PR and media monitoring
Asked as “PR and media monitoring platform”, and as “press outreach and media monitoring tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
42%
Clear leader
42Muck Rack24Brand2410Meltwater24others
42% of first choices, clear leader.
Since October 2026▲+12Since October 2026: 30% → 42%, +12 points. Past the 11-point floor: movement.Muck Rack held the lead, +12 points on 30%, 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
Brand2445%Clear leader▲+13Since October 2026: 32% → 45%, +13 points. Past the 11-point floor: movement.Standing →Mid-market
Muck Rack42%Clear leader▲+12Since October 2026: 30% → 42%, +12 points. Past the 11-point floor: movement.This pageEnterprise
Meltwater52%Clear leader▲+6Since October 2026: 46% → 52%, +6 points. Inside the 11-point floor: within noise.Standing →
Brand2445%Clear leader▲+13Since October 2026: 32% → 45%, +13 points. Past the 11-point floor: movement.Standing →Mid-marketMuck Rack42%Clear leader▲+12Since October 2026: 30% → 42%, +12 points. Past the 11-point floor: movement.This pageEnterpriseMeltwater52%Clear leader▲+6Since October 2026: 46% → 52%, +6 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Muck Rack42%9%57endorsed leader▲+12Since October 2026: 30% → 42%, +12 points. Past the 11-point floor: movement.30% → 42%
Muck Rack42%9%57endorsed leader▲+12Since October 2026: 30% → 42%, +12 points. Past the 11-point floor: movement.30% → 42%02Brand2424%7%45accepted challenger▲+13Since October 2026: 11% → 24%, +13 points. Past the 11-point floor: movement.11% → 24%
Brand2424%7%45accepted challenger▲+13Since October 2026: 11% → 24%, +13 points. Past the 11-point floor: movement.11% → 24%03
Semrush AI PR Toolkit10%9%46accepted challenger▼−4Since October 2026: 14% → 10%, −4 points. Inside the 11-point floor: within noise.14% → 10%
Semrush AI PR Toolkit10%9%46accepted challenger▼−4Since October 2026: 14% → 10%, −4 points. Inside the 11-point floor: within noise.14% → 10%04Meltwater10%38%72criticized challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 11-point floor: within noise.9% → 10%
Meltwater10%38%72criticized challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 11-point floor: within noise.9% → 10%05
Agility PR Solutions4%13%30accepted challenger▼−7Since October 2026: 11% → 4%, −7 points. Inside the 11-point floor: within noise.11% → 4%
Agility PR Solutions4%13%30accepted challenger▼−7Since October 2026: 11% → 4%, −7 points. Inside the 11-point floor: within noise.11% → 4%06
Awario4%0%12accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%
Awario4%0%12accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%07
CisionOne4%43%67criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
CisionOne4%43%67criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%08
Google Alerts Lab in the set2%16%19accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Google Alerts Lab in the set2%16%19accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the five products at 0%, ordered by negative rate
13
BuzzSumo0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
BuzzSumo0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Brandwatch0%23%31accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Brandwatch0%23%31accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Talkwalker0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Talkwalker0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Mention0%11%28accepted challenger▼−11Since October 2026: 11% → 0%, −11 points. Inside the 11-point floor: within noise.11% → 0%
Mention0%11%28accepted challenger▼−11Since October 2026: 11% → 0%, −11 points. Inside the 11-point floor: within noise.11% → 0%10
Onclusive0%7%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Onclusive0%7%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Alerts is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
Muck Rack vs Agility PR SolutionsMuck Rack vs AwarioMuck Rack vs CisionOneMuck Rack vs Google AlertsBrand24 vs Semrush AI PR ToolkitBrand24 vs MeltwaterBrand24 vs Agility PR SolutionsBrand24 vs AwarioBrand24 vs CisionOneBrand24 vs Google AlertsSemrush AI PR Toolkit vs MeltwaterSemrush AI PR Toolkit vs Agility PR SolutionsSemrush AI PR Toolkit vs AwarioSemrush AI PR Toolkit vs CisionOneSemrush AI PR Toolkit vs Google AlertsMeltwater vs Agility PR SolutionsMeltwater vs AwarioMeltwater vs CisionOneMeltwater vs Google AlertsAgility PR Solutions vs AwarioAgility PR Solutions vs CisionOneAgility PR Solutions vs Google AlertsAwario vs CisionOneAwario vs Google AlertsCisionOne vs Google Alerts
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Muck Rack42%
Muck Rack42%02Brand2424%
Brand2424%03Semrush AI PR Toolkit10%
Semrush AI PR Toolkit10%04Meltwater10%
Meltwater10%05Agility PR Solutions4%
Agility PR Solutions4%06Awario4%
Awario4%07CisionOne4%
CisionOne4%08Google Alerts2%
Google Alerts2%09Mention0%
Mention0%10Onclusive0%
Onclusive0%11Brandwatch0%
Brandwatch0%12Talkwalker0%
Talkwalker0%13BuzzSumo0%
BuzzSumo0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, 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.
