AI Index / Log management tools / History

Log management tools — AI Recommendation History

What AI assistants recommended for log management tools, 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

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

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

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.

▲ INGrafana Loki entered the top 10 (#12 → #10)
▼ OUTAWS left the top 10 (#10 → #12)
▲Grafana Loki moved #12 → #10
▼AWS moved #10 → #12
▲Kibana moved #8 → #7
▼ELK moved #7 → #8
▲Elasticsearch +9.3pp (65.7% → 75%)
▲Loki +9.3pp (65.7% → 75%)
▲Grafana Loki +7.1pp (28.6% → 35.7%)
▲Grafana +5.7pp (65.7% → 71.4%)
▲OpenSearch +4.3pp (31.4% → 35.7%)
▲Kubernetes +3.6pp (57.1% → 60.7%)
▲Kibana +3.5pp (42.9% → 46.4%)
▲Datadog +2.8pp (54.3% → 57.1%)
▲Splunk +2.2pp (51.4% → 53.6%)

Aug 31, 2026vs Aug 30, 2026

▲ INGrafana entered the top 10 (#11 → #3)
▼ OUTGraylog left the top 10 (#9 → #14)
▲Grafana moved #11 → #3
▼Graylog moved #9 → #14
▲Elasticsearch moved #3 → #1
▼Kubernetes moved #2 → #4
▼Loki moved #1 → #2
▼Datadog moved #4 → #5
▼Splunk moved #5 → #6
▼ELK moved #6 → #7
▼Kibana moved #7 → #8
▼OpenSearch moved #8 → #9
▲Grafana +29.2pp (36.5% → 65.7%)
▼Graylog -12.4pp (38.1% → 25.7%)
▼OpenSearch -11.5pp (42.9% → 31.4%)
▼Splunk -10.5pp (61.9% → 51.4%)
▼Kubernetes -9.6pp (66.7% → 57.1%)
▼Datadog -9.2pp (63.5% → 54.3%)
▼ELK -8.3pp (54% → 45.7%)
▼AWS -6.7pp (38.1% → 31.4%)
▼Loki -4.1pp (69.8% → 65.7%)
▼Kibana -3.1pp (46% → 42.9%)
▼Elasticsearch -1pp (66.7% → 65.7%)

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

▲Loki moved #2 → #1
▼Kubernetes moved #1 → #2
▼Graylog -4.8pp (42.9% → 38.1%)
▼Kubernetes -4.7pp (71.4% → 66.7%)
▲ELK +2.2pp (51.8% → 54%)
▼Kibana -2.2pp (48.2% → 46%)
▼OpenSearch -1.7pp (44.6% → 42.9%)
▼AWS -1.2pp (39.3% → 38.1%)

Aug 27, 2026vs Aug 26, 2026

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

▼Splunk moved #2 → #5
▲Elasticsearch moved #5 → #3
▲Loki moved #3 → #2
▲OpenSearch moved #9 → #8
▼Graylog moved #8 → #9
▼ELK -7.4pp (59.2% → 51.8%)
▲Elasticsearch +4.9pp (61.2% → 66.1%)
▼Splunk -4.8pp (67.3% → 62.5%)
▼Graylog -4pp (46.9% → 42.9%)
▼AWS -3.6pp (42.9% → 39.3%)
▲Loki +2.3pp (67.3% → 69.6%)
▼Datadog -1pp (65.3% → 64.3%)

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

No change above the noise floor.

