Job advertising and distribution for enterprise buyers
Asked as “programmatic job advertising platform”, and as “job posting distribution tool”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45Appcast18Joveo12JobTarget25others
45% of first choices, clear leader.
Since October 2026▲+2Since October 2026: 43% → 45%, +2 points. Inside the 13-point floor: within noise.Appcast held the lead, +2 points on 43%, inside the 13-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
JobTarget31%Contested▲+7Since October 2026: 24% → 31%, +7 points. Inside the 13-point floor: within noise.Standing →Mid-market
Appcast20%Contested↗new leaderNew leader since October 2026: Appcast (20%) replaces JobTarget (23% then, 20% now), 0 points clear, inside the 13-point floor.Standing →EnterpriseAppcast45%Clear leader▲+2Since October 2026: 43% → 45%, +2 points. Inside the 13-point floor: within noise.This page
JobTarget31%Contested▲+7Since October 2026: 24% → 31%, +7 points. Inside the 13-point floor: within noise.Standing →Mid-marketAppcast20%Contested↗new leaderNew leader since October 2026: Appcast (20%) replaces JobTarget (23% then, 20% now), 0 points clear, inside the 13-point floor.Standing →EnterpriseAppcast45%Clear leader▲+2Since October 2026: 43% → 45%, +2 points. Inside the 13-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Appcast45%7%58endorsed leader▲+2Since October 2026: 43% → 45%, +2 points. Inside the 13-point floor: within noise.43% → 45%
Appcast45%7%58endorsed leader▲+2Since October 2026: 43% → 45%, +2 points. Inside the 13-point floor: within noise.43% → 45%02
Joveo18%0%49accepted challenger▲+3Since October 2026: 15% → 18%, +3 points. Inside the 13-point floor: within noise.15% → 18%
Joveo18%0%49accepted challenger▲+3Since October 2026: 15% → 18%, +3 points. Inside the 13-point floor: within noise.15% → 18%03JobTarget12%6%18accepted challenger▲+10Since October 2026: 2% → 12%, +10 points. Inside the 13-point floor: within noise.2% → 12%
JobTarget12%6%18accepted challenger▲+10Since October 2026: 2% → 12%, +10 points. Inside the 13-point floor: within noise.2% → 12%04
Broadbean8%0%19accepted challenger▲+1Since October 2026: 7% → 8%, +1 point. Inside the 13-point floor: within noise.7% → 8%
Broadbean8%0%19accepted challenger▲+1Since October 2026: 7% → 8%, +1 point. Inside the 13-point floor: within noise.7% → 8%05eQuest6%0%10accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 13-point floor: within noise.0% → 6%
06
Radancy2%5%22accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 13-point floor: within noise.3% → 2%
Radancy2%5%22accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 13-point floor: within noise.3% → 2%07
SmartRecruiters2%0%10accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%
SmartRecruiters2%0%10accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%Show the nine products at 0%, ordered by negative rate
15
ZipRecruiter0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
ZipRecruiter0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%16
Indeed0%55%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Indeed0%55%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%14
LinkedIn Jobs0%53%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
LinkedIn Jobs0%53%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
Veritone Hire0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Veritone Hire0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%09
PandoLogic0%5%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
PandoLogic0%5%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%08
Recruitics0%3%32accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Recruitics0%3%32accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%11
Talroo0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Talroo0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
Adway0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Adway0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%10
Phenom0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Phenom0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Appcast vs IndeedAppcast vs ZipRecruiterAppcast vs BroadbeanAppcast vs LinkedIn JobsJobTarget vs JoveoJobTarget vs WorkableJobTarget vs IndeedJobTarget vs ZipRecruiterJobTarget vs BroadbeanJobTarget vs LinkedIn JobsJoveo vs WorkableJoveo vs IndeedJoveo vs ZipRecruiterJoveo vs BroadbeanJoveo vs LinkedIn JobsWorkable vs IndeedWorkable vs ZipRecruiterWorkable vs BroadbeanWorkable vs LinkedIn JobsIndeed vs ZipRecruiterIndeed vs BroadbeanIndeed vs LinkedIn JobsZipRecruiter vs BroadbeanZipRecruiter vs LinkedIn JobsBroadbean vs LinkedIn Jobs
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 →
01020304e05
0607080910111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Appcast45%
Appcast45%02Joveo18%
Joveo18%03JobTarget12%
JobTarget12%04Broadbean8%
Broadbean8%05eQuest6%
06Radancy2%
Radancy2%07SmartRecruiters2%
SmartRecruiters2%08Recruitics0%
