Error and crash monitoring for enterprise buyers
Asked as “error monitoring tool”, and as “application error and crash reporting service”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
61%
Clear leader
61Sentry10Rollbar08Datadog Error Tracking22others
61% of first choices, clear leader.
Since October 2026▼−14Since October 2026: 75% → 61%, −14 points. Past the 11-point floor: movement.Sentry held the lead, −14 points on 75%, past the 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
Sentry76%Clear leader▲+7Since October 2026: 69% → 76%, +7 points. Inside the 11-point floor: within noise.Standing →Mid-marketSentry76%Clear leader=heldSince October 2026: 76% → 76%, ±0 points. Inside the 11-point floor: within noise.Standing →EnterpriseSentry61%Clear leader▼−14Since October 2026: 75% → 61%, −14 points. Past the 11-point floor: movement.This page
Sentry76%Clear leader▲+7Since October 2026: 69% → 76%, +7 points. Inside the 11-point floor: within noise.Standing →Mid-marketSentry76%Clear leader=heldSince October 2026: 76% → 76%, ±0 points. Inside the 11-point floor: within noise.Standing →EnterpriseSentry61%Clear leader▼−14Since October 2026: 75% → 61%, −14 points. Past the 11-point floor: movement.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
01Sentry61%25%77endorsed leader▼−14Since October 2026: 75% → 61%, −14 points. Past the 11-point floor: movement.75% → 61%
Sentry61%25%77endorsed leader▼−14Since October 2026: 75% → 61%, −14 points. Past the 11-point floor: movement.75% → 61%02
Rollbar10%20%64accepted challenger▼−6Since October 2026: 16% → 10%, −6 points. Inside the 11-point floor: within noise.16% → 10%
Rollbar10%20%64accepted challenger▼−6Since October 2026: 16% → 10%, −6 points. Inside the 11-point floor: within noise.16% → 10%03
Datadog Error Tracking8%31%68criticized challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%
Datadog Error Tracking8%31%68criticized challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%04
New Relic Errors Inbox6%27%44criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
New Relic Errors Inbox6%27%44criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%05
Bugsnag4%25%56criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Bugsnag4%25%56criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%06
Raygun4%8%25accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Raygun4%8%25accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
CubeAPM2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
CubeAPM2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Airbrake2%21%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Airbrake2%21%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
10
Honeybadger0%28%18criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Honeybadger0%28%18criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Dynatrace0%16%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Dynatrace0%16%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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 headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All ten head-to-head pages: the top five products, each against each
One product takes 61% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Eleven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20 and GLM 4.7 FlashX 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 Error Tracking31%
21 of 68 labels negative · 12 of 14 models · 5 hard negative
“When to avoid: If you already have a separate APM/logging tool and only need error tracking, Datadog's bundled pricing will force you to pay for features you don't use.” Muse Glimmer 30B, budget prompt
Rollbar20%
13 of 64 labels negative · 12 of 14 models · 2 hard negative
“Rollbar (specifically) is an example: it will not capture errors without explicit SDK integration” DeepSeek V4 Flash, negative prompt
Sentry25%
19 of 77 labels negative · 11 of 14 models · 6 hard negative
“Enterprise buyers are repeatedly flagged as needing to avoid or be highly cautious with Sentry.” Muse Glimmer 30B, negative prompt
New Relic Errors Inbox27%
12 of 44 labels negative · 9 of 14 models · 4 hard negative
“Flagged for similar cost and scalability issues... pricing becomes prohibitive for large-scale deployments” Mistral Small, 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
70 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. 868 links across 234 sites, every framing counted. Ranked by the number of answers carrying the site or page. 50 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 · Sentry38 answers · 56 citations · 11 models
vendor site · Rollbar30 answers · 54 citations · 11 models
publisher (Gane)26 answers · 35 citations · 8 models
vendor site · CubeAPM22 answers · 33 citations · 8 models
19 answers · 23 citations · 10 models
vendor site · Sauce Labs17 answers · 17 citations · 10 models
vendor site · Sentry15 answers · 26 citations · 6 models
vendor site · ONES.com15 answers · 18 citations · 6 models
vendor site · G213 answers · 18 citations · 6 models
13 answers · 13 citations · 6 models
vendor site · PostHog11 answers · 14 citations · 7 models
11 answers · 12 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.
