Index › IT › IT operations and endpoint › Telemetry pipelines › Small business · November 2026 Edition
Telemetry pipelines for small business buyers
Asked as “telemetry pipeline”, and as “observability pipeline tool”, on behalf of a small B2B company. 70 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%
Contested · Grafana Cloud 17%
40OpenTelemetry Collector17Grafana Cloud09Cribl Stream34others
40% of first choices, contested.
Since October 2026▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.OpenTelemetry Collector 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.This pageMid-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.Standing →
OpenTelemetry Collector40%Contested▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01OpenTelemetry Collector40%3%64endorsed leader▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.44% → 40%
OpenTelemetry Collector40%3%64endorsed leader▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.44% → 40%02
Grafana Cloud17%0%46accepted challenger▼−2Since October 2026: 19% → 17%, −2 points. Inside the 11-point floor: within noise.19% → 17%
Grafana Cloud17%0%46accepted challenger▼−2Since October 2026: 19% → 17%, −2 points. Inside the 11-point floor: within noise.19% → 17%03Cribl Stream9%30%30criticized challenger▲+6Since October 2026: 3% → 9%, +6 points. Inside the 11-point floor: within noise.3% → 9%
Cribl Stream9%30%30criticized challenger▲+6Since October 2026: 3% → 9%, +6 points. Inside the 11-point floor: within noise.3% → 9%04
Vector7%0%41accepted challenger▼−7Since October 2026: 14% → 7%, −7 points. Inside the 11-point floor: within noise.14% → 7%
Vector7%0%41accepted challenger▼−7Since October 2026: 14% → 7%, −7 points. Inside the 11-point floor: within noise.14% → 7%05
Grafana Loki3%10%21accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%
Grafana Loki3%10%21accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%06
Prometheus3%6%17accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%
Prometheus3%6%17accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%07
SigNoz3%0%11accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
SigNoz3%0%11accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%08
Grafana Alloy3%0%11accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%
Grafana Alloy3%0%11accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%09
Datadog3%62%47criticized challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%
Datadog3%62%47criticized challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%10
Honeycomb1%12%17accepted challenger▼−1Since October 2026: 2% → 1%, −1 point. Inside the 11-point floor: within noise.2% → 1%
Honeycomb1%12%17accepted challenger▼−1Since October 2026: 2% → 1%, −1 point. Inside the 11-point floor: within noise.2% → 1%11
Grafana1%8%13accepted challenger▲+1Since October 2026: 0% → 1%, +1 point. Inside the 11-point floor: within noise.0% → 1%
Grafana1%8%13accepted challenger▲+1Since October 2026: 0% → 1%, +1 point. Inside the 11-point floor: within noise.0% → 1%12
Tempo1%9%11accepted challenger▲+1Since October 2026: 0% → 1%, +1 point. Inside the 11-point floor: within noise.0% → 1%
Tempo1%9%11accepted challenger▲+1Since October 2026: 0% → 1%, +1 point. Inside the 11-point floor: within noise.0% → 1%Show the three products at 0%, ordered by negative rate
15
Splunk Observability Cloud0%86%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Splunk Observability Cloud0%86%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
New Relic0%52%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
New Relic0%52%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Fluent Bit0%6%34accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fluent Bit0%6%34accepted 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 small business.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
01OpenTelemetry Collector40%
OpenTelemetry Collector40%02Grafana Cloud17%
Grafana Cloud17%03Cribl Stream9%
Cribl Stream9%04Vector7%
Vector7%05Grafana Loki3%
Grafana Loki3%06Prometheus3%
Prometheus3%07SigNoz3%
SigNoz3%08Grafana Alloy3%
Grafana Alloy3%09Datadog3%
Datadog3%10Honeycomb1%
Honeycomb1%11Grafana1%
Grafana1%12Tempo1%
Tempo1%13Fluent Bit0%
Fluent Bit0%14New Relic0%
New Relic0%15Splunk Observability Cloud0%
Splunk Observability Cloud0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, 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.
