #4Relex28.6%
  • #5Project4426.5%
  • #6Microsoft24.5%
  • #7Netstock23.5%
  • #8FourKites22.4%
  • #9Logility21.4%
  • #10Oracle AI20.4%
Aug 15, 202698 sampled answers · window 2026-07-18 – 2026-08-15 · rules v4-7
  • #1Kinaxis56.1%
  • #2Blue Yonder55.1%
  • #3O9 Solutions43.9%
  • #4Relex28.6%
  • #5Project4426.5%
  • #6Microsoft24.5%
  • #7Netstock23.5%
  • #8FourKites22.4%
  • #9Logility21.4%
  • #10Oracle AI20.4%
Aug 14, 2026110 sampled answers · window 2026-07-17 – 2026-08-14 · rules v4-7
  • #1Blue Yonder55.5%
  • #2Kinaxis55.5%
  • #3O9 Solutions44.5%
  • #4Relex27.3%
  • #5Project4425.5%
  • #6Oracle AI23.6%
  • #7Netstock23.6%
  • #8Microsoft22.7%
  • #9Logility21.8%
  • #10FourKites21.8%

Read any date directly

Every archived date is machine-readable at /api/index/ai-tools-for-supply-chain-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]

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