20 answers · 8 models
19 answers · 7 models
17 answers · 10 models
17 answers · 8 models
16 answers · 9 models
15 answers · 6 models
13 answers · 7 models
11 answers · 6 models
10 answers · 5 models
10 answers · 7 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 error monitoring tool”, “error monitoring tool”, “error monitoring tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| Sentry sentry.io | 61% | 266 | 90,500 | 21,086 | 254,686 | 120 | 1 | |
| Rollbar rollbar.com | 10% | 168 | 5,400 | 175 | 12,382 | 5 | 5 | |
| Datadog parent site Datadog Error Tracking 8% | 8% | 128 | 74,000 | 3,541 | ||||
| New Relic newrelic.com New Relic Errors Inbox 6% | 6% | 77 | 14,800 | 843 | 83,276 company | $412 | 89 | |
| Bugsnag bugsnag.com | 4% | 154 | 1,600 | 23 | 1,512 | 4 | 6 | |
| Raygun raygun.com | 4% | 66 | 60,500 | 1,699 | 21,222 | 29 | 5 | |
| CubeAPM cubeapm.com | 2% | 42 | 40 | 0 | 846 | |||
| Airbrake airbrake.io | 2% | 39 | 5,400 | 164 | 10,122 | |||
| Atatus atatus.com | 2% | 32 | 90 | 10 | 2,881 | |||
| Scout scoutapm.com Scout Monitoring 2% | 2% | 3 | 50 | 4 | 4,420 company | 1 | 2 |
Google's top ten for the three searches hold 13 sites; 4 of them are among the sites the models cited here (posthog.com, rollbar.com, saucelabs.com, sentry.io). The first result for “best error monitoring tool” is sentry.io.
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 error monitoring tool for an enterprise B2B company?”Paraphrase“Which application error and crash reporting service would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade error monitoring tools and how do they differ?”Budget-constrained“What is the best error monitoring tool 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 an error monitoring tool. What should we look at?”Negative“Which error monitoring tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5RaygunDatadog Error Tracking, New Relic Errors InboxChangedSentryScout Monitoringagainst: Sentryno first choiceagainst: Datadog Error Tracking, Dynatrace, FullStory, New Relic Errors Inbox, Rollbar, Sentry
Four alternatives
Datadog Error Tracking, Honeybadger, New Relic Errors Inbox, SentryFive alternatives
Bugsnag, Datadog Error Tracking, New Relic Errors Inbox, Raygun, RollbarThree alternatives
Better Stack, CubeAPM, HoneybadgerGPT-5.4 miniSentrySentryHeldSentryRollbaragainst: Bugsnagno first choiceagainst: Datadog Error Tracking, Rollbar, Sentry
Three alternatives
Bugsnag, Datadog Error Tracking, RollbarThree alternatives
Bugsnag, Datadog Error Tracking, RollbarFour alternatives
Airbrake, Datadog Error Tracking, New Relic Errors Inbox, RollbarTwo alternatives
Datadog Error Tracking, SentryGemini 3.5 FlashSentrySentryHeldBugsnag, SentrySentryagainst: Datadog Error Tracking, New Relic Errors InboxSentryagainst: Airbrake, Bugsnag, Datadog Error Tracking, Honeybadger, Rollbar, Sentry Cloud
Three alternatives
Datadog Error Tracking, Dynatrace, SmartBear BugsnagThree alternatives
Datadog Error Tracking, Rollbar, SmartBear BugsnagFour alternatives
Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, RollbarThree alternatives
Bugsnag, GlitchTip, SigNozFour alternatives
Bugsnag, Datadog Error Tracking, New Relic Errors Inbox, RollbarPerplexity SonarSentrySentryHeldSentryBugsnagagainst: Datadog Error Tracking, Sentryno first choiceagainst: Airbrake, AppSignal, Honeybadger, Rollbar, Sentry
Four alternatives
Bugsnag, Datadog Error Tracking, Raygun, RollbarFour alternatives
Bugsnag, Datadog Error Tracking, Dynatrace, Firebase CrashlyticsEight alternatives
Bugsnag, Datadog Error Tracking, Dynatrace, Elastic APM, New Relic Errors Inbox, Raygun, Rollbar, Splunk Observability CloudOne alternative
RaygunGrok 4.20SentryDatadog Error TrackingChangedagainst: Bugsnag, Firebase CrashlyticsRollbar, Sentryagainst: Bugsnag, Firebase CrashlyticsNew Relic Errors Inboxagainst: Bugsnag, Datadog Error Tracking, Raygun, Rollbar, SentrySentryagainst: Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, Sentry, Splunk
Four alternatives
Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, RollbarOne alternative
SentryFour alternatives
Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, RaygunOne alternative
CubeAPMFour alternatives
Bugsnag, Datadog Error Tracking, New Relic Errors Inbox, RollbarMistral SmallSentrySentryHeldagainst: Datadog Error TrackingSentryRaygunagainst: Datadog APM, Rollbarno first choiceagainst: Better Stack, Datadog Error Tracking, Honeybadger, New Relic Errors Inbox, Raygun
Two alternatives
Bugsnag, LogRocketTwo alternatives
Rollbar, Sauce LabsFour alternatives
Bugsnag, Datadog Error Tracking, Dynatrace, RollbarOne alternative