Datadog62%
29 of 47 labels negative · 12 of 14 models · 7 hard negative
“AI models flagged a high negative share (15 of 28 labels negative) and explicitly recommend avoiding writing code that sends telemetry directly to third-party APIs such as Datadog” GLM 4.7 FlashX, negative prompt
New Relic52%
17 of 33 labels negative · 10 of 14 models · 4 hard negative
“Using proprietary SDKs and agents that lock your telemetry data format to a single vendor (e.g., legacy New Relic or AppDynamics proprietary agents). Why to avoid it” Gemini 3.5 Flash, negative prompt
Splunk Observability Cloud86%
12 of 14 labels negative · 9 of 14 models · 3 hard negative
“lists Splunk Observability Cloud with a high negative share (89% negative across a small label set) and notes a massive memory footprint and slow startup” GLM 4.7 FlashX, negative prompt
Cribl Stream30%
9 of 30 labels negative · 7 of 14 models · 2 hard negative
“Enterprise-focused proprietary pipelines like Cribl Stream ... it's often overkill and more expensive than needed” Grok 4.20, 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
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. 769 links across 195 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 · Chronosphere25 answers · 43 citations · 9 models
vendor site · Grafana20 answers · 42 citations · 7 models
publisher (Gane)20 answers · 28 citations · 10 models
vendor site · OpenTelemetry19 answers · 27 citations · 8 models
vendor site · GitHub18 answers · 42 citations · 6 models
vendor site · Cribl18 answers · 29 citations · 8 models
vendor site · Apica18 answers · 26 citations · 9 models
vendor site · Mezmo15 answers · 19 citations · 8 models
vendor site · Honeycomb15 answers · 15 citations · 9 models
13 answers · 15 citations · 8 models
vendor site · Last912 answers · 15 citations · 6 models
11 answers · 14 citations · 4 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 · 8 models
18 answers · 10 models
10 answers · 7 models
10 answers · 9 models
10 answers · 7 models
9 answers · 6 models
8 answers · 6 models
7 answers · 6 models
7 answers · 5 models
7 answers · 4 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 | 40% | 153 | 1,300 | 56 | 24,504 | |||
| Grafana grafana.com Grafana Cloud 17%, Grafana Loki 3%, Grafana Alloy 3%, Grafana 1% | 24% | 277 | 40,500 | 2,627 | 84,520 | 116 | 9 | |
| Vector vector.dev Vector 7%, Vector.dev 3% | 10% | 90 | 246,000 | 85,824 | 3,509 | |||
| Cribl Stream cribl.io | 9% | 124 | 260 | 15 | 17,616 | $19 | 20 | 3 |
| Prometheus prometheus.io | 3% | 280 | 246,000 | 11,819 | 22,996 | |||
| SigNoz signoz.io | 3% | 179 | 2,400 | 52 | 7,244 | 1 | ||
| Datadog datadoghq.com | 3% | 590 | 74,000 | 3,541 | 159,408 | $633 | 120 | 1 |
| Honeycomb honeycomb.io | 1% | 105 | 135,000 | 13,732 | 6,603 | 65 | 5 | |
| Tempo temporal.io | 1% | 36 | 110,000 | 33,381 | 41,181 | 70 | ||
| Uptrace uptrace.dev | 1% | 27 | 210 | 3 | 7,088 |
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, grafana.com, mezmo.com, reddit.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 a small B2B company?”Paraphrase“Which observability pipeline tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top telemetry pipelines for a small team and how do they differ?”Budget-constrained“What is the best telemetry pipeline for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a telemetry pipeline. What should we look at?”Negative“Which telemetry pipelines should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceMetaplaneChangedagainst: Datadog, New RelicHevo DataGrafana Loki, Prometheusagainst: Filebeatno first choicenothing named
One alternative
OpenTelemetry CollectorTwo alternatives
Cribl Stream, VectorThree alternatives
Datadog, Grafana Cloud, VectorSeven alternatives
Datadog, Fluent Bit, Grafana Cloud, Jaeger, Jaeger Cloud, New Relic, SentryGPT-5.4 miniPostHog, RudderStackagainst: Twilio SegmentDatadogChangedGrafana Cloud, OpenTelemetry CollectorOpenTelemetry Collectoragainst: Datadog, Honeycomb, New Relicno first choicenothing named
Four alternatives
Google BigQuery, Hightouch, Metabase, dbtThree alternatives
Better Stack, Grafana Cloud, OpenTelemetry CollectorFive alternatives
ClickHouse Cloud, ClickStack, Datadog, Honeycomb, New RelicSix alternatives