Aug 23, 2026vs Aug 22, 2026

▲ INAWS entered the top 10 (#17 → #10)
▼ OUTFluent Bit left the top 10 (#10 → #11)
▲AWS moved #17 → #10
▲Kubernetes moved #6 → #1
▼Loki moved #1 → #3
▼Datadog moved #2 → #4
▼ELK moved #4 → #6
▲Splunk moved #3 → #2
▲Graylog moved #9 → #8
▼OpenSearch moved #8 → #9
▼Fluent Bit moved #10 → #11
▲Kubernetes +21.4pp (50% → 71.4%)
▲AWS +12.9pp (30% → 42.9%)
▲Splunk +5.9pp (61.4% → 67.3%)
▲Graylog +5.5pp (41.4% → 46.9%)
▼OpenSearch -3.7pp (48.6% → 44.9%)
▲Loki +1.6pp (65.7% → 67.3%)
▲Elasticsearch +1.2pp (60% → 61.2%)
▲Datadog +1pp (64.3% → 65.3%)
▼Kibana -1pp (50% → 49%)
▲Fluent Bit +1pp (35.7% → 36.7%)

Aug 22, 2026vs Aug 21, 2026

No change above the noise floor.

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

▲ INFluent Bit entered the top 10 (#12 → #10)
▼ OUTELK Stack left the top 10 (#10 → #12)
▲Splunk moved #5 → #3
▼Elasticsearch moved #3 → #5
▲Kubernetes moved #8 → #6
▲Fluent Bit moved #12 → #10
▼ELK Stack moved #10 → #12
▼Kibana moved #6 → #7
▼OpenSearch moved #7 → #8
▲Kubernetes +5.6pp (44.4% → 50%)
▼ELK Stack -3.8pp (39.5% → 35.7%)
▼Loki -3.4pp (69.1% → 65.7%)
▼Kibana -3.1pp (53.1% → 50%)
▼Fluent Bit -2.6pp (38.3% → 35.7%)
▼OpenSearch -2pp (50.6% → 48.6%)
▼Graylog -1.8pp (43.2% → 41.4%)
▼Datadog -1.1pp (65.4% → 64.3%)

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

#1Elasticsearch75%
#2Loki75%
#3Grafana71.4%
#4Kubernetes60.7%
#5Datadog57.1%
#6Splunk53.6%
#7Kibana46.4%
#8ELK46.4%
#9OpenSearch35.7%
#10Grafana Loki35.7%

Sep 7, 202628 sampled answers · window 2026-08-10 – 2026-09-07 · rules v7

#1Elasticsearch75%
#2Loki75%
#3Grafana71.4%
#4Kubernetes60.7%
#5Datadog57.1%
#6Splunk53.6%
#7Kibana46.4%
#8ELK46.4%
#9OpenSearch35.7%
#10Grafana Loki35.7%

Sep 6, 202628 sampled answers · window 2026-08-09 – 2026-09-06 · rules v7

#1Elasticsearch75%
#2Loki75%
#3Grafana71.4%
#4Kubernetes60.7%
#5Datadog57.1%
#6Splunk53.6%
#7Kibana46.4%
#8ELK46.4%
#9OpenSearch35.7%
#10Grafana Loki35.7%

Sep 5, 202628 sampled answers · window 2026-08-08 – 2026-09-05 · rules v7

#1Elasticsearch75%
#2Loki75%
#3Grafana71.4%
#4Kubernetes60.7%
#5Datadog57.1%
#6Splunk53.6%
#7Kibana46.4%
#8ELK46.4%
#9OpenSearch35.7%
#10Grafana Loki35.7%

Sep 4, 202628 sampled answers · window 2026-08-07 – 2026-09-04 · rules v7

#1Elasticsearch75%
#2Loki75%
#3Grafana71.4%
#4Kubernetes60.7%
#5Datadog57.1%
#6Splunk53.6%
#7Kibana46.4%
#8ELK46.4%
#9OpenSearch35.7%
#10Grafana Loki35.7%

Sep 3, 202628 sampled answers · window 2026-08-06 – 2026-09-03 · rules v7

#1Elasticsearch75%
#2Loki75%
#3Grafana71.4%
#4Kubernetes60.7%
#5Datadog57.1%
#6Splunk53.6%
#7Kibana46.4%
#8ELK46.4%
#9OpenSearch35.7%
#10Grafana Loki35.7%

