Telemetry pipelines for enterprise buyers
Asked as “telemetry pipeline”, and as “observability pipeline tool”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
40%
Clear leader
40Cribl Stream28OpenTelemetry Collector09Datadog23others
40% of first choices, clear leader.
Since October 2026▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.Cribl Stream held the lead, −4 points on 44%, inside the 11-point floor.
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.
Small business
OpenTelemetry Collector40%Contested▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.Standing →Mid-marketOpenTelemetry Collector45%Clear leader▲+8Since October 2026: 37% → 45%, +8 points. Inside the 11-point floor: within noise.Standing →Enterprise
Cribl Stream40%Clear leader▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.This page
OpenTelemetry Collector40%Contested▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.Standing →Mid-marketOpenTelemetry Collector45%Clear leader▲+8Since October 2026: 37% → 45%, +8 points. Inside the 11-point floor: within noise.Standing →EnterpriseCribl Stream40%Clear leader▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.This pageThe 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 rateLabelsQuadrantSince October 2026
01Cribl Stream40%5%44endorsed leader▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.44% → 40%
Cribl Stream40%5%44endorsed leader▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.44% → 40%02OpenTelemetry Collector28%2%58accepted challenger=heldSince October 2026: 28% → 28%, ±0 points. Inside the 11-point floor: within noise.28% → 28%
OpenTelemetry Collector28%2%58accepted challenger=heldSince October 2026: 28% → 28%, ±0 points. Inside the 11-point floor: within noise.28% → 28%03
Datadog9%37%27criticized challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 11-point floor: within noise.2% → 9%
Datadog9%37%27criticized challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 11-point floor: within noise.2% → 9%04
Chronosphere Telemetry Pipeline4%0%19accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Chronosphere Telemetry Pipeline4%0%19accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%05
Grafana Cloud2%0%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Grafana Cloud2%0%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%06
Datadog Observability Pipelines2%20%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Datadog Observability Pipelines2%20%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the nine products at 0%, ordered by negative rate
15
New Relic0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
New Relic0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
Fluentd0%50%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fluentd0%50%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Splunk Observability Cloud0%40%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Splunk Observability Cloud0%40%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Dynatrace0%33%18criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
Dynatrace0%33%18criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%12
Elastic Observability0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Elastic Observability0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Prometheus0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Prometheus0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Fluent Bit0%4%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fluent Bit0%4%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Vector0%4%26accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Vector0%4%26accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%09
Mezmo Telemetry Pipeline0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Mezmo Telemetry Pipeline0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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
OpenTelemetry Collector vs Cribl StreamOpenTelemetry Collector vs VectorOpenTelemetry Collector vs Grafana Cloud
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All twenty-eight head-to-head pages: the top eight products, each against each
OpenTelemetry Collector vs Fluent BitOpenTelemetry Collector vs GrafanaOpenTelemetry Collector vs Grafana LokiOpenTelemetry Collector vs New RelicCribl Stream vs VectorCribl Stream vs Grafana CloudCribl Stream vs Fluent BitCribl Stream vs GrafanaCribl Stream vs Grafana LokiCribl Stream vs New RelicVector vs Grafana CloudVector vs Fluent BitVector vs GrafanaVector vs Grafana LokiVector vs New RelicGrafana Cloud vs Fluent BitGrafana Cloud vs GrafanaGrafana Cloud vs Grafana LokiGrafana Cloud vs New RelicFluent Bit vs GrafanaFluent Bit vs Grafana LokiFluent Bit vs New RelicGrafana vs Grafana LokiGrafana vs New RelicGrafana Loki vs New Relic
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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Cribl Stream40%
Cribl Stream40%02OpenTelemetry Collector28%
OpenTelemetry Collector28%03Datadog9%
Datadog9%04Chronosphere Telemetry Pipeline4%
Chronosphere Telemetry Pipeline4%05Grafana Cloud2%
Grafana Cloud2%06Datadog Observability Pipelines2%
Datadog Observability Pipelines2%07Vector0%
Vector0%08Fluent Bit0%
Fluent Bit0%09Mezmo Telemetry Pipeline0%
Mezmo Telemetry Pipeline0%10Prometheus0%
Prometheus0%11Dynatrace0%
Dynatrace0%12Elastic Observability0%
Elastic Observability0%13Splunk Observability Cloud0%
Splunk Observability Cloud0%14Fluentd0%
Fluentd0%15New Relic0%
New Relic0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Qwen 3.7 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.