Meltwater38%
27 of 72 labels negative · 13 of 14 models · 8 hard negative
“As a product/platform, Meltwater was an overpriced, worse alternative to Google alerts and provided no semblance of quality monitoring results” Muse Glimmer 30B, negative prompt
CisionOne43%
29 of 67 labels negative · 12 of 14 models · 8 hard negative
“Cision/CisionOne is the clearest "proceed carefully" name: G2 reviewers report data inaccuracy, irrelevant results, and missed coverage” GPT-5.4 mini, negative prompt
Brandwatch23%
7 of 31 labels negative · 6 of 14 models · 2 hard negative
“What to Avoid on a Limited Budget Enterprise platforms like Meltwater, Cision, or Brandwatch” Grok 4.20, budget prompt
Muck Rack9%
5 of 57 labels negative · 4 of 14 models · 1 hard negative
“Avoid big enterprise platforms like Meltwater, Cision, or Muck Rack” DeepSeek V4 Flash, budget 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
74 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. 792 links across 185 sites, every framing counted. Ranked by the number of answers carrying the site or page. 45 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 · Brand2437 answers · 44 citations · 13 models
25 answers · 52 citations · 11 models
vendor site · LinkedIn25 answers · 27 citations · 9 models
vendor site · Cision23 answers · 33 citations · 9 models
vendor site · HubSpot22 answers · 22 citations · 9 models
vendor site · Muck Rack21 answers · 31 citations · 9 models
vendor site · Guideflow21 answers · 26 citations · 10 models
21 answers · 24 citations · 11 models
20 answers · 20 citations · 11 models
vendor site · PR.co16 answers · 17 citations · 9 models
vendor site · Meltwater15 answers · 18 citations · 8 models
vendor site · Shadow14 answers · 15 citations · 8 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.
29 answers · 10 models
22 answers · 9 models
21 answers · 9 models
18 answers · 10 models
13 answers · 8 models
13 answers · 8 models
11 answers · 8 models
11 answers · 5 models
11 answers · 6 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 pr and media monitoring platform”, “pr and media monitoring platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| Muck Rack muckrack.com | 42% | 143 | 27,100 | 520 | 1,830,983 | 71 | ||
| Brand24 brand24.com | 24% | 218 | 2,900 | 61 | 28,164 | 67 | 5 | |
| Semrush parent site Semrush AI PR Toolkit 10%, Semrush Media Monitoring 0% | 10% | 97 | 90,500 | 2,055 | ||||
| Meltwater meltwater.com | 10% | 300 | 14,800 | 405 | 52,658 | $6 | 36 | 1 |
| Agility PR Solutions agilitypr.com | 4% | 52 | 260 | 2 | 50,433 | 61 | 8 | |
| Awario awario.com | 4% | 70 | 590 | 11 | 37,633 | |||
| CisionOne cision.com | 4% | 172 | 590 | 1 | 150,340 | 58 | ||
| Google parent site Google Alerts 2% | 2% | 137 | 74,000 | 2,448 | ||||
| Mention mention.com | 0% | 85 | 33,100 | 87,852 | 30,126 | |||
| Onclusive onclusive.com | 0% | 42 | 590 | 4 | 14,604 | 8 |
Google's top ten for the two searches hold 16 sites; 5 of them are among the sites the models cited here (agilitypr.com, brand24.com, learn.g2.com, linkedin.com, meltwater.com). The first result for “best pr and media monitoring platform” is gartner.com.