Grafana, Grafana Cloud, Grafana Loki, Grafana Mimir, Grafana/Tempo, PrometheusGemini 3.5 FlashGrafana Cloudagainst: Datadog, New RelicCribl StreamChangedagainst: Datadog, Splunk Observability CloudOpenTelemetry CollectorGrafana Cloud, Honeycomb, OpenTelemetry Collectoragainst: Elasticsearch, ThanosVectoragainst: Calyptia, Cribl Cloudagainst: Amazon Kinesis Data Streams, Apache Flink, Apache Kafka, Apache Spark, AppDynamics, Datadog, Elastic Observability, Logstash, New Relic, Splunk Heavy Forwarders, Splunk Observability Cloud, Sumo Logic
Four alternatives
Better Stack, Honeycomb, Sentry, SigNozThree alternatives
Bindplane, OpenTelemetry Collector, VectorThree alternatives
Fluent Bit, Grafana Alloy, VectorFive alternatives
Axiom, Grafana, OpenObserve, SigNoz, VictoriaMetricsTwo alternatives
Fluent Bit, OpenTelemetry CollectorPerplexity SonarOpenTelemetry Collectoragainst: Apache KafkaCribl StreamChangedOpenTelemetry Collectoragainst: Cribl Stream, Grafana's Tempo, Loki, and Mimir/PrometheusOpenTelemetry Collectoragainst: Cribl Streamno first choiceagainst: ELK Stack, Kafka-based buses, Logstash
Six alternatives
Cribl Stream, Datadog, Grafana Cloud, Honeycomb, Mezmo Telemetry Pipeline, New RelicTwo alternatives
Better Stack, Grafana CloudSeven alternatives
Better Stack, Fluent Bit, Grafana Cloud, Prometheus, Telegraf, Uptrace, VectorTwo alternatives
Fluent Bit, GrafanaGrok 4.20OpenTelemetry CollectorCribl StreamChangedOpenTelemetry Collectoragainst: Datadog, New RelicOpenTelemetry Collectoragainst: Datadog, Elastic Observability, Honeycomb, Lightstep, New Relic, Splunk Observability CloudCribl Streamagainst: Cribl Stream, Datadog, Dynatrace, ELK Stack, Fluentd, New Relic, Splunk Observability Cloud
Five alternatives
Chronosphere Telemetry Pipeline, Fluent Bit, Grafana Alloy, Honeycomb Telemetry Pipeline, VectorThree alternatives
Datadog, Grafana Cloud, Mezmo Telemetry PipelineFour alternatives
Cribl Stream, Fluent Bit, Mezmo Telemetry Pipeline, VectorTwo alternatives
Fluent Bit, VectorThree alternatives
Chronosphere Telemetry Pipeline, OpenTelemetry Collector, VectorMistral SmallOpenTelemetry CollectorGrafana CloudChangedagainst: DatadogOpenTelemetry Collector, Vectoragainst: Cribl StreamOpenTelemetry Collectoragainst: DatadogDatadog, Grafana Cloudagainst: Lightstep, Splunk Observability Cloudnothing named
Two alternatives
Grafana Cloud, VectorTwo alternatives
New Relic, OpenTelemetry CollectorTwo alternatives
Datadog, Fluent BitThree alternatives
Fluent Bit, Telegraf, UptraceFour alternatives
Grafana Loki, OpenTelemetry Collector, Prometheus + Grafana, TempoDeepSeek V4 FlashOpenTelemetry Collector, SigNozagainst: DatadogGrafana CloudChangedOpenTelemetry Collectoragainst: Cribl StreamGrafana, OpenTelemetry Collectoragainst: Datadog, New Relic, Splunk Observability CloudOpenTelemetry Collector, Vectoragainst: Cribl Stream, Fluent Bitagainst: Datadog, Grafana, Grafana Loki, Mimir, New Relic, Prometheus, Splunk Observability Cloud, Tempo
Two alternatives
Grafana Cloud, New RelicTwo alternatives
Cribl Stream, OpenTelemetry CollectorFour alternatives
Fluent Bit, Grafana Alloy, Grafana Cloud, VectorOne alternative
Grafana CloudLlama 4 MaverickOpenTelemetry CollectorOpenTelemetry CollectorHeldOpenTelemetry CollectorOpenTelemetry Collector, Vectoragainst: Cribl Streamno first choiceagainst: Amplitude, Elastic Observability, Mixpanel, Splunk Observability Cloud
Two alternatives
Grafana Cloud, VectorTwo alternatives
Grafana Cloud, VectorThree alternatives
Cribl Stream, Grafana Cloud, VectorQwen 3.7 FlashGrafana Cloud, Prometheusagainst: Elasticsearch, Splunk Observability CloudGrafana CloudChangedOpenTelemetry CollectorSigNoz, Uptraceagainst: DatadogCribl Streamagainst: Datadog, New Relicagainst: AWS Glue, AWS Lambda, Amazon Athena, Amazon Kinesis Data Streams, Apache Kafka, ELK Stack, Fluent Bit, OpenTelemetry Collector, Prometheus with Thanos/Cortex
Seven alternatives
ClickHouse Cloud, Datadog, Grafana, Grafana Loki, Honeycomb, Tempo, VectorTwo alternatives
Datadog, OpenTelemetry CollectorTwo alternatives
Fluent Bit, VectorFour alternatives
Cribl Stream, Grafana Cloud, Grafana Loki, OpenTelemetry CollectorTwo alternatives
Expanso, VectorKimi K2Grafana Cloud, OpenTelemetry Collectoragainst: Datadog, Grafana Loki, New RelicVector.devChangedagainst: Datadog Observability PipelinesGrafana Cloud, Honeycomb, OpenTelemetry Collectoragainst: Datadog, FluentdGrafana Cloud, OpenTelemetry CollectorGrafana Alloy, OpenTelemetry Collectoragainst: Datadog, New Relicagainst: Cribl Stream, Datadog, Dynatrace, ELK Stack, Elasticsearch, New Relic, Splunk Heavy Forwarders, Splunk Observability Cloud