Datadog37%
10 of 27 labels negative · 8 of 14 models · 2 hard negative
“Avoid or heavily scrutinize: Observability stacks built entirely around proprietary agents and ingestion formats—historically characteristic of platforms like Datadog” Kimi K2, negative prompt
Dynatrace33%
6 of 18 labels negative · 6 of 14 models · 1 hard negative
“notoriously hard for procurement to forecast” DeepSeek V4 Flash, budget prompt
Splunk Observability Cloud40%
8 of 20 labels negative · 6 of 14 models
“Splunk (with Data Stream Processor): Viable if you're already standardized on them, but they're more platform-tied than dedicated pipelines.” Grok 4.20, paraphrase prompt
Logstash
80%
4 of 5 labels negative · 4 of 14 models · 2 hard negative
“Operating self-hosted, legacy index-heavy search clusters (such as un-managed Elasticsearch/Logstash/Kibana ...) without dedicated platform teams” Gemini 3.5 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
68 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. 914 links across 220 sites, every framing counted. Ranked by the number of answers carrying the site or page. 53 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Cribl36 answers · 81 citations · 11 models
vendor site · Chronosphere29 answers · 68 citations · 11 models
vendor site · GitHub27 answers · 38 citations · 9 models
vendor site · OpenTelemetry22 answers · 44 citations · 9 models
vendor site · Apica18 answers · 23 citations · 9 models
publisher (Gane)17 answers · 20 citations · 8 models
vendor site · Splunk15 answers · 27 citations · 7 models
vendor site · Coralogix14 answers · 16 citations · 10 models
vendor site · Grafana11 answers · 23 citations · 6 models
vendor site · Mezmo11 answers · 12 citations · 6 models
vendor site · Honeycomb11 answers · 11 citations · 7 models
vendor site · Parseable10 answers · 10 citations · 7 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.
14 answers · 7 models
13 answers · 6 models
12 answers · 10 models
12 answers · 5 models
11 answers · 7 models
9 answers · 6 models
8 answers · 6 models
8 answers · 7 models
8 answers · 6 models
7 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 |
|---|---|---|---|---|---|---|---|---|
| Cribl Stream cribl.io | 40% | 124 | 260 | 15 | 17,616 | $19 | 20 | 3 |
| OpenTelemetry Collector opentelemetry.io | 28% | 153 | 1,300 | 56 | 24,504 | |||
| Datadog datadoghq.com | 9% | 590 | 74,000 | 3,541 | 159,408 | $633 | 120 | 1 |
| Chronosphere Telemetry Pipeline chronosphere.io | 4% | 33 | 20 | 0 | 4,732 | 0 | 5 | |
| Coralogix coralogix.com | 4% | 116 | 4,400 | 83 | 10,540 | $28 | 27 | |
| groundcover groundcover.com | 4% | 29 | 14,800 | 1,328 | 9,109 | $792 | 24 | |
| Grafana grafana.com Grafana Cloud 2%, Grafana Loki 0%, Grafana Alloy 0%, Grafana 0% and 1 more | 2% | 277 | 40,500 | 2,627 | 84,520 | 116 | 9 | |
| ClickHouse Cloud clickhouse.com | 2% | 168 | 1,000 | 15 | 43,805 | 47 | ||
| Datadog parent site Datadog Observability Pipelines 2% | 2% | 11 | 74,000 | 3,541 | ||||
| SigNoz signoz.io | 2% | 179 | 2,400 | 52 | 7,244 | 1 |
Google's top ten for the three searches hold 23 sites; 4 of them are among the sites the models cited here (chronosphere.io, cribl.io, grafana.com, mezmo.com). 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 4.5DatadogDatadogHeldCribl Streamno first choiceno first choicenothing named
Eight alternatives
Dynatrace, ELK Stack, Google BigQuery, Grafana, Grafana Loki, New Relic, Prometheus, SnowflakeThree alternatives
Cribl Stream, Dynatrace, Splunk Observability CloudFour alternatives