CubeAPMDeepSeek V4 FlashSentrySentryHeldagainst: Bugsnag, New Relic Errors InboxSentryBugsnagagainst: SentrySentryagainst: Bugsnag, Nagios, Rollbar, Sentry
Three alternatives
Datadog Error Tracking, New Relic Errors Inbox, RollbarTwo alternatives
Datadog Error Tracking, RollbarFive alternatives
Bugsnag, Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, RollbarOne alternative
RollbarThree alternatives
Bugsnag, Datadog Error Tracking, RollbarLlama 4 MaverickSentrySentryHeldSentrySentryno first choiceagainst: Datadog Error Tracking, New Relic Errors Inbox, Sentry
Four alternatives
Airbrake, Bugsnag, Datadog APM, RaygunTwo alternatives
Bugsnag, Datadog Error TrackingThree alternatives
Bugsnag, Datadog APM, RaygunQwen 3.7 FlashSentryagainst: Datadog Error TrackingSentryHeldSentryAirbrakeagainst: Bugsnag, Rollbar, SentryDatadog Error Trackingagainst: New Relic Errors Inbox, Sentryagainst: Amazon CloudWatch, Bugsnag, Datadog Error Tracking, Dynatrace, Elasticsearch / OpenSearch, Jaeger, New Relic Errors Inbox, Prometheus, Rollbar, Sentry, Zipkin
Two alternatives
Bugsnag, RollbarFour alternatives
Bugsnag, Datadog Error Tracking, Dynatrace, RollbarFive alternatives
Bugsnag, Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, RollbarThree alternatives
Datadog Error Tracking, OpenTelemetry, SigNozOne alternative
RollbarKimi K2Sentryagainst: Datadog Error TrackingSentryHeldSentryRollbaragainst: BugsnagRollbar, Sentryagainst: Better Stack, Bugsnag, Datadog Error Tracking, Honeybadger, New Relic Errors Inboxagainst: Airbrake, Bugsnag, Datadog Error Tracking, New Relic Errors Inbox, Rollbar, Sentry
Two alternatives
Bugsnag, RollbarFour alternatives
Backtrace, Bugsnag, Datadog Error Tracking, RollbarFive alternatives
Bugsnag, Datadog Error Tracking, New Relic Errors Inbox, Raygun, RollbarOne alternative
SentryGLM 4.7 FlashXDatadog Error Tracking, New Relic Errors InboxSentryChangedSentryCubeAPMagainst: Datadog Error Tracking, New Relic Errors Inbox, Sentryno first choiceagainst: Bugsnag, Datadog Error Tracking, Elastic Observability, Firebase Crashlytics, Grafana Cloud, Honeybadger, LogRocket, New Relic Errors Inbox, PostHog, Raygun Crash Reporting, Rollbar, Sentry
Four alternatives
Honeybadger, LogRocket, Rollbar, SentryTwo alternatives
Datadog Error Tracking, RollbarNine alternatives
Better Stack, Bugsnag, Datadog APM, Dynatrace, GlitchTip, Honeybadger, LogRocket, New Relic Errors, RollbarTwo alternatives
Raygun, RollbarMiniMax M2.5SentrySentryHeldno first choiceAtatusagainst: Datadog Error TrackingSentryagainst: Datadog Error Tracking, Sentry
Three alternatives
CubeAPM, Datadog Error Tracking, DynatraceThree alternatives
Bugsnag, Datadog Error Tracking, RollbarFive alternatives
Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, Rollbar, SentryTwo alternatives
Rollbar, SentryThree alternatives
Datadog Error Tracking, Elastic Observability, New Relic Errors InboxGPT-6 LunaSentrySentryHeldSentryRollbarno first choiceagainst: Bugsnag, Rollbar
Two alternatives
Bugsnag, Datadog Error TrackingOne alternative
Datadog Error TrackingFive alternatives
Datadog Error Tracking, Elastic Observability, New Relic Errors Inbox, Rollbar, SmartBear BugsnagOne alternative
GlitchTipMuse Glimmer 30BSentrySentryHeldSentryRollbaragainst: Datadog Error Tracking, Sentryno first choiceagainst: Datadog Error Tracking, Rollbar, Sentry
Three alternatives
Datadog Observability Cloud, New Relic Errors Inbox, RollbarOne alternative
Datadog Error TrackingSix alternatives
Bugsnag, Datadog APM, GlitchTip, LogRocket, Raygun, RollbarOne alternative
RaygunBold 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 09:45 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:15 | yes | 5 | 5 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 10:55 | no | 0 | 12 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:33 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:23 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:05 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:46 | yes | 21 | 41 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:51 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:14 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:32 | yes | 13 | 53 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:42 | yes | 20 | 52 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:49 | yes | 17 | 63 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:02 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:55 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:09 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:32 | yes | 4 | 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 16:53 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:57 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:11 | yes | 10 