Telemetry pipelines for enterprise buyers
Asked as “telemetry pipeline”, and as “observability pipeline tool”, on behalf of an enterprise B2B company. 50 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
44%
Clear leader
44Cribl Stream28OpenTelemetry Collector06Dynatrace22others
44% of first choices, clear leader.
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven products at 0%, ordered by negative rate
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.
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
08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Cribl Stream44%
Cribl Stream44%02OpenTelemetry Collector28%
OpenTelemetry Collector28%03Dynatrace6%
Dynatrace6%04Vector4%
Vector4%05Datadog2%
Datadog2%06Chronosphere Telemetry Pipeline0%
Chronosphere Telemetry Pipeline0%07Datadog Observability Pipelines0%
Datadog Observability Pipelines0%08Mezmo Telemetry Pipeline0%
Mezmo Telemetry Pipeline0%09Fluent Bit0%
Fluent Bit0%10Elastic Observability0%
Elastic Observability0%11Splunk Observability Cloud0%
Splunk Observability Cloud0%12New Relic0%
New Relic0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, DeepSeek V4 Flash, Qwen 3.7 Flash, 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.
Datadog39%
12 of 31 labels negative · 6 of 14 models · 5 hard negative
“Fully Proprietary Vendor Pipelines (e.g., Datadog Agent-Only ...) ... Avoid sole reliance without escape hatches.” Grok 4.1 Fast, negative prompt
Splunk Observability Cloud29%
9 of 31 labels negative · 6 of 14 models · 2 hard negative
“Fully Proprietary Vendor Pipelines (e.g., Datadog Agent-Only, New Relic Pixel, Splunk Forwarders Without Open Standards) ... Avoid sole reliance without escape hatches.” Grok 4.1 Fast, negative prompt
New Relic35%
6 of 17 labels negative · 5 of 14 models · 4 hard negative
“Avoid for Predictability (High-Volume Gotchas) - **Datadog/New Relic**: Per-host + usage ... leads to bill shock” Grok 4.1 Fast, budget prompt
Logstash
38%
3 of 8 labels negative · 3 of 14 models · 1 hard negative
“Legacy, High-Footprint Collectors (JVM-Based) ... most notably older legacy frameworks like Logstash” Gemini 3.5 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
74 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. 1108 links across 253 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 · Cribl54 answers · 132 citations · 14 models
27 answers · 27 citations · 10 models
vendor site · OpenTelemetry21 answers · 48 citations · 7 models
vendor site · Edge Delta20 answers · 25 citations · 10 models
vendor site · Chronosphere17 answers · 28 citations · 9 models
vendor site · Apica17 answers · 22 citations · 10 models
17 answers · 19 citations · 9 models
vendor site · G215 answers · 18 citations · 8 models
vendor site · ZipDo.co14 answers · 14 citations · 8 models
vendor site · SourceForge13 answers · 17 citations · 7 models
12 answers · 29 citations · 9 models
vendor site · OpenObserve12 answers · 13 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.