Axoflow, Bindplane, Splunk Observability Cloud, VirtualMetric DataStreamGPT-5.4 minino first choiceDatadog Observability PipelinesChangedOpenTelemetry CollectorOpenTelemetry Collectorno first choicenothing named
Three alternatives
Elastic Observability, Grafana, OpenTelemetry CollectorThree alternatives
Datadog Observability Pipelines, Grafana Alloy, Splunk Observability CloudEleven alternatives
Apache Flink, Apache Kafka, Apache Pulsar, Jaeger, Kafka Streams, Mimir, Palo Alto Networks Cortex Cloud, Prometheus-compatible backend, Redpanda, Tempo, ThanosGemini 3.5 FlashCribl StreamCribl StreamHeldCribl StreamCribl Stream, OpenTelemetry Collectoragainst: Datadog, Dynatrace, New Relicno first choiceagainst: Apache Cassandra-backed tracing, Datadog, Elasticsearch, Kibana, Logstash, New Relic, Palo Alto Networks Cortex Cloud, Prometheus, Sumo Logic
Thirteen alternatives
Amazon S3, Apache Kafka, ClickHouse Cloud, Datadog, Fluentbit, Google Cloud Storage, Grafana Cloud, Honeycomb, OpenTelemetry Collector, Parseable, Redpanda, Vector, eBPFThree alternatives
Fluent Bit, OpenTelemetry Collector, VectorFive alternatives
Fluent Bit, Fluentd, Mezmo Telemetry Pipeline, OpenTelemetry Collector, VectorSeven alternatives
ClickHouse Cloud, Grafana Cloud, Grafana Loki, Grafana Mimir, Tempo, Vector, VictoriaMetricsPerplexity SonarCribl Stream, OpenTelemetry CollectorDatadogChangedCribl StreamCoralogixagainst: Datadogno first choicenothing named
Four alternatives
Chronosphere Telemetry Pipeline, Datadog, Elastic Observability, Twilio SegmentThree alternatives
Dynatrace, Grafana Cloud, Splunk Observability CloudNine alternatives
Chronosphere Telemetry Pipeline, Datadog, Dynatrace, Elastic Observability, Fluent Bit, Grafana Stack, OpenTelemetry Collector, Splunk Observability Cloud, VectorTwo alternatives
Cribl Stream, OpenTelemetry CollectorGrok 4.20OpenTelemetry Collectoragainst: Fluentd, LogstashCribl StreamChangedagainst: Elastic Observability, Fluent Bit, Splunk Observability Cloud, VectorChronosphere Telemetry Pipeline, Cribl Streamagainst: Datadog, Dynatrace, Splunk Observability CloudOpenTelemetry Collectoragainst: Datadog, New Relic, Splunk Observability CloudCribl Streamagainst: Datadog Observability Pipelines, Elastic Observabilityagainst: Amazon EventBridge, Cribl Stream, DataBahn, Datadog Observability Pipelines, Edge Delta's Intelligent Telemetry Pipelines, New Relic, Splunk Ingest Actions, observIQ's Bindplane
Two alternatives
Fluent Bit, VectorThree alternatives
Chronosphere Telemetry Pipeline, Datadog Observability Pipelines, Mezmo Telemetry PipelineThree alternatives
Fluent Bit, OpenTelemetry Collector, VectorSeven alternatives
ClickHouse Cloud, Fluent Bit, Grafana LGTM Stack, Grafana Loki, OpenObserve, Prometheus, VectorThree alternatives
Chronosphere Telemetry Pipeline, Edge Delta, OpenTelemetry CollectorMistral SmallCribl Streamagainst: Twilio SegmentCribl StreamHeldCribl Streamagainst: Elastic Observability, Splunk Observability CloudCribl Stream, OpenTelemetry Collectorno first choicenothing named
Two alternatives
Mezmo Telemetry Pipeline, OpenTelemetry CollectorTwo alternatives
Datadog, DynatraceTwo alternatives
Datadog Observability Pipelines, OpenTelemetry CollectorTwo alternatives
Coralogix, GrafanaDeepSeek V4 FlashCribl StreamCribl StreamHeldagainst: LogstashOpenTelemetry CollectorChronosphere Telemetry Pipelineagainst: Cribl Stream, Datadog, Dynatrace, New RelicCribl Streamagainst: Fluentd
Two alternatives
OpenTelemetry Collector, VectorThree alternatives
Datadog Observability Pipelines, Splunk Edge Processor, Splunk Observability CloudSeven alternatives