Sep 2, 202628 sampled answers · window 2026-08-05 – 2026-09-02 · rules v7

#1Elasticsearch75%
#2Loki75%
#3Grafana71.4%
#4Kubernetes60.7%
#5Datadog57.1%
#6Splunk53.6%
#7Kibana46.4%
#8ELK46.4%
#9OpenSearch35.7%
#10Grafana Loki35.7%

Sep 1, 202628 sampled answers · window 2026-08-04 – 2026-09-01 · rules v7

#1Elasticsearch75%
#2Loki75%
#3Grafana71.4%
#4Kubernetes60.7%
#5Datadog57.1%
#6Splunk53.6%
#7Kibana46.4%
#8ELK46.4%
#9OpenSearch35.7%
#10Grafana Loki35.7%

Aug 31, 202635 sampled answers · window 2026-08-03 – 2026-08-31 · rules v4-7

#1Elasticsearch65.7%
#2Loki65.7%
#3Grafana65.7%
#4Kubernetes57.1%
#5Datadog54.3%
#6Splunk51.4%
#7ELK45.7%
#8Kibana42.9%
#9OpenSearch31.4%
#10AWS31.4%

Aug 30, 202663 sampled answers · window 2026-08-02 – 2026-08-30 · rules v4-7

#1Loki69.8%
#2Kubernetes66.7%
#3Elasticsearch66.7%
#4Datadog63.5%
#5Splunk61.9%
#6ELK54%
#7Kibana46%
#8OpenSearch42.9%
#9Graylog38.1%
#10AWS38.1%

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

#1Loki69.8%
#2Kubernetes66.7%
#3Elasticsearch66.7%
#4Datadog63.5%
#5Splunk61.9%
#6ELK54%
#7Kibana46%
#8OpenSearch42.9%
#9Graylog38.1%
#10AWS38.1%

Aug 28, 202663 sampled answers · window 2026-07-31 – 2026-08-28 · rules v4-7

#1Loki69.8%
#2Kubernetes66.7%
#3Elasticsearch66.7%
#4Datadog63.5%
#5Splunk61.9%
#6ELK54%
#7Kibana46%
#8OpenSearch42.9%
#9Graylog38.1%
#10AWS38.1%

Aug 27, 202656 sampled answers · window 2026-07-30 – 2026-08-27 · rules v4-7

#1Kubernetes71.4%
#2Loki69.6%
#3Elasticsearch66.1%
#4Datadog64.3%
#5Splunk62.5%
#6ELK51.8%
#7Kibana48.2%
#8OpenSearch44.6%
#9Graylog42.9%
#10AWS39.3%

Aug 26, 202649 sampled answers · window 2026-07-29 – 2026-08-26 · rules v4

#1Kubernetes71.4%
#2Splunk67.3%
#3Loki67.3%
#4Datadog65.3%
#5Elasticsearch61.2%
#6ELK59.2%
#7Kibana49%
#8Graylog46.9%
#9OpenSearch44.9%
#10AWS42.9%

Aug 25, 202649 sampled answers · window 2026-07-28 – 2026-08-25 · rules v4

#1Kubernetes71.4%
#2Splunk67.3%
#3Loki67.3%
#4Datadog65.3%
#5Elasticsearch61.2%
#6ELK59.2%
#7Kibana49%
#8Graylog46.9%
#9OpenSearch44.9%
#10AWS42.9%

Aug 24, 202649 sampled answers · window 2026-07-27 – 2026-08-24 · rules v4

#1Kubernetes71.4%
#2Splunk67.3%
#3Loki67.3%
#4Datadog65.3%
#5Elasticsearch61.2%
#6ELK59.2%
#7Kibana49%
#8Graylog46.9%
#9OpenSearch44.9%
#10AWS42.9%