Two alternatives
Honeycomb, SigNozThree alternatives
Cribl Stream, Grafana Cloud, OpenObserveThree alternatives
Fluent Bit, Grafana Alloy, VectorFour alternatives
Grafana, Grafana Loki, Jaeger, PrometheusThree alternatives
Cribl Stream, Grafana Cloud, HoneycombGLM 4.7 FlashXGrafana Alloyagainst: Datadog, New RelicCribl Stream, Vector.devChangedOpenTelemetry CollectorGrafana Loki, OpenTelemetry Collector, Tempoagainst: Datadog, DynatraceOpenTelemetry Collectoragainst: Datadog, Dynatrace, Splunk Observability Cloud
Nine alternatives
Grafana, Grafana Alerting, Grafana Cloud, Grafana Loki, OpenTelemetry (OTel) SDKs, Prometheus, SigNoz, Tempo, VictoriaMetricsEleven alternatives
Alloy, Cribl Stream, Datadog, Edge Delta, Fluent Bit, Grafana Cloud, Honeycomb, Last9, New Relic, Splunk Observability Cloud, VectorNine alternatives
Alertmanager, Grafana, Grafana Cloud, Mimir, Netdata, New Relic, SigNoz, Vector, VictoriaMetricsOne alternative
Fluent BitMiniMax M2.5OpenTelemetry Collector, VectorVectorChangedagainst: Cribl Stream, Splunk Universal ForwarderGrafana AlloyOpenTelemetry Collectorno first choiceagainst: Datadog, New Relic
Five alternatives
Chronosphere Telemetry Pipeline, Datadog, Fluent Bit, Grafana Cloud, New RelicFive alternatives
Datadog Agent, Fluent Bit, Grafana Agent, New Relic, OpenTelemetry CollectorOne alternative
VectorTwo alternatives
Fluent Bit, VectorGPT-6 LunaGrafana Cloud, OpenTelemetry Collectoragainst: DatadogOpenTelemetry CollectorChangedOpenTelemetry CollectorGrafana Cloud, OpenTelemetry CollectorOpenTelemetry Collectoragainst: Apache Kafka, Datadog, Grafana Agent, OpenTelemetry Collector, Promtail
Two alternatives
Alloy, HoneycombOne alternative
Bindplane CloudThree alternatives
Fluent Bit, Grafana Alloy, VectorTwo alternatives
Prometheus, SigNozFive alternatives
Datadog, Grafana Alloy, Grafana Cloud, Honeycomb, VectorMuse Glimmer 30BGrafana Cloud, OpenTelemetry Collectoragainst: Datadog, Dynatrace, Splunk Observability CloudOpenTelemetry CollectorChangedGrafana LGTM Stack – Loki, Grafana, Tempo, Mimir, SigNozagainst: Datadog, Fluentd, New RelicOpenTelemetry Collectoragainst: Datadog, New Relicno first choiceagainst: Datadog
Five alternatives
Jaeger, Middleware.io, Prometheus, SigNoz, UptraceTwo alternatives
Grafana Cloud, VectorFour alternatives
Fluent Bit, Grafana Cloud, OpenTelemetry Collector, VectorFive alternatives
Grafana, Grafana Cloud, Grafana Loki, Prometheus, TempoBold 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 13:05 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:59 | no | 0 | 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 09:24 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 18:05 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:59 | yes | 5 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:40 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:42 | yes | 25 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:52 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:34 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:34 | yes | 20 | 42 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:35 | yes | 23 | 64 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:34 | yes | 5 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:26 | yes | 5 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:58 | yes | 14 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:53 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:50 | no | 0 | 3 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 18:00 | yes | 2 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:21 | yes | 10 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:11 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:40 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:09 | yes | 25 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:16 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:49 | yes | 5 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:30 | yes | 20 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:02 | yes | 20 | 30 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:23 | no | 0 | 74 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:36 