Chronosphere Telemetry Pipeline, Cribl Stream, Fluent Bit, Fluentd, Grafana Alloy, Grafana Stack, VectorSix alternatives
Grafana Loki, Grafana Mimir, OpenTelemetry Collector, Prometheus, Tempo, VictoriaMetricsTwo alternatives
Apica, Mezmo Telemetry PipelineLlama 4 MaverickCribl StreamCribl StreamHeldCribl StreamLast9no first choicenothing named
Two alternatives
Mezmo Telemetry Pipeline, OpenTelemetry CollectorSix alternatives
DataBahn, Datadog, Dynatrace, IBM Instana, OpenTelemetry Collector, Splunk Observability CloudOne alternative
OpenTelemetry CollectorThree alternatives
Chronosphere Telemetry Pipeline, Elastic Observability, Grafana CloudQwen 3.7 FlashSigNozagainst: DynatraceDatadogChangedCribl StreamClickHouse Cloudagainst: Datadog, Elasticsearch, Splunk Observability Cloudno first choiceagainst: AWS Lambda, Azure Functions, Elasticsearch
Four alternatives
Datadog, Grafana Stack, New Relic, OpenTelemetry CollectorSix alternatives
Grafana Loki, OpenTelemetry Collector, Palo Alto Networks Cortex Cloud, Prometheus, SigNoz, VictoriaMetricsFour alternatives
Chronosphere Telemetry Pipeline, Datadog Observability Pipelines, OpenTelemetry Collector, VectorSeven alternatives
Apache Kafka, Grafana Loki, Moesif, OpenTelemetry Collector, PostHog, Sumo Logic, ThanosKimi K2OpenTelemetry CollectorCribl StreamChangedOpenTelemetry Collectoragainst: FluentdChronosphere Telemetry Pipelineagainst: ElasticsearchCribl Streamagainst: Amazon CloudWatch Logs, Datadog, Fluentd, OpenTelemetry Collector, Splunk Observability Cloud
Three alternatives
Cribl Stream, Honeycomb Pipeline Manager, VectorOne alternative
Chronosphere Telemetry PipelineFive alternatives
Chronosphere Telemetry Pipeline, Cribl Stream, Fluent Bit, Grafana Alloy, VectorFour alternatives
Cribl Stream, Fluent Bit, OpenObserve, OpenTelemetry CollectorFour alternatives
Chronosphere Telemetry Pipeline, Fluent Bit, OpenTelemetry Collector, VectorGLM 4.7 FlashXOpenTelemetry CollectorCribl StreamChangedCribl Streamagainst: Datadog, Dynatrace, New RelicGrafana Cloud, groundcoverno first choicenothing named
Six alternatives
Chronosphere Telemetry Pipeline, Cribl Stream, Datadog, Grafana Cloud, New Relic, Splunk Observability CloudFive alternatives
Datadog, Grafana, Grafana Cloud, OpenTelemetry Collector, Splunk Observability CloudTwo alternatives
Chronosphere Telemetry Pipeline, OpenTelemetry CollectorOne alternative
Last9MiniMax M2.5OpenTelemetry Collectorno first choiceChangedCribl StreamCoralogix, OpenTelemetry Collectoragainst: Honeycomb, Splunk Observability Cloudno first choiceagainst: Apache Kafka
Two alternatives
Cribl Stream, VectorFive alternatives
Chronosphere Telemetry Pipeline, Edge Delta, Fluent Bit, OpenTelemetry Collector, Splunk OpenTelemetry CollectorGPT-6 LunaOpenTelemetry CollectorCribl StreamChangedagainst: BindplaneCribl StreamOpenTelemetry Collectoragainst: Honeycombno first choiceagainst: Fluentd, Promtail
One alternative
Grafana AlloyOne alternative
OpenTelemetry CollectorSix alternatives
Bindplane, Chronosphere Telemetry Pipeline, Edge Delta, Grafana Alloy, Mezmo Telemetry Pipeline, OpenTelemetry CollectorTwo alternatives
Cribl Stream, Grafana AlloyMuse Glimmer 30BOpenTelemetry CollectorCribl StreamChangedCribl Streamgroundcoverno first choiceagainst: Datadog, Dynatrace, Logstash, Splunk Observability Cloud
Six alternatives
Chronosphere Telemetry Pipeline, Datadog, Fluent Bit, Fluentd, Grafana Cloud, VectorThree alternatives
Bindplane, Datadog, DynatraceThree alternatives
Fluent Bit, OpenTelemetry Collector, VectorTwo alternatives
Coralogix, 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.