41 answers · 13 models
27 answers · 10 models
18 answers · 10 models
16 answers · 9 models
14 answers · 8 models
14 answers · 8 models
13 answers · 8 models
13 answers · 5 models
12 answers · 8 models
10 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| Cribl Stream cribl.io | 44% | 128 | 260 | 15 | 17,616 | $19 | 20 | 3 |
| OpenTelemetry Collector opentelemetry.io | 28% | 125 | 1,300 | 56 | 24,504 | |||
| Dynatrace dynatrace.com | 6% | 700 | 22,200 | 1,106 | 62,738 | $3,941 | 120 | 2 |
| Vector vector.dev | 4% | 84 | 246,000 | 85,824 | 3,509 | |||
| groundcover groundcover.com | 4% | 24 | 14,800 | 1,328 | 9,109 | $792 | 24 | |
| Edge Delta edgedelta.com | 2% | 24 | 590 | 5 | 4,294 | 0 | 8 | |
| ClickHouse Cloud clickhouse.com | 2% | 178 | 1,000 | 15 | 43,805 | 47 | ||
| Grafana grafana.com Grafana Cloud 2%, Grafana 0%, Grafana Alloy 0%, Grafana Loki 0% | 2% | 247 | 40,500 | 2,627 | 84,520 | 116 | 9 | |
| Coralogix coralogix.com | 2% | 72 | 4,400 | 83 | 10,540 | $28 | 27 | |
| Calyptia | 2% |
Google's top ten for the three searches hold 23 sites; 5 of them are among the sites the models cited here (chronosphere.io, cribl.io, edgedelta.com, g2.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 an enterprise B2B company?”Paraphrase“Which observability pipeline tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade telemetry pipelines and how do they differ?”Budget-constrained“What is the best telemetry pipeline for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a telemetry pipeline. What should we look at?”Negative“Which telemetry pipelines should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceDatadog, DynatraceChangedCribl StreamCribl Streamno first choicenothing named
Two alternatives
Cribl Stream, Splunk Observability CloudSix alternatives
Chronosphere Telemetry Pipeline, Datadog, Dynatrace, Elastic Observability, Grafana Stack, Splunk Observability CloudOne alternative
Chronosphere Telemetry PipelineGPT-5.4 miniOpenTelemetry CollectorCribl StreamChangedOpenTelemetry CollectorOpenTelemetry Collectorno first choicenothing named
Six alternatives
Alloy, Datadog, Dynatrace, Elastic Observability, Grafana, Splunk Observability CloudTwo alternatives
Grafana Alloy, Splunk Observability CloudGemini 3.5 FlashCribl Stream, OpenTelemetry CollectorCribl StreamChangedCribl StreamOpenTelemetry Collector, Vectoragainst: Datadog, New Relic, Splunk Observability CloudCribl Streamagainst: OpenTelemetry Collectoragainst: Logstash
Three alternatives
Apache Kafka, Redpanda, VectorTwo alternatives
OpenTelemetry Collector, VectorFive alternatives
Chronosphere Telemetry Pipeline, Edge Delta, Mezmo Telemetry Pipeline, OpenTelemetry Collector, VectorFive alternatives
ClickHouse Cloud, Cribl Stream, Grafana, Grafana Loki, VictoriaMetricsThree alternatives
Chronosphere Telemetry Pipeline, Datadog Observability Pipelines, Mezmo Telemetry PipelinePerplexity SonarCribl StreamCribl StreamHeldCribl Streamgroundcoverno first choicenothing named
Two alternatives
Bindplane, Honeycomb Telemetry PipelineFour alternatives
BindPlane OP, DataBahn, Onum, SawmillsFive alternatives
BindPlane OP, Bindplane, Chronosphere Telemetry Pipeline, Mezmo Telemetry Pipeline, OpenTelemetry CollectorTwo alternatives
Cribl Stream, Honeycomb Telemetry PipelineGrok 4.1 FastOpenTelemetry Collectoragainst: Datadog, Elastic Observability, Fluentd, New RelicCribl StreamChangedOpenTelemetry Collectoragainst: LogstashDynatraceagainst: Datadog, New Relic, SigNozCalyptia, Edge Deltaagainst: Datadog, ELK Stack, Grafana Loki, New Relic Pixel, Prometheus, Splunk Observability Cloud
Four alternatives
Cribl Stream, Fluent Bit, Grafana LGTM Stack, VectorThree alternatives
Bindplane, Datadog Observability Pipelines, Splunk or Dynatrace PipelinesFour alternatives
Cribl Stream, Fluent Bit, Fluentd, VectorThree alternatives
CubeAPM, Grafana Cloud, groundcoverFour alternatives
Cribl Stream, Datadog, Elastic Observability, Grafana CloudMistral SmallCribl StreamCribl StreamHeldagainst: Splunk Observability CloudCribl StreamCoralogix, groundcoveragainst: AWS, Azure, Google Cloudno first choicenothing named
One alternative
VectorTwo alternatives
Datadog Observability Cloud, DynatraceFour alternatives
AWS Distro for OpenTelemetry, Datadog Observability Pipelines, Dynatrace Bindplane, Elastic AgentOne alternative
Cribl StreamDeepSeek V4 FlashCribl Stream, OpenTelemetry Collectoragainst: Datadog, Splunk Observability CloudCribl StreamChangedagainst: Datadog, Splunk Observability CloudCribl Stream, OpenTelemetry Collectoragainst: LogstashOpenTelemetry Collectoragainst: Chronosphere Telemetry Pipeline, Cribl Stream, Datadog, New Relic, Splunk Observability Cloudno first choiceagainst: Datadog's SDK agents, Dynatrace's OneAgent, New Relic's agents, Splunk Observability Cloud
One alternative
GrafanaTwo alternatives
Grafana LGTM Stack, OpenObserveFive alternatives