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:20 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:34 | yes | 23 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:09 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:06 | yes | 5 | 13 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:19 | yes | 25 | 54 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:40 | yes | 14 | 96 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:55 | no | 0 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:55 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:58 | yes | 12 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:07 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:03 | yes | 5 | 7 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 12:44 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:48 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:20 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:43 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:31 | yes | 25 | 60 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:06 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:32 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:02 | yes | 15 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:39 | yes | 9 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:17 | yes | 10 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:24 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:54 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:52 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:28 | yes | 4 | 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 19:10 | yes | 13 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:30 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:05 | yes | 15 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:00 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:15 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:53 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:41 | no | 0 | 37 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:57 | yes | 20 | 66 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:47 | yes | 22 | 51 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:08 | yes | 19 | 76 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:45 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:29 | yes | 21 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:26 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:33 | no | 0 | 9 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 11:43 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:50 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:24 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:18 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:46 | yes | 25 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:14 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:51 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:26 | yes | 24 | 51 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:56 | yes | 19 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:59 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:31 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:17 | yes | 25 | 39 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:56 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:51 | yes | 4 | 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 16:02 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:48 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:12 | yes | 14 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:15 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:07 | yes | 25 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:49 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:17 | yes | 20 | 50 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:08 | yes | 23 | 60 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:17 | yes | 21 | 83 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:31 | yes | 24 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:38 | yes | 4 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:07 | yes | 15 | 23 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
Datadog read as Datadog Error Tracking
Datadog (Error Tracking) read as Datadog Error Tracking
Elastic read as Elastic Observability
New Relic read as New Relic Errors Inbox
New Relic (Error Tracking) read as New Relic Errors Inbox
New Relic (Errors Inbox) read as New Relic Errors Inbox
Scout read as Scout Monitoring
Unresolved, counted raw
ELK Stack with Elastic APM
Grafana+Loki
New Relic Errors
Raygu
Raygun Crash Reporting
Sentry Cloud
Discontinued, still offered
No shut-down product was recommended here.