Recruitics0%09PandoLogic0%
PandoLogic0%10Phenom0%
Phenom0%11Talroo0%
Talroo0%12Veritone Hire0%
Veritone Hire0%13Adway0%
Adway0%14LinkedIn Jobs0%
LinkedIn Jobs0%15ZipRecruiter0%
ZipRecruiter0%16Indeed0%
Indeed0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Indeed55%
12 of 22 labels negative · 10 of 14 models · 4 hard negative
“Indeed (and similar aggregators like CareerBuilder or Monster in some markets): Often criticized for overwhelming volumes of unqualified, bot-driven, or irrelevant applications” Grok 4.20, negative prompt
Craigslist100%
8 of 8 labels negative · 8 of 14 models · 5 hard negative
“this lack of verification and high scam prevalence makes Craigslist risky for maintaining brand reputation” Claude Haiku 4.5, negative prompt
Monster89%
8 of 9 labels negative · 8 of 14 models · 4 hard negative
“Why avoid: Consistently rated as having the most negative sentiment among job boards” GLM 4.7 FlashX, negative prompt
LinkedIn Jobs53%
8 of 15 labels negative · 8 of 14 models
“Legitimate platforms including Indeed, LinkedIn, and Craigslist have been noted in consumer protection reports as sites where fake job postings occasionally appear.” MiniMax M2.5, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
79 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. 1022 links across 273 sites, every framing counted. Ranked by the number of answers carrying the site or page. 10 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 · G249 answers · 117 citations · 13 models
vendor site · Joveo45 answers · 78 citations · 13 models
vendor site · Guideflow32 answers · 39 citations · 13 models
vendor site · JobTarget27 answers · 42 citations · 12 models
24 answers · 24 citations · 10 models
vendor site · GitHub22 answers · 22 citations · 9 models
16 answers · 17 citations · 9 models
vendor site · Appcast15 answers · 22 citations · 8 models
15 answers · 15 citations · 10 models
vendor site · Wonderkind14 answers · 16 citations · 9 models
vendor site · Adway14 answers · 14 citations · 9 models
vendor site · LinkedIn12 answers · 18 citations · 9 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.
24 answers · 12 models
24 answers · 12 models
22 answers · 9 models
21 answers · 9 models
21 answers · 10 models
20 answers · 12 models
12 answers · 7 models
12 answers · 8 models
11 answers · 6 models
11 answers · 8 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 programmatic job advertising platform”, “job advertising platforms”, “programmatic job advertising 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 |
|---|---|---|---|---|---|---|---|---|
| Appcast appcast.io | 45% | 160 | 1,600 | 36 | 2,842 | $1,027 | 71 | 1 |
| Joveo joveo.com | 18% | 155 | 720 | 32 | 14,781 | 15 | 3 | |
| JobTarget jobtarget.com JobTarget 12%, JobTarget Programmatic+ 2% | 14% | 70 | 880 | 50 | 104,080 | 1 | 6 | |
| Broadbean broadbean.com | 8% | 36 | 12,100 | 8 | 506 | 0 | 2 | |
| eQuest equest.com | 6% | 11 | ||||||
| VONQ vonq.com VONQ 2%, VONQ Job Post 2% | 4% | 12 | ||||||
| Radancy radancy.com | 2% | 85 | 1,900 | 36 | 7,692 | 5 | 7 | |
| SmartRecruiters smartrecruiters.com | 2% | 168 | 9,900 | 194 | 272,094 | 0 | ||
| Teamtailor teamtailor.com | 2% | 109 | 2,400 | 59 | 42,407 | $230 | 114 | |
| Recruitics recruitics.com | 0% | 68 | 590 | 99,468 | 1,640 | 34 | 5 |
Google's top ten for the three searches hold 17 sites; 6 of them are among the sites the models cited here (adway.ai, appcast.io, jobtarget.com, joveo.com, linkedin.com, selectsoftwarereviews.com). The first result for “best programmatic job advertising platform” is selectsoftwarereviews.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 programmatic job advertising platform for an enterprise B2B company?”Paraphrase“Which job posting distribution tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade job advertising platforms and how do they differ?”Budget-constrained“What is the best programmatic job advertising platform 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 a programmatic job advertising platform. What should we look at?”Negative“Which job advertising platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Appcast, Joveono first choiceChangedJoveoagainst: Workday Recruiting, iCIMSAppcastno first choiceagainst: Craigslist, LinkedIn Jobs, Monster, SimplyHired, ZipRecruiter
One alternative
RadancySix alternatives
Appcast, Beamery, Phenom, Radancy, SmartRecruiters, VONQOne alternative
JoveoGPT-5.4 miniAppcast, Joveoagainst: PandoLogic, Veritone HireeQuestChangedAppcastSmartRecruitersagainst: Appcastno first choicenothing named
One alternative
RadancyThree alternatives
Appcast, LinkedIn Recruiter, ZipRecruiterSix alternatives
Indeed, JobTarget, Radancy, Recruitics, SmartRecruiters, VONQTwo alternatives
Joveo, RecruiticsGemini 3.5 FlashAppcastAppcastHeldAppcast, JoveoAppcast, Joveono first choiceagainst: CareerBuilder, Craigslist, Indeed, Monster, ZipRecruiter
Four alternatives
