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. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
75%
Clear leader
75Sentry16Rollbar02Dynatrace07others
75% of first choices, clear leader.
Since September 2026▲+11Since September 2026: 62% → 73%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Sentry held the lead, +11 points on 62%, 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
Sentry69%Clear leader▼−11Since September 2026: 79% → 67%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-marketSentry76%Clear leader▼−5Since September 2026: 82% → 77%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseSentry75%Clear leader▲+11Since September 2026: 62% → 73%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
Sentry69%Clear leader▼−11Since September 2026: 79% → 67%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-marketSentry76%Clear leader▼−5Since September 2026: 82% → 77%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseSentry75%Clear leader▲+11Since September 2026: 62% → 73%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Sentry75%18%76endorsed leader▲+11Since September 2026: 62% → 73%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.62% → 73%
Sentry75%18%76endorsed leader▲+11Since September 2026: 62% → 73%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.62% → 73%02
Rollbar16%15%55accepted challenger▲+10Since September 2026: 7% → 16%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 16%
Rollbar16%15%55accepted challenger▲+10Since September 2026: 7% → 16%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 16%03
Dynatrace2%16%19accepted challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 3%
Dynatrace2%16%19accepted challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 3%04
Honeybadger2%50%14criticized challenger▼−2Since September 2026: 4% → 3%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 3%
Honeybadger2%50%14criticized challenger▼−2Since September 2026: 4% → 3%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 3%Show the four products at 0%, ordered by negative rate
08
Raygun0%31%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Raygun0%31%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
New Relic Errors Inbox0%30%40criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
New Relic Errors Inbox0%30%40criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%06
Datadog Error Tracking0%30%67criticized challenger▼−13Since September 2026: 13% → 0%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.13% → 0%
Datadog Error Tracking0%30%67criticized challenger▼−13Since September 2026: 13% → 0%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.13% → 0%05
Bugsnag0%17%54accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Bugsnag0%17%54accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All fifteen head-to-head pages: the top six products, each against each
One product takes 75% of first choices here, so the chart would put seven 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
Twelve of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5 and Llama 4 Maverick 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 Tracking30%
20 of 67 labels negative · 11 of 14 models · 2 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.” DeepSeek V4 Flash, negative prompt
Sentry18%
14 of 76 labels negative · 10 of 14 models · 5 hard negative
“flagged as a tool to *Avoid or Be Highly Cautious With* for enterprises... "can lead to unpredictable and skyrocketing costs"” Muse Glimmer 30B, negative prompt
New Relic Errors Inbox30%
12 of 40 labels negative · 9 of 14 models · 1 hard negative
“When to avoid: If your engineering org has more than 20 developers who need error visibility, per-seat pricing makes it cost-prohibitive” DeepSeek V4 Flash, negative prompt
Rollbar15%
8 of 55 labels negative · 8 of 14 models · 2 hard negative
“**When to Avoid**: If you need unified platforms beyond pure error tracking.” Grok 4.1 Fast, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1142 links across 258 sites, every framing counted. Ranked by the number of answers carrying the site or page. 19 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.
44 answers · 54 citations · 11 models
vendor site · ONES.com36 answers · 56 citations · 11 models
vendor site · Guideflow33 answers · 33 citations · 12 models
vendor site · CubeAPM31 answers · 39 citations · 12 models
vendor site · Rollbar29 answers · 38 citations · 11 models
vendor site · Sentry27 answers · 38 citations · 11 models
26 answers · 40 citations · 11 models
vendor site · ZipDo.co26 answers · 31 citations · 8 models
vendor site · Gitnux24 answers · 36 citations · 10 models
24 answers · 24 citations · 10 models
21 answers · 21 citations · 10 models
vendor site · Scout APM17 answers · 18 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.
