IT AI Index
Index › IT operations and endpoint › Observability › Small business › September 2026 Edition

Observability platforms for small business buyers

Asked as “observability platform”, and as “full-stack monitoring platform for logs, metrics and traces”, on behalf of a small B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Grafana
Contested
32% of first choices, contested.
ShowinginAll 67 categories →

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 businessGrafana32%ContestedThis pageMid-marketGrafana29%ContestedStanding →EnterpriseDatadog36%ContestedStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Grafana32%5%64endorsed leader
02New Relic27%16%56accepted challenger
03Better Stack12%0%31accepted challenger
04Datadog12%64%58criticized challenger
05SigNoz7%0%32accepted challenger
06Site24x77%0%13accepted challenger
07Uptrace2%0%16accepted challenger
08Honeycomb2%17%18accepted challenger
09Sentry2%0%11accepted challenger
Show the two products at 0%, ordered by negative rate
11Dynatrace0%71%14criticized challenger
10Prometheus0%31%13criticized challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Grafana vs New RelicGrafana vs DatadogNew Relic vs Datadog

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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Grafana32%
02New Relic27%
03Better Stack12%
04Datadog12%
05SigNoz7%
06Site24x77%
07Uptrace2%
08Honeycomb2%
09Sentry2%
10Prometheus0%
11Dynatrace0%

02What they warned about

One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
Datadog
64%
37 of 58 labels negative · 11 of 12 models · 10 hard negative
“**Avoid Datadog for now** unless you have specific compliance requirements... it's typically 2x more expensive at small business scale.” Kimi K2, paraphrase prompt
Dynatrace
71%
10 of 14 labels negative · 10 of 12 models · 6 hard negative
“Setting up tools like Dynatrace or AppDynamics is not "plug-and-play"... massive overkill for small businesses.” Gemini 3.5 Flash, negative prompt
New Relic
16%
9 of 56 labels negative · 6 of 12 models · 1 hard negative
“it's still fundamentally architected as an enterprise APM platform” Kimi K2, negative prompt
Splunk
83%
5 of 6 labels negative · 5 of 12 models · 5 hard negative
“Frequently called "too expensive" in G2 reviews (16+ mentions); complex setup and steep learning curve... Better for large-scale log analytics, not simple monitoring.” Grok 4.1 Fast, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 827 links across 172 sites, every framing counted. Ranked by the number of answers carrying the site or page.

ir.com
44 answers · 44 citations · 10 models
toolradar.com
38 answers · 40 citations · 9 models
uptrace.dev
vendor site · Uptrace35 answers · 45 citations · 10 models
gartner.com
27 answers · 27 citations · 10 models
futurepicker.com
17 answers · 29 citations · 8 models
cubeapm.com
vendor site · CubeAPM17 answers · 20 citations · 7 models
g2.com
16 answers · 22 citations · 8 models
grafana.com
vendor site · Grafana15 answers · 32 citations · 8 models
tinyctl.dev
15 answers · 15 citations · 7 models
newrelic.com
vendor site · New Relic14 answers · 30 citations · 7 models
openobserve.ai
vendor site · OpenObserve14 answers · 19 citations · 6 models
coralogix.com
vendor site · Coralogix14 answers · 14 citations · 6 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.

ir.com/guides/top-observability-tools-comparison-2026-smbs-vs-enterprise-pl…
44 answers · 10 models
toolradar.com/guides/best-observability-platforms
38 answers · 9 models
uptrace.dev/tools/top-observability-tools
29 answers · 10 models
gartner.com/reviews/market/observability-platforms
27 answers · 10 models
tinyctl.dev/roundups/observability-tools
15 answers · 7 models
futurepicker.com/en/observability-tools-small-teams-2026-2
14 answers · 8 models
metoro.io/blog/best-observability-tools
14 answers · 9 models
coralogix.com/guides/observability/observability-platforms
12 answers · 5 models
augmentcode.com/tools/best-observability-platforms
10 answers · 5 models
dupple.com/learn/best-observability-platforms
10 answers · 7 models