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 PR and media monitoring platform for a mid-market B2B company?”Paraphrase“Which press outreach and media monitoring tool would you recommend to a mid-sized B2B company?”Comparative“What are the top PR and media monitoring platforms and how do they differ?”Budget-constrained“What is the best PR and media monitoring platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a PR and media monitoring platform. What should we look at?”Negative“Which PR and media monitoring platforms should I avoid or be cautious about?”
Claude Haiku 4.5Agility PR Solutions, Muck RackCisionOneChangedCisionOneBrand24no first choiceagainst: Agility PR Solutions, Google Alerts, Hootsuite, Meltwater, Sprout Social
Two alternatives
Mention, Semrush AI PR ToolkitSix alternatives
Agencyport, Business Wire, HubSpot, Muck Rack, Newswire, Semrush PREight alternatives
Agility PR Solutions, Brand24, Google Alerts, Meltwater, Mention, Muck Rack, Onclusive, PropelTwo alternatives
Mention, Semrush AI PR ToolkitGPT-5.4 miniMuck Rackagainst: Agility PR SolutionsMuck RackHeldCisionOneBrand24against: CisionOne, Meltwaterno first choiceagainst: CisionOne, Meltwater, Mention, Onclusive, PR.com
Two alternatives
CisionOne, MeltwaterThree alternatives
CisionOne, Meltwater, Semrush AI PR ToolkitThree alternatives
Agility PR Solutions, Meltwater, Muck RackOne alternative
MentionGemini 3.5 FlashMuck Rackagainst: MeltwaterMuck RackHeldagainst: CisionOne, MeltwaterMuck RackSemrush AI PR Toolkitagainst: CisionOne, Meltwater, Muck Rackno first choiceagainst: CisionOne, Meltwater
Two alternatives
Agility PR Solutions, Semrush AI PR ToolkitThree alternatives
Agility PR Solutions, Propel PR, Semrush AI PR ToolkitSix alternatives
Agility PR Solutions, Brand24, CisionOne, Meltwater, Onclusive, Semrush AI PR ToolkitEight alternatives
Anewstip, Awario, Brand24, Google Alerts, JustReachOut, Mention, Prezly, Talkwalker AlertsSix alternatives
Agility PR Solutions, Brand24, CisionOne, Meltwater, Muck Rack, Signal AIPerplexity SonarMeltwateragainst: CisionOneSemrush AI PR ToolkitChangedCisionOne, MeltwaterAwarioagainst: Brandwatch, CisionOne, Meltwater, Muck Rackno first choiceagainst: AlphaSense, Brand24, BuzzSumo, CisionOne, CoverageBook, Meltwater, Mention, Muck Rack, Semrush AI PR Toolkit
Three alternatives
Agility PR Solutions, Brand24, Muck RackThree alternatives
CisionOne, Meltwater, Muck RackTen alternatives
Brand24, Brandwatch, Determ, Lumen, Mention, Muck Rack, Onclusive, Semrush Media Monitoring, TVEyes, TalkwalkerFour alternatives
Brand24, Google Alerts, Mention, Semrush AI PR ToolkitGrok 4.20Muck Rackagainst: CisionOneMuck RackHeldagainst: CisionOne, MeltwaterCisionOne, Meltwateragainst: BuzzSumo, Hootsuite, Sprout SocialBrand24against: Brandwatch, CisionOne, Meltwater, Semrush AI PR Toolkit, Sprout Socialno first choiceagainst: AlphaSense, Brandwatch, CisionOne, Meltwater, Muck Rack, TVEyes, Talkwalker
Two alternatives
Brand24, MeltwaterThree alternatives
Brand24, Mention, Semrush AI PR ToolkitThree alternatives
Brand24, Brandwatch, TalkwalkerThree alternatives
Awario, Google Alerts, MentionMistral SmallMeltwater, Muck RackMuck RackChangedno first choiceBrand24no first choiceagainst: Brand24, Brandwatch, CisionOne, LexisNexis Newsdesk, Meltwater
Three alternatives
Agility PR Solutions, Mention, Semrush AI PR ToolkitTwo alternatives
Meltwater, Semrush AI PR ToolkitTwo alternatives
Awario, Google AlertsDeepSeek V4 FlashMuck RackMuck RackHeldagainst: CisionOne, MeltwaterMeltwaterAwarioagainst: CisionOne, Meltwater, Muck RackMeltwateragainst: Brandwatchagainst: CisionOne, Meltwater, PR Newswire
Two alternatives
Agility PR Solutions, Brand24One alternative
Semrush AI PR ToolkitFive alternatives
Brand24, CisionOne, Mention, Muck Rack, Semrush AI PR ToolkitThree alternatives
Brand24, BrandMentions, Google AlertsFive alternatives
Agility PR Solutions, CisionOne, Critical Mention, Muck Rack, TVEyesLlama 4 MaverickMuck RackMuck RackHeldno first choiceBrand24no first choiceagainst: Brand24, BuzzSumo, Google Alerts Lab, Hootsuite Insights, Sprout Social's listening add-on, Talkwalker
Three alternatives
Agility PR Solutions, Meltwater, Semrush AI PR ToolkitThree alternatives