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 | 2026-11-01 16:39 | no | 0 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:16 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:34 | yes | 6 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:17 | yes | 10 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:38 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:05 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:29 | yes | 23 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:45 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:03 | no | 0 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:26 | yes | 19 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:54 | yes | 24 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:22 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:26 | yes | 5 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:42 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:57 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:57 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:12 | yes | 10 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:17 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:00 | yes | 9 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:42 | yes | 15 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:48 | yes | 23 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:03 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:47 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:34 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:06 | yes | 15 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:20 | no | 0 | 78 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:56 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:53 | yes | 22 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:53 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:24 | yes | 9 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:34 | no | 0 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:07 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:16 | yes | 13 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:12 | yes | 13 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:32 | yes | 24 | 56 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:27 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:35 | yes | 20 | 63 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:35 | yes | 25 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:43 | yes | 25 | 64 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:55 | yes | 23 | 95 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:07 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:28 | yes | 25 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:24 | yes | 19 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:56 | no | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:02 | no | 0 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:11 | yes | 10 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:55 | yes | 14 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:14 | yes | 5 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:17 | yes | 24 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:16 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:37 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:45 | yes | 14 | 49 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:37 | yes | 25 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:37 | yes | 5 | 33 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:33 | yes | 4 | 25 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:05 | yes | 19 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:45 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:53 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:52 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:24 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:37 | yes | 10 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:57 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:33 | yes | 25 | 64 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:56 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:21 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:57 | yes | 24 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 15 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:45 | no | 0 | 31 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:23 | yes | 5 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:18 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:36 | yes | 18 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:38 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:38 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:46 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:28 | yes | 15 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:58 | yes | 5 | 26 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:33 | yes | 25 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:46 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:30 | no | 0 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:58 | yes | 24 | 68 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:51 | yes | 15 | 100 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:47 | yes | 5 | 59 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:27 | yes | 6 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:11 | yes | 23 | 32 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
Elastic read as Elastic Observability
Elastic (with its ingest pipelines) read as Elastic Observability
Mezmo read as Mezmo Telemetry Pipeline
Mezmo (LogDNA) 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
Splunk Enterprise read as Splunk Observability Cloud
Unresolved, counted raw
Amazon EventBridge
Apache Cassandra-backed tracing
Axoflow
Azure Functions
Confluent Kafka
Edge Delta's Intelligent Telemetry Pipelines
Honeycomb Pipeline Manager
Hydra
Kinesis Analytics
OpenTelemetry (OTel) collectors
OpenTelemetry Agent
OpenTelemetry Collector Gateways
Prometheus-compatible backend
Quickwit
SNS/SQS
Searchable
Splunk Edge Processor
Splunk Ingest Actions
Splunk OpenTelemetry Collector
VirtualMetric DataStream
eBPF
managed OpenSearch/Elastic on S3
observIQ's Bindplane
Discontinued, still offered
No shut-down product was recommended here.