04How 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.
ModelDirect“What is the best observability platform for a small B2B company?”Paraphrase“Which full-stack monitoring platform for logs, metrics and traces would you recommend to a small business that sells to other businesses?”Comparative“What are the top observability platforms for a small team and how do they differ?”Budget-constrained“What is the best observability platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an observability platform. What should we look at?”Negative“Which observability platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Better Stack
Three alternativesAtatus, Grafana, New Relic
DatadogChanged
Two alternativesGrafana, New Relic
against: Elastic StackBetter Stack
Three alternativesGrafana, Honeycomb, Metoro
New Relic, Uptrace
Three alternativesGrafana, Middleware.io, OpenObserve
no first choiceagainst: Datadog, Dynatrace, IBM Instana
GPT-5.4 miniGrafana, New Relic
One alternativeHoneycomb
against: DatadogNew RelicChanged
Two alternativesDynatrace, Grafana
Grafana, New Relic
Two alternativesHoneycomb, Sentry
against: DatadogGrafana, SigNoz
One alternativeOpenTelemetry
against: New Relicno first choiceagainst: AppDynamics, Datadog, Dynatrace, Splunk Observability Cloud
Gemini 3.5 FlashBetter Stack
Four alternativesHoneycomb, OpenObserve, Sentry, SigNoz
against: Datadog, New RelicHoneycombChanged
Three alternativesGrafana, New Relic, SigNoz
against: DatadogBetter Stack
Three alternativesGrafana, Honeycomb, OpenObserve
against: Datadog, New RelicGrafana
Two alternativesBetter Stack, SigNoz
against: New Relic, PrometheusNew Relic
Six alternativesBetter Stack, Honeycomb, HyperDX, Sentry, SigNoz, groundcover
against: Datadogagainst: AppDynamics, Datadog, Dynatrace, Elastic Stack, Grafana, Jaeger, Prometheus, Splunk
Perplexity SonarNew Relic
Two alternativesBetter Stack, Grafana
against: Grafana, OpenObserveNew RelicHeld
Two alternativesBetter Stack, Dash0
against: DatadogBetter Stack, Grafana
Two alternativesNew Relic, Uptrace
against: DatadogBetter Stack
Two alternativesGrafana, New Relic
against: Datadogno first choiceagainst: Datadog, Dynatrace, Honeycomb, LogicMonitor, Monte Carlo, Splunk Observability Cloud
Grok 4.1 FastNew Relic
Two alternativesGrafana, SigNoz
against: Datadog, Elastic Stack, PrometheusGrafanaChanged
Three alternativesBetter Stack, New Relic, SigNoz
against: DatadogGrafana, New Relic
Three alternativesBetter Stack, SigNoz, Uptrace
against: DatadogGrafana
Five alternativesGrafana Loki, New Relic, Prometheus, SigNoz, Tempo
against: DatadogGrafana, New Relic
Four alternativesBetter Stack, Datadog, SigNoz, Uptrace
against: Datadog, Dynatrace, New Relic, Splunk
Mistral SmallDatadog, Site24x7
Two alternativesGrafana, New Relic
DatadogChangedDatadog
Four alternativesBetter Stack, Grafana, New Relic, Uptrace
Grafana, Site24x7
Three alternativesSentry, VictoriaMetrics, Zabbix
Datadog, New Relic
Two alternativesGrafana, SigNoz
against: Honeycomb, Lightstepagainst: Datadog, Splunk Observability Cloud
DeepSeek V4 FlashSentry
Three alternativesGrafana, New Relic, Site24x7
against: DatadogGrafanaChanged
Two alternativesNew Relic, SigNoz
against: Datadog, Elastic ObservabilityGrafana, New Relic
Three alternativesHoneycomb, SigNoz, Uptrace
against: DatadogGrafana
Four alternativesBetter Stack, New Relic, Prometheus + Grafana, SigNoz
against: DatadogBetter Stack, Grafana, New Relic
One alternativeSentry
against: Datadogagainst: Datadog, Dynatrace, Splunk
Llama 4 MaverickDatadog, Site24x7no first choiceChangedno first choiceGrafana
Four alternativesDatadog, New Relic, Site24x7, Uptrace
no first choice
Two alternativesGrafana, SigNoz
against: Dynatrace, Splunk Observability Cloud
Qwen 3.7 FlashBetter Stack, Grafana
Two alternativesDatadog, Site24x7
GrafanaChanged
One alternativeNew Relic
against: DatadogGrafana
Five alternativesDatadog, Honeycomb, New Relic, Sentry, SigNoz
New Relic
Two alternativesGrafana, Uptrace
Datadog, New Relic
Four alternativesGrafana, Rollbar, Sentry, SigNoz
against: Elastic Stack, Elasticsearch, Grafana, Prometheusagainst: Datadog, Dynatrace, Elastic Stack, New Relic, Prometheus + Grafana, Splunk
Kimi K2New Relic
Two alternativesGrafana, SigNoz
against: DatadogGrafanaChanged
Two alternativesHoneycomb, New Relic
against: DatadogBetter Stack, Grafana, SigNoz
One alternativeUptrace
against: Datadog, Dynatrace, New RelicSigNoz
Four alternativesBetter Stack, Grafana, New Relic, OpenObserve
no first choiceagainst: Datadogagainst: AppDynamics, Datadog, New Relic, Splunk
GLM 4.7 FlashXGrafana, SigNoz
Three alternativesDatadog, Honeycomb, Splunk
Better StackChanged
Two alternativesGrafana, New Relic
against: DatadogBetter Stack
Five alternativesDatadog, Grafana Cloud / LGTM, Honeycomb, New Relic, SigNoz
Grafana, New Relic
Five alternativesBetter Stack, Prometheus + Grafana, Sentry, SigNoz, Site24x7
no first choiceagainst: AppDynamics, Broadcom DX APM, Datadog, Dynatrace, Honeycomb, Splunk Observability Cloud
MiniMax M2.5SigNoz, Site24x7
Three alternativesBetter Stack, Datadog, Grafana
Better Stack, GrafanaChanged
Two alternativesCoralogix, New Relic
against: DatadogBetter Stack
Four alternativesGrafana, New Relic, SigNoz, Uptrace
against: DatadogGrafana, New Relic
