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. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
43%
Clear leader
43Appcast15Joveo07Broadbean35others
43% of first choices, clear leader.
Since September 2026▲+9Since September 2026: 36% → 45%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Appcast held the lead, +9 points on 36%, 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
JobTarget24%Contested▲+5Since September 2026: 19% → 24%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketJobTarget23%Contested▼−1Since September 2026: 21% → 20%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Appcast43%Clear leader▲+9Since September 2026: 36% → 45%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This page
JobTarget24%Contested▲+5Since September 2026: 19% → 24%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketJobTarget23%Contested▼−1Since September 2026: 21% → 20%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseAppcast43%Clear leader▲+9Since September 2026: 36% → 45%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Appcast43%2%50endorsed leader▲+9Since September 2026: 36% → 45%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.36% → 45%
Appcast43%2%50endorsed leader▲+9Since September 2026: 36% → 45%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.36% → 45%02
Joveo15%0%43accepted challenger▲+1Since September 2026: 14% → 15%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 15%
Joveo15%0%43accepted challenger▲+1Since September 2026: 14% → 15%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 15%03
Broadbean7%8%12accepted challenger▼−10Since September 2026: 14% → 4%, −10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 4%
Broadbean7%8%12accepted challenger▼−10Since September 2026: 14% → 4%, −10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 4%04
Radancy3%4%23accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 4%
Radancy3%4%23accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 4%05
Recruitics2%0%26accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Recruitics2%0%26accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%06
Adway2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Adway2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%07
PandoLogic2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
PandoLogic2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%Show the four products at 0%, ordered by negative rate
11
Monster0%93%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Monster0%93%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%10
Indeed0%74%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Indeed0%74%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%09
LinkedIn Jobs0%67%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
LinkedIn Jobs0%67%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%08
ZipRecruiter0%67%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
ZipRecruiter0%67%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 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 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 twenty-eight head-to-head pages: the top eight products, each against each
JobTarget vs AdwayJobTarget vs ZipRecruiterJobTarget vs BroadbeanJobTarget vs PandoLogicAppcast vs JoveoAppcast vs TalrooAppcast vs AdwayAppcast vs ZipRecruiterAppcast vs BroadbeanAppcast vs PandoLogicJoveo vs TalrooJoveo vs AdwayJoveo vs ZipRecruiterJoveo vs BroadbeanJoveo vs PandoLogicTalroo vs AdwayTalroo vs ZipRecruiterTalroo vs BroadbeanTalroo vs PandoLogicAdway vs ZipRecruiterAdway vs BroadbeanAdway vs PandoLogicZipRecruiter vs BroadbeanZipRecruiter vs PandoLogicBroadbean vs PandoLogic
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Appcast43%
Appcast43%02Joveo15%
Joveo15%03Broadbean7%
Broadbean7%04Radancy3%
Radancy3%05Recruitics2%
Recruitics2%06Adway2%
Adway2%07PandoLogic2%
PandoLogic2%08ZipRecruiter0%
ZipRecruiter0%09LinkedIn Jobs0%
LinkedIn Jobs0%10Indeed0%
Indeed0%11Monster0%
Monster0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Monster93%
13 of 14 labels negative · 12 of 14 models · 3 hard negative
“Legacy boards with massive resume databases focused on quantity over quality... minimal value-add for enterprises” Grok 4.1 Fast, negative prompt
Indeed74%
14 of 19 labels negative · 11 of 14 models · 1 hard negative
“Platforms to Avoid or Use Sparingly: - **Indeed**: ... it floods recruiters with unqualified applicants, bots, AI-generated resumes, and low-quality leads” Grok 4.1 Fast, negative prompt
LinkedIn Jobs67%
10 of 15 labels negative · 10 of 14 models
“LinkedIn\u2019s slot-based purchasing model can be costly for employers who don\u2019t see a direct link between spend and performance” Mistral Small, negative prompt
ZipRecruiter67%
8 of 12 labels negative · 7 of 14 models
“ZipRecruiter, LinkedIn, Monster, SimplyHired, and Indeed ranked as the five highest-scoring platforms on what researchers called a "privacy damaging score."” Claude Haiku 4.5, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1157 links across 324 sites, every framing counted. Ranked by the number of answers carrying the site or page. 38 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 · Guideflow48 answers · 52 citations · 12 models
vendor site · Joveo36 answers · 58 citations · 13 models
vendor site · G234 answers · 72 citations · 13 models
32 answers · 37 citations · 12 models
vendor site · Adway25 answers · 35 citations · 11 models
22 answers · 25 citations · 10 models
22 answers · 22 citations · 11 models
20 answers · 24 citations · 10 models
vendor site · Pin18 answers · 22 citations · 8 models
18 answers · 19 citations · 9 models
vendor site · Hyring18 answers · 18 citations · 10 models
vendor site · Noon16 answers · 16 citations · 11 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.