38 answers · 11 models
32 answers · 11 models
27 answers · 11 models
21 answers · 10 models
20 answers · 8 models
19 answers · 9 models
18 answers · 10 models
16 answers · 9 models
15 answers · 9 models
13 answers · 9 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 | 75% | 269 | 90,500 | 21,086 | 254,686 | 120 | 1 | |
| Rollbar rollbar.com | 16% | 154 | 5,400 | 175 | 12,382 | 5 | 5 | |
| Dynatrace dynatrace.com | 2% | 700 | 22,200 | 1,106 | 62,738 | $3,941 | 120 | |
| Sauce Labs | 2% | |||||||
| TrackJS trackjs.com | 2% | 15 | 140 | 0 | 926 | 1 | ||
| Honeybadger honeybadger.io | 2% | 86 | 201,000 | 98 | 13,851 | |||
| Bugsnag bugsnag.com | 0% | 146 | 1,600 | 23 | 1,512 | 4 | 6 | |
| Datadog parent site Datadog Error Tracking 0% | 0% | 122 | 74,000 | 3,541 | ||||
| New Relic newrelic.com New Relic Errors Inbox 0% | 0% | 76 | 14,800 | 843 | 83,276 company | $412 | 89 | |
| CubeAPM cubeapm.com | 0% | 27 | 40 | 0 | 846 |
Google's top ten for the three searches hold 13 sites; 3 of them are among the sites the models cited here (rollbar.com, scoutapm.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 4.5no first choiceSauce LabsChangedagainst: SentrySentryTrackJSagainst: Sentryno first choiceagainst: Datadog Error Tracking, Dynatrace, LogRocket, New Relic Errors Inbox, Sentry
Two alternatives
Bugsnag, RaygunFive alternatives
Bugsnag, Datadog Error Tracking, LogRocket, New Relic Errors Inbox, RollbarTwo alternatives
Bugsnag, RollbarGPT-5.4 miniSentrySentryHeldSentryRollbaragainst: Datadog Error Trackingno first choiceagainst: Datadog Error Tracking, New Relic Errors Inbox, Rollbar, Sentry
Three alternatives
Bugsnag, Datadog Error Tracking, RollbarThree alternatives
Bugsnag, Datadog Error Tracking, RollbarThree alternatives
Bugsnag, New Relic Errors Inbox, RollbarOne alternative
SentryGemini 3.5 FlashSentrySentryHeldSentrySentryagainst: Datadog Error Tracking, New Relic Errors InboxSentryagainst: AWS CloudWatch, Datadog Error Tracking, Dynatrace, ELK, LogRocket, New Relic Errors Inbox, PostHog, Sentry, SigNoz, Splunk
Three alternatives
Bugsnag, Datadog Error Tracking, RollbarTwo alternatives
Bugsnag, Datadog Error TrackingSix alternatives
Bugsnag, Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, PostHog, RollbarThree alternatives
GlitchTip, Honeybadger, RollbarThree alternatives
Bugsnag, Datadog Error Tracking, RollbarPerplexity SonarSentrySentryHeldno first choiceRollbaragainst: Datadog Error Trackingno first choiceagainst: BugSplat, Datadog Error Tracking, Exceptionless, Raygun, Rollbar, Visual Studio error tools
Four alternatives
Better Stack, Bugsnag, Datadog Error Tracking, RollbarTwo alternatives
Firebase Crashlytics, Splunk Observability CloudTwo alternatives
GlitchTip, Sentry self-hostedGrok 4.1 FastSentrySentryHeldno first choiceRollbaragainst: Airbrake, AppSignal, Bugsnag, Datadog Error Tracking, Honeybadger, New Relic Errors Inbox, SentrySentryagainst: Airbrake, Bugsnag, Datadog Error Tracking, GlitchTip, Honeybadger, New Relic Errors Inbox, Rollbar, Sentry, TrackJS
Two alternatives
Datadog Error Tracking, New Relic Errors InboxThree alternatives
Datadog Error Tracking, New Relic Errors Inbox, RollbarFive alternatives
Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, Rollbar, SentryFour alternatives
Bugsnag, Datadog Error Tracking, New Relic Errors Inbox, RollbarMistral SmallSentrySentryHeldagainst: Splunk Observability CloudSentrySentryagainst: Datadog Error Tracking, Dynatraceno first choiceagainst: Airbrake, GlitchTip, Honeybadger, Raygun, TrackJS
Two alternatives
Bugsnag, Datadog Error TrackingFour alternatives
Bugsnag, Datadog Error Tracking, Dynatrace, RollbarDeepSeek V4 FlashSentrySentryHeldSentryRollbaragainst: Bugsnag, Datadog Error Trackingno first choiceagainst: Datadog Error Tracking, Honeybadgeragainst: Airbrake, Bugsnag, Datadog Error Tracking, New Relic Errors Inbox, Rollbar, Sentry
Two alternatives
Bugsnag, Datadog Error TrackingFour alternatives
Bugsnag, Datadog Error Tracking, Raygun, RollbarFive alternatives
Bugsnag, Datadog Error Tracking, Honeybadger, New Relic Errors Inbox, RollbarOne alternative
SentryThree alternatives
Bugsnag, Rollbar, SentryLlama 4 MaverickSentryno first choiceChangedno first choiceno first choiceDynatracenothing named
Two alternatives
Bugsnag, RaygunThree alternatives
Better Stack, Datadog Error Tracking, SentryQwen 3.7 FlashSentrySentryHeldSentryagainst: ElasticHoneybadgeragainst: Datadog Error Trackingno first choiceagainst: Datadog Error Tracking, Honeybadger, New Relic Errors Inboxagainst: Bugsnag, Datadog Error Tracking, Graylog, Honeybadger, LogRocket, New Relic Errors Inbox, OpenSearch, Rollbar, Splunk
Three alternatives
Bugsnag, Datadog Error Tracking, RollbarTwo alternatives
Bugsnag, RollbarThree alternatives
Datadog Error Tracking, New Relic Errors Inbox, RollbarTwo alternatives
Airbrake, SentryThree alternatives
Bugsnag, Rollbar, SentryKimi K2SentrySentryHeldRollbar, SentrySentryno first choiceagainst: Bugsnag, Datadog Error Tracking, New Relic Errors Inbox, Raygun, Sentry, Splunk Observability Cloud
Three alternatives
Datadog Error Tracking, New Relic Errors Inbox, RollbarTwo alternatives
Datadog Error Tracking, RaygunThree alternatives
Datadog Error Tracking, Dynatrace, New Relic Errors InboxTwo alternatives
Datadog Error Tracking, New Relic Errors InboxGLM 4.7 FlashXSentrySentryHeldSentryRollbaragainst: Bugsnag, Sentryno first choiceagainst: Amplitude, GlitchTip, Heap, Highlight.io, Honeybadger, Mixpanel, PostHog, Raygun, Rollbar, Sentry
Four alternatives
Bugsnag, Datadog Error Tracking, LogRocket, RollbarTwo alternatives
Datadog Error Tracking, RollbarNine alternatives
AppDynamics, Bugsnag, Coralogix, Datadog Error Tracking, Dynatrace, Grafana Cloud, New Relic Errors Inbox, Raygun, RollbarOne alternative
CubeAPMMiniMax M2.5SentrySentryHeldSentryRollbar, Sentryno first choiceagainst: Sentry
Two alternatives
Datadog Error Tracking, DynatraceFour alternatives
Airbrake, Bugsnag, Datadog Error Tracking, New Relic Errors InboxThree alternatives
Airbrake, Bugsnag, Datadog Error TrackingOne alternative
CoralogixGPT-6 LunaSentrySentryHeldSentryRollbaragainst: New Relic Errors Inboxno first choiceagainst: Bugsnag, Datadog Error Tracking, Rollbar, Sentry
One alternative
Datadog Error TrackingTwo alternatives
Bugsnag, Datadog Error TrackingSix alternatives
Bugsnag, Datadog Error Tracking, Dynatrace, Elastic APM, New Relic Errors Inbox, RollbarOne alternative
