Error and crash monitoring for small business buyers
Asked as “error monitoring tool”, and as “application error and crash reporting service”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
69%
Clear leader
69Sentry20Honeybadger04Bugsnag07others
69% of first choices, clear leader.
Since September 2026▼−11Since September 2026: 79% → 67%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.Sentry held the lead, −11 points on 79%, 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
Sentry69%Clear leader▼−11Since September 2026: 79% → 67%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageMid-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.Standing →
Sentry69%Clear leader▼−11Since September 2026: 79% → 67%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageMid-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.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 September 2026
01Sentry69%14%76endorsed leader▼−11Since September 2026: 79% → 67%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.79% → 67%
Sentry69%14%76endorsed leader▼−11Since September 2026: 79% → 67%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.79% → 67%02
Honeybadger20%2%50accepted challenger▲+5Since September 2026: 14% → 20%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 20%
Honeybadger20%2%50accepted challenger▲+5Since September 2026: 14% → 20%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 20%03
Bugsnag4%14%49accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Bugsnag4%14%49accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%04
GlitchTip4%3%33accepted challenger=heldSince September 2026: 5% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 4%
GlitchTip4%3%33accepted challenger=heldSince September 2026: 5% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 4%05
Rollbar2%10%58accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Rollbar2%10%58accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the six products at 0%, ordered by negative rate
10
New Relic Errors Inbox0%93%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
New Relic Errors Inbox0%93%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
Datadog Error Tracking0%79%24criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Datadog Error Tracking0%79%24criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Raygun0%42%12criticized 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%42%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
LogRocket0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
LogRocket0%18%11accepted 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
Airbrake0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Airbrake0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
PostHog0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
PostHog0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 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 69% of first choices here, so the chart would put ten 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. Three products carry a negative rate above 25% in this category.
What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 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.
Datadog Error Tracking79%
19 of 24 labels negative · 13 of 14 models · 11 hard negative
“**Avoid** Datadog, New Relic, Dynatrace, Elastic Stack (ELK), Splunk, and other heavy, all‑in‑one observability platforms” GLM 4.7 FlashX, negative prompt
New Relic Errors Inbox93%
13 of 14 labels negative · 11 of 14 models · 9 hard negative
“"you should avoid or be highly cautious of the following categories ... Enterprise Observability & APM Suites (e.g., Datadog, New Relic, Dynatrace)"” Muse Glimmer 30B, negative prompt
Dynatrace100%
9 of 9 labels negative · 8 of 14 models · 9 hard negative
“Avoid full-stack observability platforms ... Examples: Datadog, Dynatrace, AppDynamics, New Relic (full suite).” Qwen 3.7 Flash, negative prompt
Sentry14%
11 of 76 labels negative · 8 of 14 models
“self-hosting Sentry requires heavy infrastructure (Kafka, ZooKeeper, multiple databases) and at least 4–8 GB of RAM, which is expensive and complex for a small team” Gemini 3.5 Flash, budget 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
75 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. 947 links across 177 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.
vendor site · ONES.com53 answers · 108 citations · 12 models
45 answers · 55 citations · 11 models
29 answers · 33 citations · 10 models
vendor site · Sentry26 answers · 27 citations · 10 models
vendor site · Guideflow26 answers · 26 citations · 11 models
vendor site · Rollbar22 answers · 34 citations · 10 models
vendor site · ZipDo.co22 answers · 25 citations · 8 models
vendor site · Scout APM17 answers · 18 citations · 7 models
vendor site · Sentry16 answers · 21 citations · 8 models
14 answers · 14 citations · 7 models
14 answers · 14 citations · 7 models
14 answers · 14 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.
