Telemetry pipelines
Asked as “telemetry pipeline”, and as “observability pipeline tool”, on behalf of a mid-market B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
37%
Contested · Cribl Stream 17%
37OpenTelemetry Collector17Cribl Stream12Vector35others
37% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01
OpenTelemetry Collector37%0%57endorsed leadernewNew since September 2026: not ranked then, 37% now.
OpenTelemetry Collector37%0%57endorsed leadernewNew since September 2026: not ranked then, 37% now.Show the four products at 0%, ordered by negative rate
14
Splunk Observability Cloud0%62%13criticized challengernewNew since September 2026: not ranked then, 0% now.
Splunk Observability Cloud0%62%13criticized challengernewNew since September 2026: not ranked then, 0% now.The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
OpenTelemetry Collector vs PrometheusOpenTelemetry Collector vs New RelicOpenTelemetry Collector vs Fluent BitOpenTelemetry Collector vs Grafana LokiCribl Stream vs VectorCribl Stream vs Grafana CloudCribl Stream vs PrometheusCribl Stream vs New RelicCribl Stream vs Fluent BitCribl Stream vs Grafana LokiVector vs Grafana CloudVector vs PrometheusVector vs New RelicVector vs Fluent BitVector vs Grafana LokiGrafana Cloud vs PrometheusGrafana Cloud vs New RelicGrafana Cloud vs Fluent BitGrafana Cloud vs Grafana LokiPrometheus vs New RelicPrometheus vs Fluent BitPrometheus vs Grafana LokiNew Relic vs Fluent BitNew Relic vs Grafana LokiFluent Bit vs Grafana Loki
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08J09
10
11
12
1314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01OpenTelemetry Collector37%
OpenTelemetry Collector37%02Cribl Stream17%
Cribl Stream17%03Vector12%
Vector12%04Grafana Cloud8%
Grafana Cloud8%05Prometheus3%
Prometheus3%06New Relic3%
New Relic3%07Fluent Bit2%
Fluent Bit2%08Grafana Loki2%
Grafana Loki2%09Jaeger2%
10Datadog2%
Datadog2%11Grafana0%
Grafana0%12Edge Delta0%
Edge Delta0%13Fluentd0%
Fluentd0%14Splunk Observability Cloud0%
Splunk Observability Cloud0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Datadog54%
15 of 28 labels negative · 8 of 14 models · 1 hard negative
“**Avoid:** Writing code that sends telemetry directly to third-party APIs (e.g., sending logs straight to Splunk Cloud, Datadog, or Dynatrace APIs).” Qwen 3.7 Flash, negative prompt
Splunk Observability Cloud62%
8 of 13 labels negative · 7 of 14 models · 1 hard negative
“**Avoid:** Writing code that sends telemetry directly to third-party APIs (e.g., sending logs straight to Splunk Cloud, Datadog, or Dynatrace APIs).” Qwen 3.7 Flash, negative prompt
Logstash
89%
8 of 9 labels negative · 5 of 14 models
“It carries a massive memory footprint and slow startup times. **Caution:** Avoid deploying Logstash directly on application nodes as a local shipper.” Gemini 3.5 Flash, negative prompt
Dynatrace71%
5 of 7 labels negative · 4 of 14 models · 1 hard negative
“**Avoid:** Writing code that sends telemetry directly to third-party APIs (e.g., sending logs straight to Splunk Cloud, Datadog, or Dynatrace APIs).” Qwen 3.7 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
66 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 899 links across 205 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Cribl31 answers · 54 citations · 10 models
vendor site · OpenTelemetry23 answers · 44 citations · 11 models
22 answers · 36 citations · 9 models
18 answers · 18 citations · 9 models
vendor site · OpenObserve17 answers · 22 citations · 11 models
vendor site · Grafana16 answers · 37 citations · 7 models
vendor site · Chronosphere15 answers · 18 citations · 10 models
15 answers · 15 citations · 8 models
14 answers · 30 citations · 9 models
vendor site · Edge Delta14 answers · 19 citations · 7 models
14 answers · 17 citations · 10 models
vendor site · Mezmo14 answers · 16 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
18 answers · 9 models
18 answers · 9 models
14 answers · 8 models
14 answers · 6 models
14 answers · 8 models
14 answers · 8 models
13 answers · 9 models
11 answers · 6 models
10 answers · 6 models
8 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best telemetry pipeline”, “telemetry pipeline”, “telemetry pipelines”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| OpenTelemetry Collector opentelemetry.io | 37% | 125 | 1,300 | 56 | 24,504 | |||
| Cribl Stream cribl.io | 17% | 128 | 260 | 15 | 17,616 | $19 | 20 | 3 |
| Grafana grafana.com Grafana Cloud 8%, Grafana Loki 2%, Grafana Alloy 2%, Grafana Observability Stack 2% and 2 more | 15% | 247 | 40,500 | 2,627 | 84,520 | 116 | 9 | |
| Vector vector.dev | 12% | 84 | 246,000 | 85,824 | 3,509 | |||
| Prometheus prometheus.io | 3% | 257 | 246,000 | 11,819 | 22,996 | |||
| New Relic newrelic.com | 3% | 629 | 14,800 | 843 | 83,276 | $412 | 89 | |