SentryMuse Glimmer 30BSentrySentryHeldSentrySentryagainst: Datadog Error TrackingSentryagainst: Rollbaragainst: Bugsnag, Datadog Error Tracking, New Relic Errors Inbox, Sentry
Six alternatives
Bugsnag, Datadog Error Tracking, Honeybadger, New Relic Errors Inbox, Raygun, RollbarFour alternatives
Bugsnag, Datadog Error Tracking, New Relic Errors Inbox, RollbarTwo alternatives
CubeAPM, GlitchTipOne alternative
Datadog Error TrackingBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:04 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:02 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:05 | yes | 12 | 32 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:51 | yes | 17 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:33 | yes | 24 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:49 | yes | 8 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:10 | yes | 24 | 48 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:36 | no | 0 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:23 | yes | 15 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:20 | yes | 9 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:36 | yes | 14 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:59 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:24 | yes | 15 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:42 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:57 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:40 | yes | 9 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:57 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:52 | yes | 25 | 13 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:34 | yes | 10 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:14 | yes | 25 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:00 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:20 | yes | 10 | 78 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:58 | yes | 24 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:35 | yes | 25 | 70 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:24 | yes | 14 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:36 | yes | 3 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:14 | yes | 20 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:45 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:27 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:19 | yes | 10 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:25 | yes | 16 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:47 | yes | 22 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:48 | yes | 13 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:27 | yes | 22 | 57 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:05 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:06 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:34 | yes | 15 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:24 | yes | 18 | 103 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:17 | yes | 11 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:49 | yes | 7 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:46 | yes | 25 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:16 | yes | 13 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:58 | yes | 15 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:52 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:43 | yes | 19 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:05 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:11 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:10 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:11 | yes | 24 | 102 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:03 | yes | 25 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:13 | yes | 23 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:16 | yes | 19 | 61 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:13 | yes | 2 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:22 | yes | 18 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:32 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:37 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:16 | yes | 9 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:48 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:02 | yes | 19 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:29 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:32 | yes | 25 | 65 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:50 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:02 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:38 | yes | 15 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:45 | yes | 20 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:54 | no | 0 | 59 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:28 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:27 | yes | 23 | 34 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:49 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:21 | yes | 5 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:06 | yes | 19 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:33 | yes | 21 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:54 | yes | 24 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:53 | yes | 13 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:25 | yes | 25 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:37 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:51 | yes | 19 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:28 | yes | 25 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:28 | yes | 20 | 198 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:42 | yes | 20 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:52 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:38 | yes | 14 | 22 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
Datadog read as Datadog Error Tracking
Datadog (Error Tracking) read as Datadog Error Tracking
Datadog (High-Usage Scenarios) read as Datadog Error Tracking
New Relic read as New Relic Errors Inbox
New Relic (Errors Inbox / APM) read as New Relic Errors Inbox
New Relic (Standard Edition) read as New Relic Errors Inbox
Unresolved, counted raw
Datadog Errors Inbox
Errbit
Exceptionless
Heap
OpsBridge/Micro Focus
Sauce Labs
Sentry self-hosted
Visual Studio error tools
Discontinued, still offered
No shut-down product was recommended here.