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. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · Semrush AI PR Toolkit 14%
30Muck Rack14Semrush AI PR Toolkit11Agility PR Solutions45others
30% of first choices, contested.
Since September 2026▲+5Since September 2026: 24% → 29%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Muck Rack held the lead, +5 points on 24%, 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
Brand2432%Contested▲+2Since September 2026: 31% → 33%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Muck Rack30%Contested▲+5Since September 2026: 24% → 29%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterprise
Meltwater46%Clear leader▼−9Since September 2026: 57% → 48%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Brand2432%Contested▲+2Since September 2026: 31% → 33%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketMuck Rack30%Contested▲+5Since September 2026: 24% → 29%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseMeltwater46%Clear leader▼−9Since September 2026: 57% → 48%, −9 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Muck Rack30%14%50endorsed leader▲+5Since September 2026: 24% → 29%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 29%
Muck Rack30%14%50endorsed leader▲+5Since September 2026: 24% → 29%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 29%02
Semrush AI PR Toolkit14%2%45accepted challenger▼−8Since September 2026: 20% → 12%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 12%
Semrush AI PR Toolkit14%2%45accepted challenger▼−8Since September 2026: 20% → 12%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 12%03Brand2411%5%40accepted challenger▼−4Since September 2026: 14% → 10%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 10%
Brand2411%5%40accepted challenger▼−4Since September 2026: 14% → 10%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 10%04
Mention11%12%33accepted challenger▲+8Since September 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 12%
Mention11%12%33accepted challenger▲+8Since September 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 12%05
Agility PR Solutions11%12%25accepted challenger▼−2Since September 2026: 12% → 10%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 10%
Agility PR Solutions11%12%25accepted challenger▼−2Since September 2026: 12% → 10%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 10%06Meltwater9%30%67criticized challenger▲+4Since September 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 8%
Meltwater9%30%67criticized challenger▲+4Since September 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 8%07
Awario9%8%12accepted challenger▼−6Since September 2026: 16% → 10%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 10%
Awario9%8%12accepted challenger▼−6Since September 2026: 16% → 10%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 10%08
Google Alerts Lab in the set4%17%18accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Google Alerts Lab in the set4%17%18accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%Show the five products at 0%, ordered by negative rate
13
CisionOne0%44%57criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
CisionOne0%44%57criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Brandwatch0%17%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Brandwatch0%17%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
Onclusive0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Onclusive0%10%10accepted 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
Talkwalker0%5%21accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Talkwalker0%5%21accepted 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
Prezly0%0%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%
Prezly0%0%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%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.
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 two times 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 MeltwaterMuck Rack vs AwarioMuck Rack vs Google AlertsSemrush AI PR Toolkit vs Brand24Semrush AI PR Toolkit vs MentionSemrush AI PR Toolkit vs Agility PR SolutionsSemrush AI PR Toolkit vs MeltwaterSemrush AI PR Toolkit vs AwarioSemrush AI PR Toolkit vs Google AlertsBrand24 vs MentionBrand24 vs Agility PR SolutionsBrand24 vs MeltwaterBrand24 vs AwarioBrand24 vs Google AlertsMention vs Agility PR SolutionsMention vs MeltwaterMention vs AwarioMention vs Google AlertsAgility PR Solutions vs MeltwaterAgility PR Solutions vs AwarioAgility PR Solutions vs Google AlertsMeltwater vs AwarioMeltwater vs Google AlertsAwario 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% negative50%
Key
01Muck Rack30%
Muck Rack30%02Semrush AI PR Toolkit14%
Semrush AI PR Toolkit14%03Brand2411%
Brand2411%04Mention11%
Mention11%05Agility PR Solutions11%
Agility PR Solutions11%06Meltwater9%