| Fluent Bit fluentbit.io | 2% | 50 | 2,400 | 182 | 2,521 | |||
| SigNoz signoz.io | 2% | 208 | 2,400 | 52 | 7,244 | 1 | ||
| Jaeger | 2% | 27,100 | 7,072 | |||||
| Mezmo Telemetry Pipeline mezmo.com | 2% | 23 | 0 | 1,701 | 6 | 6 |
Google's top ten for the three searches hold 23 sites; 6 of them are among the sites the models cited here (chronosphere.io, cribl.io, edgedelta.com, grafana.com, mezmo.com, nhimg.org). The first result for “best telemetry pipeline” is schabell.org.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best telemetry pipeline for a mid-market B2B company?”Paraphrase“Which observability pipeline tool would you recommend to a mid-sized B2B company?”Comparative“What are the top telemetry pipelines and how do they differ?”Budget-constrained“What is the best telemetry pipeline for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a telemetry pipeline. What should we look at?”Negative“Which telemetry pipelines should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceNew RelicChangedno first choiceagainst: DatadogPrometheusno first choicenothing named
One alternative
OpenTelemetry CollectorTwo alternatives
Cribl Stream, Grafana CloudFour alternatives
Grafana, Grafana Loki, Jaeger, OpenTelemetry CollectorGPT-5.4 miniOpenTelemetry CollectorOpenTelemetry CollectorHeldagainst: LogstashOpenTelemetry CollectorOpenTelemetry Collectorno first choicenothing named
Nine alternatives
Census, Google BigQuery, Hightouch, Looker, Metabase, RudderStack, Snowflake, Twilio Segment, dbtTwo alternatives
Cribl Stream, VectorFive alternatives
Fluent Bit, Grafana, Grafana Loki, Prometheus, TempoGemini 3.5 FlashOpenTelemetry Collector, PostHog, RudderStackagainst: Datadog, Twilio SegmentCribl StreamChangedOpenTelemetry CollectorOpenTelemetry Collectoragainst: Datadog, Elasticsearch / OpenSearch, Logstash, Splunk Observability CloudCribl Stream, OpenTelemetry Collector, Vectoragainst: Logstashagainst: Apache Kafka, Datadog Agent, Dynatrace OneAgent, Fluentd, Grafana Agent (Static, Flow, and Operator) & Promtail, Logstash, OpenCensus Collector/SDKs, OpenTracing, RabbitMQ, Splunk Heavy Forwarder
Four alternatives
BindPlane OP, Cribl Stream, Grafana Cloud, HoneycombThree alternatives
BindPlane OP, OpenTelemetry Collector, VectorFour alternatives
Cribl Stream, Fluent Bit, Grafana Alloy, VectorTen alternatives
Axiom, ClickHouse Cloud, Grafana Cloud, Grafana Loki, Grafana/Tempo, New Relic, OpenObserve, SigNoz, Vector, VictoriaMetricsPerplexity SonarGrafana AlloyCribl StreamChangedCribl StreamOpenTelemetry Collectorno first choicenothing named
Three alternatives
AWS Distro for OpenTelemetry, Datadog Observability Pipelines, Edge DeltaFour alternatives
BindPlane OP, DataBahn, Metaplane, New RelicTen alternatives
Bindplane, Datadog Observability Pipelines, Elastic Agent, Elastic Observability, Fluent Bit, Fluentd, Mezmo Telemetry Pipeline, OpenTelemetry Collector, Tenzir, VectorSix alternatives
ClickHouse Cloud, Fluent Bit, Grafana Loki, Prometheus, Tempo, VectorGrok 4.1 FastOpenTelemetry Collectoragainst: Datadog, Dynatrace, New RelicOpenTelemetry CollectorHeldagainst: DatadogOpenTelemetry Collectoragainst: Fluent Bit, Fluentd, Jaeger, Prometheus, ZipkinGrafana Stack, OpenTelemetry Collectoragainst: Datadog, New RelicCribl Streamagainst: Datadog, Grafana, Splunk Observability Cloud
Thirteen alternatives
ClickHouse Cloud, Grafana, Grafana Cloud, Grafana Loki, Honeycomb, Jaeger, Palo Alto Networks Cortex Cloud, Prometheus, SigNoz, Tempo, Thanos, Uptrace, VectorFive alternatives
Fluent Bit, Grafana, Grafana Cloud, Prometheus, Vector.devFour alternatives
AWS Distro for OpenTelemetry, Chronosphere Telemetry Pipeline, Cribl Stream, Elastic AgentSix alternatives
Grafana Loki, Grafana/Tempo, OpenObserve, Prometheus, SigNoz, UptraceSix alternatives
Calyptia, Datadog, Dynatrace, New Relic, OpenTelemetry Collector, Splunk Observability CloudMistral SmallOpenTelemetry Collectorno first choiceChangedChronosphere Telemetry Pipelineagainst: Datadog, Splunk Observability CloudOpenTelemetry Collectorno first choicenothing named
Four alternatives
Chronosphere Telemetry Pipeline, Grafana LGTM, OpenObserve, VectorThree alternatives
Cribl Stream, Edge Delta, SawmillsTwo alternatives
Grafana Cloud, VectorEleven alternatives
AWS CloudWatch, ClickHouse Cloud, Datadog, Grafana, Grafana Loki, Honeycomb, Lightstep, New Relic, Prometheus, Splunk Observability Cloud, TempoDeepSeek V4 FlashGrafana Cloud, OpenTelemetry Collectoragainst: DatadogVectorChangedagainst: Cribl StreamOpenTelemetry Collectoragainst: LogstashOpenTelemetry Collector, SigNozagainst: Datadogno first choicenothing named
Two alternatives
Cribl Stream, New RelicTwo alternatives
Fluent Bit, OpenTelemetry CollectorSix alternatives