44 answers · 11 models
39 answers · 11 models
37 answers · 11 models
26 answers · 11 models
25 answers · 10 models
17 answers · 7 models
16 answers · 7 models
14 answers · 7 models
14 answers · 8 models
14 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Sentry sentry.io | 69% | 269 | 90,500 | 21,086 | 254,686 | 120 | 1 |
| Honeybadger honeybadger.io | 20% | 86 | 201,000 | 98 | 13,851 | ||
| Bugsnag bugsnag.com | 4% | 146 | 1,600 | 23 | 1,512 | 4 | 6 |
| GlitchTip glitchtip.com | 4% | 66 | 590 | 9 | 250 | 8 | |
| Rollbar rollbar.com | 2% | 154 | 5,400 | 175 | 12,382 | 5 | 5 |
| Better Stack betterstack.com | 2% | 285 | 1,600 | 1,017 | 41,811 | 119 | |
| PostHog posthog.com | 0% | 23 | 33,100 | 271 | 25,936 | 120 | 8 |
| Airbrake airbrake.io | 0% | 31 | 5,400 | 164 | 10,122 | ||
| Bugsink bugsink.com | 0% | 13 | 140 | 1 | 403 | ||
| AppSignal appsignal.com | 0% | 21 | 880 | 2 | 13,372 | 1 |
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 a small B2B company?”Paraphrase“Which application error and crash reporting service would you recommend to a small business that sells to other businesses?”Comparative“What are the top error monitoring tools for a small team and how do they differ?”Budget-constrained“What is the best error monitoring tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an error monitoring tool. What should we look at?”Negative“Which error monitoring tools should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceagainst: Datadog Error TrackingSentryChangedSentrySentryno first choiceagainst: Datadog Error Tracking, Elastic, FullStory, LogRocket, New Relic Errors Inbox, Raygun
Three alternatives
AppSignal, Firebase Crashlytics, RaygunFive alternatives
Airbrake, GlitchTip, Honeybadger, Rollbar, Scout MonitoringFive alternatives
Airbrake, Firebase Crashlytics, GlitchTip, Rollbar, TrackJSGPT-5.4 miniSentrySentryHeldSentryagainst: Datadog Error TrackingHoneybadgeragainst: Sentryno first choiceagainst: Datadog Error Tracking, Sentry
Two alternatives
Bugsnag, RollbarThree alternatives
Bugsnag, Datadog Error Tracking, Firebase CrashlyticsTwo alternatives
Bugsnag, RollbarOne alternative
RollbarGemini 3.5 FlashSentrySentryHeldSentryBetter Stack, GlitchTipagainst: SentryHoneybadger, Sentryagainst: Datadog Error Tracking, Dynatraceagainst: Datadog Error Tracking, Dynatrace, FullStory, LogRocket, New Relic Errors Inbox, Rollbar, Sentry
Three alternatives
GlitchTip, Highlight.io, HoneybadgerThree alternatives
Honeybadger, PostHog, RaygunFive alternatives
Bugsnag, GlitchTip, Highlight.io, Honeybadger, RollbarThree alternatives
Bugsink, Honeybadger, PostHogTwo alternatives
Bugsnag, GlitchTipPerplexity SonarHoneybadgerBugsnagChangedHoneybadgerSentryagainst: Honeybadgerno first choiceagainst: Datadog Error Tracking
Three alternatives
Better Stack, GlitchTip, SentryTwo alternatives
Firebase Crashlytics, SentryFive alternatives
Better Stack, Bugsnag, Rollbar, Sentry, TrackJSOne alternative
GlitchTipGrok 4.1 FastSentryagainst: Bugsnag, RollbarSentryHeldSentrySentrySentryagainst: AppDynamics, Bugsnag, Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, Raygun
Two alternatives
GlitchTip, HoneybadgerTwo alternatives
Bugsnag, RollbarThree alternatives
GlitchTip, Honeybadger, RollbarOne alternative
GlitchTipThree alternatives
Bugsnag, Honeybadger, RollbarMistral SmallHoneybadgerBugsnagChangedSentrySentryno first choiceagainst: Datadog Error Trackingagainst: Datadog Error Tracking, New Relic Errors Inbox, Sentry
Two alternatives
Better Stack, SentryFour alternatives
Bugsnag, GlitchTip, Honeybadger, RaygunTwo alternatives
Datadog Error Tracking, RollbarDeepSeek V4 FlashSentryagainst: BugsnagSentryHeldHoneybadger, Sentryagainst: AirbrakeSentrySentryagainst: Bugsnag, Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, Rollbar, Sentry
One alternative
RollbarThree alternatives
Airbrake, Honeybadger, RollbarThree alternatives
Bugsnag, GlitchTip, RollbarThree alternatives
Bugsnag, Honeybadger, RollbarThree alternatives
Bugsnag, Honeybadger, RollbarLlama 4 MaverickHoneybadgerno first choiceChangedno first choiceSentryno first choiceagainst: Sentry
One alternative
HoneybadgerThree alternatives
Bugsnag, Datadog Error Tracking, New Relic Errors InboxQwen 3.7 FlashHoneybadger, SentrySentryChangedSentrySentrySentryagainst: Datadog Error Tracking, New Relic Errors Inboxagainst: AppDynamics, Datadog Error Tracking, Dynatrace, GlitchTip, Honeycomb, New Relic Errors Inbox, SigNoz, TrackJS
One alternative
BugsnagTwo alternatives
PostHog, RollbarFour alternatives
Bugsnag, Honeybadger, Raygun, RollbarTwo alternatives
Bugsnag, RollbarOne alternative
RollbarKimi K2SentryHoneybadgerChangedagainst: SentryHoneybadger, Sentryagainst: RaygunGlitchTip, HoneybadgerHoneybadger, Sentryagainst: Bugsnag, Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, Raygun, Sentry
Four alternatives
Bugsnag, GlitchTip, Honeybadger, RollbarOne alternative
GlitchTipThree alternatives
Bugsnag, LogRocket, RollbarTwo alternatives
Rollbar, SentryTwo alternatives
Bugsnag, RollbarGLM 4.7 FlashXSentrySentryHeldagainst: RaygunSentryagainst: Datadog Error Tracking, New Relic Errors InboxSentrySentryagainst: AppSignal, Datadog Error Tracking, Dynatrace, Elastic Stack, Firebase Crashlytics, Honeycomb, Loggly, New Relic Errors Inbox, PostHog, Scout Monitoring, Splunk, Sumo Logic
Four alternatives
Bugsnag, Honeybadger, PostHog, RollbarOne alternative
RollbarFive alternatives
Bugsnag, Honeybadger, LogRocket, Rollbar, TrackJSThree alternatives
GlitchTip, PostHog, RollbarTwo alternatives
Bugsnag, RollbarMiniMax M2.5Rollbar, SentrySentryChangedRollbar, SentrySentryno first choiceagainst: Bugsnag, Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, Rollbar
One alternative
BugsnagThree alternatives
Bugsnag, Honeybadger, RollbarFour alternatives
Airbrake, Bugsnag, Honeybadger, RaygunThree alternatives
GlitchTip, Honeybadger, RollbarGPT-6 LunaSentrySentryHeldSentrySentryno first choiceagainst: Datadog Error Tracking, New Relic Errors Inbox, Rollbar, Sentry
One alternative
HoneybadgerOne alternative