Meltwater9%07Awario9%
Awario9%08Google Alerts4%
Google Alerts4%09Talkwalker0%
Talkwalker0%10Brandwatch0%
Brandwatch0%11Prezly0%
Prezly0%12Onclusive0%
Onclusive0%13CisionOne0%
CisionOne0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Meltwater30%
20 of 67 labels negative · 11 of 14 models · 8 hard negative
“one of the most frequently criticized platforms in the PR community... The "Relentless" Sales Culture... The Auto-Renewal Trap” Gemini 3.5 Flash, negative prompt
CisionOne44%
25 of 57 labels negative · 10 of 14 models · 9 hard negative
“it has a notorious reputation regarding customer contracts and data quality... "one of the worst renewal reputations in SaaS."” GLM 4.7 FlashX, negative prompt
Muck Rack14%
7 of 50 labels negative · 6 of 14 models
“(Approach with Financial Caution)... you should still be cautious about their sales structure and technical requirements” Gemini 3.5 Flash, negative prompt
Brandwatch17%
4 of 23 labels negative · 4 of 14 models · 1 hard negative
“Opaque pricing, requires demo, typically enterprise-level” Kimi K2, 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
80 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. 1085 links across 184 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Meltwater41 answers · 59 citations · 14 models
vendor site · Shadow38 answers · 67 citations · 12 models
vendor site · Brand2438 answers · 52 citations · 12 models
vendor site · PR.co34 answers · 44 citations · 12 models
vendor site · Guideflow31 answers · 42 citations · 12 models
30 answers · 59 citations · 11 models
30 answers · 38 citations · 12 models
30 answers · 36 citations · 12 models
vendor site · Onclusive30 answers · 35 citations · 12 models
vendor site · Improvado28 answers · 28 citations · 12 models
24 answers · 45 citations · 9 models
vendor site · Prezly24 answers · 36 citations · 10 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.
31 answers · 12 models
28 answers · 12 models
27 answers · 11 models
26 answers · 11 models
19 answers · 10 models
19 answers · 10 models
18 answers · 10 models
17 answers · 10 models
17 answers · 9 models
15 answers · 10 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 | 30% | 127 | 27,100 | 520 | 1,830,983 | 71 | ||
| Semrush parent site Semrush AI PR Toolkit 14% | 14% | 97 | 90,500 | 2,055 | ||||
| Brand24 brand24.com | 11% | 178 | 2,900 | 61 | 28,164 | 67 | 5 | |
| Mention mention.com | 11% | 113 | 33,100 | 87,852 | 30,126 | |||
| Agility PR Solutions agilitypr.com | 11% | 51 | 260 | 2 | 50,433 | 61 | 8 | |
| Meltwater meltwater.com | 9% | 317 | 14,800 | 405 | 52,658 | $6 | 36 | 1 |
| Awario awario.com | 9% | 66 | 590 | 11 | 37,633 | |||
| Google parent site Google Alerts 4% | 4% | 122 | 74,000 | 2,448 | ||||
| Respona respona.com | 2% | 6 | ||||||
| Talkwalker talkwalker.com Talkwalker 0%, Talkwalker Alerts 0% | 0% | 84 | 4,400 | 70 | 70,874 | 21 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (brand24.com, learn.g2.com, meltwater.com, prlab.co). 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 SolutionsAgility PR SolutionsHeldCisionOne, MeltwaterMentionagainst: Awariono first choiceagainst: Hootsuite, Meltwater, Roxhill
Three alternatives
Brand24, Mention, Muck RackThree alternatives
Brand24, Muck Rack, Semrush AI PR ToolkitTwo alternatives
Brand24, Muck RackThree alternatives
Brand24, Google Alerts, Semrush AI PR ToolkitGPT-5.4 miniMuck RackMuck RackHeldMeltwaterBrand24, Mentionagainst: CisionOne, Muck Rackno first choicenothing named
Two alternatives
CisionOne, MeltwaterFour alternatives
Brand24, CisionOne, Meltwater, MentionTwo alternatives
CisionOne, TalkwalkerGemini 3.5 FlashMuck Rackagainst: CisionOneSemrush AI PR ToolkitChangedagainst: CisionOne, Google Alerts, MeltwaterMuck RackAwarioagainst: CisionOne, Meltwater, Muck RackMuck Rackagainst: Agility PR Solutions, Business Wire, CisionOne, Meltwater, Muck Rack, PR Newswire
Two alternatives
Meltwater, Semrush AI PR ToolkitFour alternatives
Agility PR Solutions, Brand24, BuzzStream, Muck RackSeven alternatives
Agility PR Solutions, Brand24, Brandwatch, CisionOne, Meltwater, Mention, TalkwalkerSix alternatives
Brand24, JustReachOut, Mention, Prezly, Semrush AI PR Toolkit, Talkwalker AlertsTwo alternatives
CisionOne, MeltwaterPerplexity SonarMuck Rackagainst: CoverageBookMuck RackHeldno first choiceMentionagainst: Semrush AI PR Toolkitno first choicenothing named
Two alternatives
Meltwater, Semrush AI PR ToolkitTwo alternatives
Respona, Semrush AI PR ToolkitOne alternative
Google AlertsGrok 4.1 FastBrand24against: CisionOne, MeltwaterSemrush AI PR ToolkitChangedagainst: CisionOneCisionOne, MeltwaterAwario, Google Alertsagainst: CisionOne, MeltwaterMeltwateragainst: CisionOne, Google Alerts, Hootsuite, Muck Rack
Two alternatives
Mention, Muck RackThree alternatives
Agility PR Solutions, Brand24, Muck RackFive alternatives