Chronosphere Telemetry Pipeline, Cribl Stream, Fluent Bit, Fluentd, Honeycomb Telemetry Pipeline, VectorSeven alternatives
Edge Delta, Fluent Bit, Grafana, Grafana Loki, Grafana/Tempo, Prometheus, SigNoz self-hostedLlama 4 Maverickno first choiceno first choiceHeldno first choiceCribl Streamno first choicenothing named
Two alternatives
Chronosphere Telemetry Pipeline, VectorQwen 3.7 FlashVectoragainst: LogstashVectorHeldOpenTelemetry Collectoragainst: FluentdGrafana Cloud, OpenTelemetry Collectoragainst: Datadog, Dynatrace, ElasticsearchDatadog, Grafana Cloudagainst: Elasticsearchagainst: Apache Cassandra, Datadog, Dynatrace, Elasticsearch, Logstash, MongoDB, Splunk Observability Cloud
Two alternatives
Cribl Stream, OpenTelemetry CollectorTwo alternatives
Metaplane, OpenTelemetry CollectorThree alternatives
Jaeger, Telegraf, VectorSix alternatives
Grafana, Grafana Loki, Jaeger, Prometheus, SigNoz, TempoTwo alternatives
ClickHouse Cloud, OpenSearchKimi K2Cribl Stream, OpenTelemetry CollectorVectorChangedagainst: Cribl Streamno first choiceOpenTelemetry CollectorCribl Stream, Mezmo Telemetry Pipelineagainst: Datadog, Dynatrace, Splunk Observability Cloudagainst: Datadog, Mixpanel, Splunk Observability Cloud
Two alternatives
Fluent Bit, VectorOne alternative
OpenTelemetry CollectorEight alternatives
Amazon S3, Grafana, Grafana Loki, Jaeger, MinIO, Prometheus, Tempo, VectorOne alternative
VectorGLM 4.7 FlashXGrafana Observability StackCribl StreamChangedCribl StreamOpenTelemetry Collectorno first choicenothing named
Three alternatives
Datadog, Honeycomb, New RelicOne alternative
Middleware.ioSix alternatives
Fluent Bit, Fluentd, Grafana Alloy, Grafana Loki, OpenTelemetry Collector, PrometheusSix alternatives
Grafana, Grafana Loki, Jaeger, Prometheus, Uptrace, VectorMiniMax M2.5Vectoragainst: Splunk Observability CloudFluent Bit, VectorChangedOpenTelemetry Collector, VectorGrafana Loki, Jaeger, OpenTelemetry Collector, Prometheusno first choicenothing named
One alternative
DatadogThree alternatives
Datadog Agent, Grafana Alloy, New RelicThree alternatives
Filebeat, Fluent Bit, LogstashThree alternatives
Apache Kafka, Grafana, NATSGPT-6 LunaGrafana Cloud, OpenTelemetry Collectoragainst: Apache KafkaBindplaneChangedOpenTelemetry Collectoragainst: VectorGrafana Cloud, OpenTelemetry Collectorno first choicenothing named
Two alternatives
Datadog, HoneycombThree alternatives
Cribl Stream, Grafana Alloy, OpenTelemetry CollectorFour alternatives
Cribl Stream, Datadog Observability Pipelines, Fluent Bit, Grafana AlloyOne alternative
SigNozMuse Glimmer 30BCribl Stream, New RelicCribl StreamChangedOpenTelemetry Collector, Vectoragainst: LogstashOpenTelemetry Collectorno first choiceagainst: Datadog, Dynatrace, Splunk Observability Cloud
Seven alternatives
Datadog, Edge Delta, Grafana Cloud, Middleware.io, OpenTelemetry Collector, SigNoz, UptraceOne alternative
VectorSix alternatives
Cribl Stream, Edge Delta, Filebeat, Fluent Bit, Fluentd, Microsoft Edge Password ManagerSix alternatives
Grafana LGTM Stack, Jaeger, OpenObserve, Prometheus, Uptrace, VectorBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:52 | no | 0 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:48 | no | 0 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:53 | yes | 7 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:29 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:48 | yes | 25 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:40 | yes | 12 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:09 | yes | 25 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:42 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:40 | yes | 15 | 93 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:54 | yes | 14 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:26 | yes | 18 | 27 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:02 | yes | 5 | 50 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:46 | yes | 6 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:42 | yes | 18 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:39 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:22 | yes | 16 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:49 | yes | 19 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:16 | yes | 23 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:37 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:03 | yes | 25 | 47 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:45 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:00 | yes | 10 | 51 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:22 | yes | 5 | 58 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:25 | yes | 23 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:58 | no | 0 | 9 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:22 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:22 | yes | 24 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:09 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:19 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:38 | yes | 22 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:38 | yes | 31 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:47 | yes | 23 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:13 | yes | 11 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:34 | yes | 23 | 70 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:53 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:53 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:07 | yes | 20 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:14 | yes | 20 | 49 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:57 | yes | 13 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:53 | yes | 6 | 14 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:00 | yes | 20 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:27 | no | 0 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:20 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:51 | yes | 11 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:17 | yes | 16 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:52 | yes | 24 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:23 | yes | 14 | 11 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:57 | yes | 19 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:46 | yes | 7 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:25 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:14 | yes | 10 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:50 | yes | 10 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:36 | no | 0 | 58 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:23 | yes | 4 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:13 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:38 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:33 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:46 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:52 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:53 | yes | 17 | 49 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:31 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:19 | yes | 19 | 59 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:35 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:41 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:37 | yes | 14 | 43 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:17 | yes | 13 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:35 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:45 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:07 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:12 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:46 | yes | 6 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:59 | yes | 7 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:27 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:58 | yes | 19 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:02 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:05 | no | 0 | 13 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:51 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:15 | no | 0 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:23 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:04 | yes | 10 | 24 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:56 | no | 0 | 13 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:44 | yes | 4 | 11 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:10 | yes | 14 | 25 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Chronosphere read as Chronosphere Telemetry Pipeline
Cribl read as Cribl Stream
Cribl (Stream + Edge) read as Cribl Stream
ELK read as ELK Stack
Elastic read as Elastic Observability
Elastic Cloud read as Elastic Observability
Elastic Stack read as Elastic Observability
Mezmo read as Mezmo Telemetry Pipeline
Mezmo (formerly LogDNA) read as Mezmo Telemetry Pipeline
OpenTelemetry read as OpenTelemetry Collector
OpenTelemetry (OTel) read as OpenTelemetry Collector
OpenTelemetry (OTel) Collector read as OpenTelemetry Collector
Splunk read as Splunk Observability Cloud
Splunk Cloud read as Splunk Observability Cloud
Unresolved, counted raw
Beats
ClickStack / HyperDX
Datadog Pipeline
Dynatrace OneAgent
FluentBit
Grafana Agent (Static, Flow, and Operator) & Promtail
Grafana Faro
Grafana LGTM
Grafana Observability Stack
Kafka-based ingestion
KubeStack
New Relic NR1
OpenCensus Collector/SDKs
OpenTracing
Prometheus Node Exporter
SigNoz self-hosted
Splunk Edge Processor
Splunk Heavy Forwarder
Discontinued, still offered
No shut-down product was recommended here.
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