BugsnagFour alternatives
Bugsnag, GlitchTip, Honeybadger, RollbarTwo alternatives
GlitchTip, RollbarMuse Glimmer 30BHoneybadgerSentryChangedSentryHoneybadger, SentrySentryagainst: Bugsnag, Datadog Error Tracking, Dynatrace, New Relic Errors Inbox, Rollbar, Sentry
Two alternatives
Raygun, SentryThree alternatives
Bugsnag, Honeybadger, RollbarFive alternatives
Airbrake, Bugsnag, Honeybadger, LogRocket, RollbarThree alternatives
Bugsnag, GlitchTip, RollbarThree alternatives
Bugsnag, Honeybadger, RollbarBold 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 12:45 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:35 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:40 | yes | 7 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:59 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:32 | yes | 17 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:04 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:24 | yes | 24 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:18 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:48 | yes | 10 | 43 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:35 | yes | 14 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:45 | yes | 21 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:29 | yes | 5 | 7 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:36 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:37 | yes | 13 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:42 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:04 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:44 | yes | 10 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:06 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:48 | yes | 24 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:53 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:46 | yes | 16 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:53 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:00 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:54 | yes | 24 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:28 | yes | 25 | 165 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:05 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:39 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:52 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:25 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:12 | yes | 4 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:38 | yes | 11 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:57 | yes | 14 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:58 | yes | 24 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:58 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:03 | yes | 24 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:42 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:26 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:31 | yes | 18 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:37 | yes | 10 | 107 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:58 | yes | 25 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:25 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:28 | yes | 10 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:55 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:51 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:17 | yes | 17 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:54 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:42 | yes | 19 | 4 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:47 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:57 | yes | 19 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:15 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:08 | yes | 5 | 17 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:31 | yes | 15 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:57 | yes | 25 | 48 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:13 | yes | 10 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:46 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:45 | yes | 14 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:09 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:59 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:31 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:19 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:46 | yes | 9 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:44 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:54 | yes | 21 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:00 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:38 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:33 | yes | 11 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:51 | yes | 8 | 38 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:46 | yes | 5 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:02 | yes | 2 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:13 | yes | 11 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:56 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:22 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:28 | yes | 28 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:48 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:10 | yes | 21 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:03 | yes | 13 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:43 | yes | 21 | 16 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:38 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:47 | yes | 13 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:35 | yes | 21 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:28 | yes | 20 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:18 | yes | 18 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:28 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:40 | yes | 11 | 25 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
New Relic read as New Relic Errors Inbox
Unresolved, counted raw
AppMetrica
Microsoft Clarity
Discontinued, still offered
No shut-down product was recommended here.