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:09 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:35 | yes | 18 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:32 | yes | 5 | 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 10:30 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:12 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:45 | yes | 9 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:56 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:28 | yes | 24 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:12 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:33 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:58 | yes | 19 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:47 | yes | 25 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:39 | yes | 25 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:52 | yes | 5 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:40 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:59 | no | 0 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:22 | 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 19:18 | no | 0 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 19:33 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:53 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:05 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:04 | yes | 24 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:43 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:18 | yes | 5 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:56 | yes | 10 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:06 | yes | 25 | 97 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:41 | yes | 5 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:26 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:47 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:35 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:25 | no | 0 | 8 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 11:38 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:52 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:28 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:57 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:56 | yes | 24 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:54 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:51 | yes | 5 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:50 | yes | 25 | 60 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:17 | yes | 22 | 37 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:05 | no | 0 | 77 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:35 | yes | 4 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:35 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:56 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:54 | yes | 5 | 5 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 12:53 | no | 0 | 11 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:36 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:37 | yes | 10 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:36 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:58 | yes | 24 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:08 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:48 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:39 | yes | 25 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:42 | yes | 10 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:18 | yes | 5 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:02 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:23 | yes | 15 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Chronosphere read as Chronosphere Telemetry Pipeline
Cribl read as Cribl Stream
Cribl (Community Edition) read as Cribl Stream
ELK read as ELK Stack
ELK/Elastic Stack read as Elastic Observability
Elastic 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
AWS Firehose
Baselime
Bindplane Cloud
Chronosphere Pipeline
Cribl Cloud
Expanso
Grafana Alerting
Grafana Community Edition
Grafana LGTM Stack – Loki, Grafana, Tempo, Mimir
Grafana's Tempo, Loki, and Mimir/Prometheus
Honeycomb's pipelines
Jaeger Cloud
Kafka-based buses
OpenTelemetry (OTel) SDKs
OpenTelemetry Collectors
Prometheus with Thanos/Cortex
Telemetry.sh
Discontinued, still offered
No shut-down product was recommended here.