Joveo, Radancy, Recruitics, Veritone HireThree alternatives
Broadbean, Joveo, PhenomSeven alternatives
Glassdoor, Indeed, LinkedIn Talent Solutions, Phenom, Radancy, Recruitics, Veritone HireOne alternative
PandoLogicPerplexity SonarAppcastJobTargetChangedPhenom, RadancyJoveoagainst: JobTargetno first choiceagainst: CareerBuilder, Craigslist, LinkedIn Jobs, Monster
Three alternatives
Joveo, Radancy, RecruiticsThree alternatives
Appcast, Broadbean, JoveoTen alternatives
Appcast, Avature, Beamery, Indeed, Joveo, LinkedIn Jobs, PandoLogic, Symphony Talent, Talroo, Veritone HireTwo alternatives
Appcast, DE AmplifyGrok 4.20AppcastBroadbeanChangedagainst: Indeed, LinkedIn Jobs, ZipRecruiterAppcast, PandoLogicAppcastagainst: Radancy, Recruiticsno first choiceagainst: AngelList, CareerBuilder, Craigslist, Indeed, Monster, Wellfound
Three alternatives
Joveo, Phenom, RecruiticsFour alternatives
Bullhorn, Idibu, JobTarget, eQuestFive alternatives
Broadbean, Joveo, Radancy, Recruitics, Symphony TalentTwo alternatives
JobTarget, JoveoMistral SmallAppcastBroadbean, eQuestChangedno first choiceAppcastno first choiceagainst: Appcast, Indeed, LinkedIn Jobs, Monster, Talentify
Three alternatives
Adway, Joveo, RecruiticsTwo alternatives
JobTarget, JoveoTwo alternatives
JobTarget, JoveoDeepSeek V4 FlashAppcasteQuestChangedAppcast, JoveoRadancyagainst: Appcastno first choiceagainst: Indeedagainst: CareerBuilder, Craigslist, Facebook Jobs, Google, GrabJobs, Indeed, Meta, Monster
Three alternatives
Joveo, PandoLogic, RecruiticsThree alternatives
Appcast, Broadbean, JoveoEight alternatives
Greenhouse, Lever, PandoLogic, Radancy, Recruitics, SmartRecruiters, Workday Recruiting, iCIMSOne alternative
JoveoLlama 4 MaverickAppcastBroadbeanChangedPhenomAppcastno first choicenothing named
Three alternatives
Recruitics, SmartRecruiters, eQuestFive alternatives
Appcast, Beamery, Cavuno, Joveo, iCIMSQwen 3.7 FlashAppcastBroadbeanChangedAppcast, Veritone HireAppcast, Joveono first choiceagainst: Facebook Jobs, Indeed, X, ZipRecruiter
Two alternatives
Joveo, PandoLogicThree alternatives
Appcast, SmartRecruiters, TalrooOne alternative
BroadbeanKimi K2AppcastJobTargetChangedJoveoTeamtailoragainst: Appcastno first choiceagainst: Glassdoor, Indeed, Jobget, LinkedIn Jobs, ZipRecruiter
Two alternatives
Adway, PandoLogicFive alternatives
Broadbean, Greenhouse, SmartRecruiters, VONQ Job Post, Veritone Job DistributionNine alternatives
Appcast, Beamery, Eightfold AI, Glassdoor, Indeed, LinkedIn Recruiter, PandoLogic, Phenom, RadancyThree alternatives
Ashby, JobTarget, PandoLogicGLM 4.7 FlashXAppcast, JoveoAppcastChangedno first choiceJobTargetno first choiceagainst: Bluesky, CareerBuilder, Craigslist, Facebook Jobs, Indeed, Monster, Reddit, Threads, X
Two alternatives
Recruitics, VONQThree alternatives
Broadbean, JobTarget, JoveoThirteen alternatives
Appcast, Beamery, DirectEmployers (DE) Amplify, Handshake, Indeed Hiring Platform, Joveo, LinkedIn Recruiter, LinkedIn Talent Solutions, Phenom, Radancy, Recruitics, SmartRecruiters, iCIMSTwo alternatives
Appcast, JoveoMiniMax M2.5JoveoJobTarget, VONQ Job PostChangedAppcastJobTarget, VONQno first choiceagainst: Craigslist, Google for Jobs, Indeed, LinkedIn Jobs, Monster
Four alternatives
Appcast, JobTarget, Recruitics, Veritone HireTwo alternatives
Veritone Hire, eQuestFour alternatives
Broadbean, Joveo, PandoLogic, SmartRecruitersOne alternative
AppcastGPT-6 LunaJoveoAppcastChangedAppcast, Joveo, RecruiticsJobTargetno first choiceagainst: Indeed, LinkedIn Jobs
Two alternatives
Appcast, RecruiticsTwo alternatives
Broadbean, JobTargetFive alternatives
Indeed, JobTarget, LinkedIn Jobs, Radancy, TalrooOne alternative
JobingMuse Glimmer 30BAppcast, JoveoAppcastChangedAppcast, JoveoJobTarget Programmatic+Appcastagainst: Craigslist, Facebook Jobs, Indeed, LinkedIn Jobs, ZipRecruiter
One alternative
RadancyTwo alternatives
Broadbean, JobTarget Enterprise Recruitment PlatformFive alternatives
Beamery, Phenom, Radancy, Veritone Hire Programmatic, formerly PandoLogic / pandoIQ, iCIMSTwo alternatives
Appcast, JoveoOne alternative
AdwayBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:21 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:55 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:46 | yes | 8 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:44 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 13 | 36 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:07 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:33 | yes | 21 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:12 | yes | 6 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:27 | yes | 15 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:53 | yes | 10 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:27 | yes | 23 | 73 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:49 | yes | 21 | 62 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:24 | yes | 13 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:25 