Brand24, Brandwatch, Mention, Muck Rack, TalkwalkerTwo alternatives
Brand24, MentionFour alternatives
Agility PR Solutions, Brandwatch, CisionOne, TalkwalkerMistral SmallMuck RackAwario, Mention, ResponaChangedno first choiceBrand24against: Meltwaterno first choiceagainst: BuzzSumo, Critical Mention, Muck Rack, TVEyes
Two alternatives
Agility PR Solutions, SemrushThree alternatives
Meltwater, Newswire, Semrush AI PR ToolkitTwo alternatives
Google Alerts, TalkwalkerDeepSeek V4 FlashMuck Rackagainst: CisionOneMuck RackHeldagainst: CisionOne, MeltwaterCisionOneAwarioagainst: MentionAgility PR Solutions, Meltwater, Semrush AI PR Toolkitagainst: CisionOneagainst: Agility PR Solutions, Brand24, CisionOne, Critical Mention, Meltwater, Mention, Muck Rack, PR Newswire, Talkwalker
Three alternatives
Brand24, Meltwater, Semrush AI PR ToolkitOne alternative
Semrush AI PR ToolkitEight alternatives
Agility PR Solutions, Awario, Brand24, Brandwatch, Meltwater, Muck Rack, Onclusive, Semrush AI PR ToolkitThree alternatives
Brand24, Google Alerts, Talkwalker AlertsTwo alternatives
Brand24, OnclusiveLlama 4 MaverickAgility PR Solutionsno first choiceChangedno first choiceSemrush AI PR Toolkitno first choiceagainst: Brandwatch, BuzzSumo
Three alternatives
Brand24, Mention, Semrush AI PR ToolkitTwo alternatives
Brand24, MentionQwen 3.7 FlashAgility PR SolutionsMuck RackChangedagainst: CisionOneCisionOne, MeltwaterAwarioagainst: CisionOne, MeltwaterMeltwateragainst: CisionOne, CoverageBook, Meltwater
Two alternatives
Meltwater, Muck RackOne alternative
Semrush AI PR ToolkitSix alternatives
Brand24, Brandwatch, Mention, Semrush AI PR Toolkit, Sprinklr, TalkwalkerFour alternatives
Brand24, BuzzStream, Google Alerts, PrezlyFive alternatives
CisionOne, Muck Rack, Onclusive, PR.co, Semrush AI PR ToolkitKimi K2Semrush AI PR Toolkitagainst: CisionOne, MeltwaterSemrush AI PR ToolkitHeldMeltwateragainst: Brand24Brand24against: Brandwatch, CisionOne, Meltwater, Mentionno first choiceagainst: Agility PR Solutions, Cision / PR Newswire, Meltwater
Two alternatives
Agility PR Solutions, PrezlyTwo alternatives
Agility PR Solutions, PrezlyFour alternatives
Brandwatch, CisionOne, Muck Rack, Semrush AI PR ToolkitThree alternatives
Awario, Google Alerts, Semrush AI PR ToolkitGLM 4.7 FlashXMuck Rackagainst: CisionOne, MeltwaterMuck RackHeldagainst: CisionOne, MeltwaterCisionOne, MeltwaterGoogle Alerts, Mentionno first choiceagainst: BuzzSumo, CisionOne, Google Alerts, Meltwater
Four alternatives
Onclusive, Prezly, Semrush, Semrush AI PR ToolkitTwo alternatives
Brand24, Semrush AI PR ToolkitSix alternatives
Brand24, Brandwatch, Muck Rack, Onclusive, Semrush AI PR Toolkit, TalkwalkerFour alternatives
Awario, Brand24, CoverageBook, Google Analytics 4MiniMax M2.5Brand24, Muck RackMeltwater, Muck RackChangedagainst: Cision Oneno first choiceMentionagainst: CisionOne, Meltwaterno first choiceagainst: Brandwatch, CisionOnenothing named
One alternative
Agility PR SolutionsTwo alternatives
Brandwatch, SprinklrSix alternatives
Brand24, CisionOne, Meltwater, Mention, Muck Rack, TalkwalkerTwo alternatives
Brand24, Semrush AI PR ToolkitGPT-6 LunaMuck RackMuck RackHeldno first choiceagainst: OnclusiveSemrush AI PR Toolkitno first choiceagainst: CisionOne, Meltwater, Muck Rack
One alternative
MeltwaterTwo alternatives
Meltwater, Semrush AI PR ToolkitSix alternatives
Brandwatch, CisionOne, Lumen, Meltwater, Muck Rack, Semrush AI PR ToolkitMuse Glimmer 30BMeltwaterSemrush AI PR ToolkitChangedMeltwateragainst: BrandwatchBrand24against: MentionAgility PR Solutions, Muck Rackagainst: CisionOne, Meltwater
Four alternatives
Agility PR Solutions, Cision One, Muck Rack, Semrush AI PR ToolkitThree alternatives
CisionOne, Meltwater, Muck RackSix alternatives
Brand24, CisionOne, Mention, Muck Rack, Onclusive, TalkwalkerTwo alternatives
Awario, Semrush AI PR ToolkitFour alternatives
Brand24, Meltwater, Mention, Semrush AI PR ToolkitBold 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 14:04 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:45 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:31 | yes | 17 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:59 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:12 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:12 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:48 | yes | 19 | 89 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:53 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:45 | yes | 9 | 44 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:38 | yes | 18 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:44 | yes | 22 | 247 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:49 | yes | 14 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:16 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:30 | yes | 15 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:25 | yes | 9 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:15 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:45 | yes | 15 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:44 | yes | 24 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:51 | yes | 21 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:59 | yes | 9 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:00 | yes | 24 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:42 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:09 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:59 | yes | 15 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:41 | yes | 15 | 90 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:25 | no | 0 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:12 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:31 | yes | 14 | 44 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:01 | yes | 17 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:29 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:07 | yes | 20 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:14 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:55 | yes | 23 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:33 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:24 | yes | 24 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:41 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:03 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:10 | yes | 19 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:20 | yes | 23 | 153 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:33 | yes | 5 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:10 | yes | 8 | 35 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:38 | yes | 13 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:14 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:46 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:24 | yes | 18 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:11 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:24 | yes | 23 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:27 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:46 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:49 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:42 | yes | 20 | 61 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:46 | yes | 20 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:40 | yes | 10 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:50 | yes | 10 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:01 | yes | 2 | 29 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:08 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:46 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:19 | yes | 5 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:39 | yes | 14 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:26 | yes | 17 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:11 | yes | 20 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:57 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:22 | yes | 23 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:28 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:48 | yes | 10 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:46 | yes | 19 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:45 | yes | 14 | 183 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:46 | no | 0 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:18 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:28 | yes | 15 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:22 | yes | 18 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:08 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:15 | yes | 23 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:19 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:54 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:39 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:23 | yes | 24 | 52 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:29 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:59 | yes | 15 | 64 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:30 | yes | 25 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:20 | yes | 24 | 203 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:18 | yes | 5 | 19 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:42 | yes | 4 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:10 | yes | 21 | 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
Cision read as CisionOne
Cision (CisionOne) read as CisionOne
Cision (CisionOne/PRWeb) read as CisionOne
Cision (including CisionOne and Brandwatch, which it owns) read as CisionOne
Unresolved, counted raw
Brand24 or Mention
Newswire
PRNewswire / Business Wire
Discontinued, still offered
No shut-down product was recommended here.