One alternativeSite24x7
Datadog, Grafana, New Relic
Two alternativesUptrace, self-hosted Prometheus+Grafana
against: Datadog, New Relic
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:11yes159 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:12yes46 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 08:17yes1629 s
Direct recommendationPerplexity Sonarsonar2026-09-17 08:57yes207 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:18yes1410 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 08:22yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:25yes811 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:58yes73 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:23yes842 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:44yes1330 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:21yes1532 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:19yes1040 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:00no05 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:12yes36 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 08:32yes1325 s
ParaphrasePerplexity Sonarsonar2026-09-17 08:30yes177 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:42yes4420 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 08:28no02 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:52yes2021 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:36yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:56yes1031 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:27yes2028 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:27yes25141 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:51yes2088 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:18yes910 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:50yes47 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 08:29yes1828 s
ComparativePerplexity Sonarsonar2026-09-17 08:22yes207 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:57yes4216 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 08:44yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:17yes2022 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:30yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:07no041 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:37yes1023 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:50yes830 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:06yes731 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:21yes169 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:05yes55 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 08:57yes2226 s
Budget constrainedPerplexity Sonarsonar2026-09-17 09:02yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:56yes4216 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 09:07yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:12yes1825 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:28yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:54yes2062 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:25yes1020 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:47yes1543 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:55yes513 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:58no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:04no011 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 08:50yes1024 s
Scale constrainedPerplexity Sonarsonar2026-09-17 09:05yes209 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:47yes1511 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 08:58no013 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:22yes1017 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:47yes610 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:51no042 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 09:11yes960 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:24yes1837 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:45yes520 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:02yes1810 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:27yes36 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 08:51yes1321 s
Negative framingPerplexity Sonarsonar2026-09-17 08:22yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 09:03yes3417 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 08:38yes831 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:43yes2623 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:27yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:57yes1049 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:57yes1563 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:33yes2652 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:20yes535 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
ELK read as Elastic Stack
ELK (Elasticsearch, Logstash, Kibana) read as Elastic Stack
Grafana Cloud read as Grafana
Grafana Cloud (LGTM Stack) read as Grafana
Grafana Cloud (LGTM stack) read as Grafana
Grafana Cloud (LGTM) read as Grafana
Grafana stack read as Grafana
Unresolved, counted raw
Statuspage.io
managed Prometheus/Loki stacks
Discontinued, still offered
No shut-down product was recommended here.

Also in it operations and endpoint

The other categories of this function, with the leader in each.
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