Aug 23, 202649 sampled answers · window 2026-07-26 – 2026-08-23 · rules v4

#1Kubernetes71.4%
#2Splunk67.3%
#3Loki67.3%
#4Datadog65.3%
#5Elasticsearch61.2%
#6ELK59.2%
#7Kibana49%
#8Graylog46.9%
#9OpenSearch44.9%
#10AWS42.9%

Aug 22, 202670 sampled answers · window 2026-07-25 – 2026-08-22 · rules v4

#1Loki65.7%
#2Datadog64.3%
#3Splunk61.4%
#4ELK60%
#5Elasticsearch60%
#6Kubernetes50%
#7Kibana50%
#8OpenSearch48.6%
#9Graylog41.4%
#10Fluent Bit35.7%

Aug 21, 202670 sampled answers · window 2026-07-24 – 2026-08-21 · rules v4

#1Loki65.7%
#2Datadog64.3%
#3Splunk61.4%
#4ELK60%
#5Elasticsearch60%
#6Kubernetes50%
#7Kibana50%
#8OpenSearch48.6%
#9Graylog41.4%
#10Fluent Bit35.7%

Aug 20, 202670 sampled answers · window 2026-07-23 – 2026-08-20 · rules v4

#1Loki65.7%
#2Datadog64.3%
#3Splunk61.4%
#4ELK60%
#5Elasticsearch60%
#6Kubernetes50%
#7Kibana50%
#8OpenSearch48.6%
#9Graylog41.4%
#10Fluent Bit35.7%

Aug 19, 202670 sampled answers · window 2026-07-22 – 2026-08-19 · rules v4

#1Loki65.7%
#2Datadog64.3%
#3Splunk61.4%
#4ELK60%
#5Elasticsearch60%
#6Kubernetes50%
#7Kibana50%
#8OpenSearch48.6%
#9Graylog41.4%
#10Fluent Bit35.7%

Aug 18, 202670 sampled answers · window 2026-07-21 – 2026-08-18 · rules v4

#1Loki65.7%
#2Datadog64.3%
#3Splunk61.4%
#4ELK60%
#5Elasticsearch60%
#6Kubernetes50%
#7Kibana50%
#8OpenSearch48.6%
#9Graylog41.4%
#10Fluent Bit35.7%

Aug 17, 202681 sampled answers · window 2026-07-20 – 2026-08-17 · rules v4

#1Loki69.1%
#2Datadog65.4%
#3Elasticsearch60.5%
#4ELK60.5%
#5Splunk60.5%
#6Kibana53.1%
#7OpenSearch50.6%
#8Kubernetes44.4%
#9Graylog43.2%
#10ELK Stack39.5%

Aug 16, 202681 sampled answers · window 2026-07-19 – 2026-08-16 · rules v4

#1Loki69.1%
#2Datadog65.4%
#3Elasticsearch60.5%
#4ELK60.5%
#5Splunk60.5%
#6Kibana53.1%
#7OpenSearch50.6%
#8Kubernetes44.4%
#9Graylog43.2%
#10ELK Stack39.5%

Aug 15, 202681 sampled answers · window 2026-07-18 – 2026-08-15 · rules v4

#1Loki69.1%
#2Datadog65.4%
#3Elasticsearch60.5%
#4ELK60.5%
#5Splunk60.5%
#6Kibana53.1%
#7OpenSearch50.6%
#8Kubernetes44.4%
#9Graylog43.2%
#10ELK Stack39.5%

Aug 14, 202681 sampled answers · window 2026-07-17 – 2026-08-14 · rules v4

#1Loki69.1%
#2Datadog65.4%
#3Elasticsearch60.5%
#4ELK60.5%
#5Splunk60.5%
#6Kibana53.1%
#7OpenSearch50.6%
#8Kubernetes44.4%
#9Graylog43.2%
#10ELK Stack39.5%

Read any date directly

Every archived date is machine-readable at /api/index/log-management-tools/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]