Chronosphere Telemetry Pipeline, Datadog Observability Pipelines, Fluent Bit, Splunk Edge Processor / Ingest Processor, VectorThree alternatives
Apache Kafka, Grafana, groundcoverLlama 4 Maverickno first choiceno first choiceHeldno first choiceCribl Streamno first choicenothing named
Three alternatives
Coralogix, Edge Delta, groundcoverQwen 3.7 FlashCribl StreamOpenTelemetry CollectorChangedagainst: DatadogCribl Streamagainst: Splunk Heavy Forwarder / Splunk Pipeline ProcessorClickHouse Cloud, OpenTelemetry Collectoragainst: Elasticsearch, Splunk Observability Cloudno first choiceagainst: AWS CloudWatch, Azure Monitor, BMC Helix
Four alternatives
Datadog Observability Pipelines, New Relic, Splunk Observability Cloud, VectorThree alternatives
Coralogix, Grafana Alloy, SignalFx Smart AgentThree alternatives
Chronosphere Telemetry Pipeline, OpenTelemetry Collector, VectorTen alternatives
AWS CloudWatch Logs Subscription Filters, Amazon Athena, Amazon S3, Apache Kafka, Datadog, Grafana, Kinesis Data Firehose, NATS JetStream, Redshift Spectrum, Sumo LogicKimi K2Cribl StreamCribl StreamHeldCribl StreamCribl Streamagainst: Datadog, New Relicno first choiceagainst: Datadog, Dynatrace, OpAMP, Splunk Observability Cloud
Four alternatives
Bindplane, Fluent Bit, OpenTelemetry Collector, VectorFour alternatives
Datadog, Dynatrace, OpenTelemetry Collector, Splunk Observability CloudSix alternatives
Chronosphere Telemetry Pipeline, Datadog Observability Pipelines, Grafana Alloy, Mezmo Telemetry Pipeline, OpenTelemetry Collector, Splunk Observability CloudTwo alternatives
Chronosphere Telemetry Pipeline, groundcoverGLM 4.7 FlashXOpenTelemetry Collectoragainst: DatadogGrafana CloudChangedCribl StreamCribl Streamagainst: Datadog, New Relicno first choicenothing named
Five alternatives
Apache Kafka, Grafana Loki, Prometheus, Tempo, VectorFive alternatives
Datadog, Dynatrace, Elastic Observability, New Relic, Splunk Observability CloudEight alternatives
Bindplane, Datadog Observability Pipelines, Dynatrace, Edge Delta, IBM Concert, Mezmo Telemetry Pipeline, OpenTelemetry Collector, Splunk Observability CloudSeven alternatives
ClickHouse Cloud, Coralogix, Cribl Cloud, Dash0, Grafana Alloy, Grafana Loki, TempoMiniMax M2.5Cribl Stream, VectorDynatraceChangedCribl Streamno first choiceno first choicenothing named
One alternative
Monte CarloEight alternatives
Chronosphere Telemetry Pipeline, Datadog, Dynatrace, Edge Delta, Mezmo Telemetry Pipeline, NXLog Platform, Splunk Observability Cloud, VectorGPT-6 LunaOpenTelemetry Collectoragainst: Apache KafkaCribl StreamChangedCribl StreamOpenTelemetry CollectorOpenTelemetry Collectornothing named
Two alternatives
Bindplane, Datadog Observability PipelinesFive alternatives
Bindplane, Datadog Observability Pipelines, Mezmo Telemetry Pipeline, OpenTelemetry Collector, VectorOne alternative
Grafana CloudTwo alternatives
Cribl Stream, Grafana AlloyMuse Glimmer 30BOpenTelemetry CollectorCribl StreamChangedOpenTelemetry CollectorCribl StreamBetter Stacknothing named
Six alternatives
Bindplane, Grafana, Grafana Loki, Grafana/Tempo, Honeycomb, PrometheusOne alternative
Datadog Observability PipelinesFour alternatives
Cribl Stream, Datadog Observability Pipelines, Honeycomb Telemetry Pipeline, HTP, VectorOne alternative
OpenTelemetry CollectorBold 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 | 2026-10-05 01:09 | no | 0 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:25 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:18 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:43 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:57 | yes | 20 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:11 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:04 | yes | 20 | 51 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:24 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:28 | yes | 18 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:57 | yes | 18 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:54 | yes | 25 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:20 | yes | 5 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:13 | yes | 6 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:41 | yes | 15 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:19 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:33 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:11 | yes | 10 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:02 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:28 | yes | 22 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:16 | yes | 19 | 18 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:21 | yes | 23 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:52 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:16 | no | 0 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:15 | yes | 25 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:22 | yes | 20 | 141 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:05 | yes | 5 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:18 | yes | 4 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:13 | yes | 23 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:36 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | yes | 8 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:53 | yes | 17 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:16 | yes | 17 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:35 | yes | 23 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:25 | yes | 16 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:36 | yes | 21 | 47 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:32 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:16 | yes | 5 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:57 | yes | 25 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:22 | yes | 21 | 68 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:03 | yes | 12 | 61 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:39 | yes | 9 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:46 | yes | 24 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:28 | yes | 17 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:19 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:22 | yes | 15 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:22 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:24 | yes | 25 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:03 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:55 | yes | 22 | 48 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:27 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:44 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:20 | yes | 22 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:07 | yes | 24 | 99 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:08 | no | 0 | 59 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:44 | yes | 3 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:31 | yes | 19 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:32 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:11 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:42 | yes | 20 | 32 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:23 | yes | 14 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:57 | yes | 20 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:42 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:25 | yes | 22 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:25 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:42 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:48 | yes | 19 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:28 | yes | 25 | 64 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:29 | no | 0 | 55 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:36 | yes | 4 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:38 | yes | 14 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:34 | yes | 14 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:48 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:56 | yes | 10 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:16 | yes | 17 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:19 | yes | 25 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:42 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:29 | yes | 25 | 59 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:20 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:57 | yes | 13 | 93 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:33 | yes | 20 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:17 | yes | 23 | 44 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:55 | yes | 16 | 70 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:46 | yes | 6 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:37 | yes | 14 | 29 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 (Now Branding as Bindplane Enterprise) read as Cribl Stream
Elastic read as Elastic Observability
Elastic Stack read as Elastic Observability
Mezmo read as Mezmo Telemetry Pipeline
Mezmo (Active Telemetry) 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
Unresolved, counted raw
AWS CloudWatch Logs Subscription Filters
AWS native solutions
Amazon Managed Service for Prometheus/Grafana
Axoflow
Cribl Cloud
Cribl Edge
Criblox
Datadog's SDK agents
Dynatrace Bindplane
Dynatrace's OneAgent
Honeycomb Telemetry Pipeline, HTP
IBM Concert
Kinesis Data Firehose
New Relic Pixel
New Relic's agents
OpAMP
OpenTelemetry collectors
SignalFx Smart Agent
Splunk Edge Processor / Ingest Processor
Splunk Heavy Forwarder / Splunk Pipeline Processor
Splunk or Dynatrace Pipelines
Discontinued, still offered
No shut-down product was recommended here.