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:45 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:43 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:26 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:39 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:56 | yes | 23 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:40 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:55 | yes | 5 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:21 | yes | 14 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:06 | yes | 22 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:40 | yes | 9 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:33 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:45 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:45 | yes | 18 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:58 | yes | 7 | 9 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 10:31 | yes | 12 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:41 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 28 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:27 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:56 | yes | 24 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:59 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:47 | yes | 15 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:00 | yes | 25 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:57 | yes | 25 | 64 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:08 | yes | 25 | 68 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:31 | yes | 9 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:31 | yes | 25 | 42 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:38 | yes | 19 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:33 | yes | 3 | 6 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 10:26 | yes | 7 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 9 | 32 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:00 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:27 | yes | 25 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:09 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:40 | yes | 15 | 125 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:17 | yes | 23 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:12 | yes | 22 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:29 | yes | 5 | 59 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:49 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:54 | yes | 17 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:13 | yes | 18 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:31 | no | 0 | 7 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 09:32 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:46 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 15 | 35 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:28 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:44 | yes | 20 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:47 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:12 | yes | 9 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:18 | yes | 22 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:23 | yes | 14 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:41 | yes | 10 | 48 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:32 | yes | 5 | 36 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:43 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:26 | yes | 36 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:34 | yes | 4 | 9 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 12:02 | yes | 10 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:58 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 14 | 34 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:53 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:33 | yes | 25 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:03 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:29 | yes | 24 | 50 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:46 | yes | 24 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:49 | yes | 25 | 58 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:43 | yes | 13 | 157 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:14 | yes | 5 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:26 | yes | 24 | 27 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
Facebook read as Facebook Jobs
LinkedIn read as LinkedIn Jobs
Twitter read as X
Workday read as Workday Recruiting
iCIMS Talent Cloud read as iCIMS
Unresolved, counted raw
Bluesky
Cavuno
DirectEmployers (DE) Amplify
JobTarget Enterprise Recruitment Platform
Jobget
Jobing
Multiposting (SAP)
SAP Idibu
SmartRecruiters Marketing Edition
Threads
Veritone Hire Programmatic, formerly PandoLogic / pandoIQ
Veritone Job Distribution
dstribute.io
Discontinued, still offered
No shut-down product was recommended here.