43 answers · 12 models
31 answers · 12 models
20 answers · 10 models
20 answers · 10 models
18 answers · 9 models
18 answers · 9 models
18 answers · 10 models
18 answers · 9 models
14 answers · 10 models
13 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 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 | 43% | 150 | 1,600 | 36 | 2,842 | $1,027 | 71 | 1 |
| Joveo joveo.com | 15% | 143 | 720 | 32 | 14,781 | 15 | 3 | |
| Broadbean broadbean.com | 7% | 28 | 12,100 | 8 | 506 | 0 | 2 | |
| Workday parent site Workday Recruiting 7% | 7% | 167 | 1,220,000 | 23,848 | ||||
| SmartRecruiters smartrecruiters.com | 5% | 151 | 9,900 | 194 | 272,094 | 0 | ||
| Radancy radancy.com | 3% | 56 | 1,900 | 36 | 7,692 | 5 | 7 | |
| DE Amplify | 3% | 20 | 1 | |||||
| iCIMS icims.com | 3% | 147 | 27,100 | 667 | 1,165,712 | $5,674 | 26 | |
| JobTarget jobtarget.com JobTarget 2%, JobTarget Programmatic+ 2% | 3% | 55 | 880 | 50 | 104,080 | 1 | 6 | |
| Recruitics recruitics.com | 2% | 62 | 590 | 99,468 | 1,640 | 34 | 5 |
Google's top ten for the three searches hold 17 sites; 3 of them are among the sites the models cited here (adway.ai, joveo.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 4.5AppcastSmartRecruiters, Workday RecruitingChangedAppcastDE Amplifyno first choiceagainst: CareerBuilder, Indeed, LinkedIn Jobs, Monster, SimplyHired, ZipRecruiter
Three alternatives
DE Amplify, Joveo, RecruiticsTwo alternatives
Broadbean, MokaHRFive alternatives
Avature, Beamery, Joveo, Phenom, RecruiticsThree alternatives
Adway, Appcast, JoveoGPT-5.4 miniJoveoAppcastChangedno first choiceDE Amplifyagainst: Boostpoint, Jobing, Monsterno first choiceagainst: Facebook Jobs, Google
Three alternatives
Appcast, Radancy, RecruiticsTwo alternatives
DE Amplify, Veritone Hire Job DistributionOne alternative
JobTargetGemini 3.5 FlashJoveoagainst: Indeed, ZipRecruiterAppcast, BroadbeanChangedAppcastVeritone Hireno first choiceagainst: Fiverr, Freelancer, Indeed, LinkedIn "Easy Apply", Meta, TikTok, Upwork, ZipRecruiter
Three alternatives
Appcast, Radancy, RecruiticsThree alternatives
Joveo, Symphony Talent, eQuestFive alternatives
Adway, Joveo, Radancy, Recruitics, Veritone HireTwo alternatives
Joveo, Radancy Talent Acquisition CloudPerplexity SonarAppcastSmartRecruitersChangedno first choiceagainst: Bullhorn, Eightfold AI, GreenhouseAppcastno first choiceagainst: Glassdoor, Indeed, LinkedIn Jobs, Monster
Three alternatives
Demandbase, JobTarget, JoveoFour alternatives
Appcast, Broadbean, JobDiva, iCIMSTwo alternatives
Clinch, JoveoGrok 4.1 FastAppcastAppcast, BroadbeanChangedagainst: Greenhouse, JobTarget, Leverno first choiceAppcastagainst: LinkedIn JobsAppcast, Joveo, PandoLogic, Recruiticsagainst: CareerBuilder, Craigslist, Glassdoor, Indeed, Monster
Four alternatives
Joveo, PandoLogic, Radancy, RecruiticsThree alternatives
Joveo, PandoLogic, RecruiticsMistral SmallAppcast, Joveoagainst: IndeedWorkday RecruitingChangedAppcastAppcastno first choiceagainst: Glassdoor, Indeed, LinkedIn Jobs, Monster, ZipRecruiter
Two alternatives