Meltwater, Mention, Semrush AI PR ToolkitQwen 3.7 FlashBrand24, MeltwaterMuck RackChangedagainst: CisionOne, Google Alert, MeltwaterCisionOne, MeltwaterBrand24against: CisionOne, Google Alerts, Meltwaterno first choiceagainst: CisionOne
Two alternatives
Agility PR Solutions, Semrush AI PR ToolkitTwo alternatives
BuzzSumo, Reach IntelligenceSix alternatives
Brandwatch, Muck Rack, Onclusive, Semrush AI PR Toolkit, Signal AI, TalkwalkerFour alternatives
Awario, Mention, Semrush AI PR Toolkit, Semrush Media MonitoringKimi K2Brand24, Semrush AI PR Toolkitagainst: MeltwaterMuck RackChangedagainst: Agility PR Solutions, CisionOneCisionOne, MeltwaterBrand24against: CisionOne, Meltwater, Semrush AI PR Toolkit, Sprout SocialCisionOneagainst: Agility PR Solutions, Business Wire, CisionOne, Meltwater, PRWeb
One alternative
CisionOneTwo alternatives
Meltwater, PrezlyFive alternatives
Brand24, Brandwatch, BuzzSumo, Mentionlytics, Semrush AI PR ToolkitTwo alternatives
Awario, Google AlertsTwo alternatives
Meltwater, Muck RackGLM 4.7 FlashXMuck Rackagainst: CisionOneMuck RackHeldCisionOne, Meltwateragainst: Brandwatch, BuzzSumo, Mention, MentionlyticsBrand24against: CisionOne, Meltwater, Semrush AI PR Toolkitno first choiceagainst: Business Wire, Google Alerts, Semrush Media Monitoring
Two alternatives
Brand24, MeltwaterTwo alternatives
Meltwater, Semrush AI PR ToolkitSix alternatives
Agility PR Solutions, Brand24, Muck Rack, Onclusive, Semrush AI PR Toolkit, Signal AIFour alternatives
Awario, Google Alerts, Mention, MentionlyticsMiniMax M2.5Agility PR Solutions, Semrush AI PR ToolkitMuck RackChangedagainst: CisionOne, MeltwaterMeltwaterBrand24, Google Alertsno first choicenothing named
Two alternatives
Brand24, Muck RackTwo alternatives
CisionOne, PrezlySeven alternatives
Brand24, Brandwatch, BuzzSumo, CisionOne, Mentionlytics, Muck Rack, Semrush AI PR ToolkitOne alternative
AwarioGPT-6 LunaMuck RackMuck RackHeldno first choiceSemrush AI PR Toolkitno first choiceagainst: CisionOne, Meltwater
Two alternatives
CisionOne, MeltwaterOne alternative
MeltwaterSeven alternatives
Brandwatch, CisionOne, Lumen, Meltwater, Muck Rack, Onclusive, Semrush AI PR ToolkitThree alternatives
Brand24 Individual, Google Alerts, Talkwalker AlertsMuse Glimmer 30BMeltwaterMuck RackChangedagainst: CisionOne, MeltwaterCisionOne, MeltwaterBrand24against: Brandwatch, CisionOne, Meltwaterno first choiceagainst: CisionOne, Meltwater
Three alternatives
Agility PR Solutions, Brand24, CisionOneTwo alternatives
Agility PR Solutions, Semrush AI PR ToolkitSeven alternatives
Brand24, Brandwatch, Lumen, Mention, Muck Rack, Onclusive, TalkwalkerThree alternatives
Awario, Google Alerts, MentionBold 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 16:10 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:36 | yes | 3 | 8 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 16:53 | yes | 11 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:40 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:49 | yes | 14 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:55 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:07 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:28 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:40 | yes | 5 | 15 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:43 | yes | 19 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:32 | yes | 15 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:42 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:21 | yes | 3 | 9 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:34 | yes | 14 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:13 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:30 | yes | 4 | 4 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 11:58 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:57 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:32 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:43 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:40 | yes | 21 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:43 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:56 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:14 | yes | 15 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:58 | yes | 13 | 41 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:51 | yes | 10 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:14 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:21 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:55 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:28 | yes | 6 | 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 13:37 | yes | 14 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:02 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:31 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:02 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:53 | yes | 24 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:10 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:45 | yes | 20 | 55 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:20 | yes | 15 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:31 | yes | 23 | 139 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:49 | yes | 9 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:03 | yes | 7 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:23 | yes | 12 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:16 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:17 | yes | 1 | 5 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 12:20 | yes | 9 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:31 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:52 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:18 | yes | 23 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:36 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:47 | yes | 5 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:26 | yes | 9 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:34 | yes | 9 | 48 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:28 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:29 | yes | 3 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:00 | yes | 13 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:33 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:03 | yes | 4 | 10 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 10:20 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:12 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:15 | yes | 5 | 36 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:12 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:22 | yes | 23 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:22 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:49 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:35 | yes | 20 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:39 | yes | 14 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:11 | yes | 10 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:23 | yes | 1 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:08 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:55 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:22 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:02 | yes | 10 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:34 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:06 | yes | 24 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:56 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:25 | yes | 24 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:48 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:39 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:59 | yes | 25 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:05 | yes | 24 | 55 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:51 | no | 0 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:57 | yes | 4 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:45 | yes | 24 | 30 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
Agility read as Agility PR Solutions
Cision read as CisionOne
Cision (CisionOne) read as CisionOne
Semrush read as Semrush Media Monitoring
Sprinklr read as Sprinklr Insights
Unresolved, counted raw
Agencyport
Coverage Book
Dataminr
Google Alert
Google Alerts Lab
Isentia
Media Watcher
Newswire
PR.com
PRgloo
Propel PR
Reach Intelligence
Semrush PR
Sprout Social's listening add-on
aclipp
eMedia Monitor
Discontinued, still offered
No shut-down product was recommended here.