Adway, LinkedIn AdsOne alternative
LogicMelonThree alternatives
Beamery, Joveo, PhenomTwo alternatives
DE Amplify, JoveoDeepSeek V4 FlashAppcastAppcastHeldagainst: Broadbean, PandoLogic, iCIMSAppcast, JoveoAppcastAppcast, Joveoagainst: Radancyagainst: CareerBuilder, Craigslist, Glassdoor, Indeed, LinkedIn Jobs, Monster, ZipRecruiter
Three alternatives
Joveo, Radancy, RecruiticsOne alternative
JobTargetFour alternatives
Radancy, Recruitics, SmartRecruiters, iCIMSTwo alternatives
SmartDreamers, Symphony TalentTwo alternatives
Adway, RecruiticsLlama 4 MaverickAppcastWorkday RecruitingChangedno first choiceAppcastAppcastagainst: Indeed, LinkedIn Jobs, Monster
Two alternatives
LogicMelon, SmoothHiringTwo alternatives
Adaptive Talent, TalentBurstTwo alternatives
Joveo, RadancyQwen 3.7 FlashAdzuna, Brainlyagainst: IndeedSmartRecruitersChangedIndeed, LinkedIn Recruiteragainst: MonsterAppcastno first choiceagainst: Craigslist, Indeed, Monster, ZipRecruiter
Two alternatives
Jora, SourcifiFour alternatives
Greenhouse, Jobvite, Lever, iCIMSFour alternatives
Built In, Dice, Glassdoor, ZipRecruiterTwo alternatives
DE Amplify, JoveoKimi K2Appcast, JoveoAppcast, iCIMSChangedagainst: SmartRecruitersIndeed for Business, LinkedIn Talent SolutionsJoveoRadancyagainst: CareerBuilder, Indeed, LinkedIn Jobs, Monster, ZipRecruiter
Two alternatives
Recruitics, Veritone HireOne alternative
Veritone Job DistributionSix alternatives
Appcast, Broadbean, Joveo, Radancy, SAP SuccessFactors Recruiting, Workday RecruitingThree alternatives
PandoLogic, Radancy, RecruiticsThree alternatives
Joveo, Recruitics, Symphony TalentGLM 4.7 FlashXAppcastAppcastHeldAppcast, Joveoagainst: CareerBuilder, Monster, SAP SuccessFactors, Workday RecruitingAppcastno first choicenothing named
Five alternatives
Adway, Joveo, Radancy, Recruitics, Veritone HireFour alternatives
Broadbean, JobTarget, Joveo, RadancySeven alternatives
Beamery, Broadbean, Indeed, LinkedIn Jobs, Phenom, Recruitics, foTwo alternatives
Joveo, VONQMiniMax M2.5Adway, JoveoWorkday Recruiting, iCIMSChangedno first choiceRadancyagainst: Appcastno first choiceagainst: Glassdoor, Indeed, LinkedIn Jobs, Monster
One alternative
LinkedIn Talent SolutionsThree alternatives
Greenhouse, Lever, SmartRecruitersTwo alternatives
Broadbean, JoveoGPT-6 LunaAppcastBroadbeanChangedno first choiceJobTarget Programmatic+no first choiceagainst: Google Ads, LinkedIn Jobs
Three alternatives
Joveo, Radancy, RecruiticsOne alternative
AppcastTwo alternatives
Appcast, JoveoMuse Glimmer 30BAppcast, JoveoBroadbeanChangedAppcastJobTargetno first choiceagainst: Indeed, LinkedIn Jobs, Monster, SimplyHired, ZipRecruiter
One alternative
AdwayTwo alternatives
SmartRecruiters, Workday RecruitingEight alternatives
Adway, Indeed Hiring Platform, Joveo, LinkedIn Ads, LinkedIn Jobs, Meta, PandoLogic, Veritone HireOne alternative
DE AmplifyBold 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 08:54 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:48 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:07 | yes | 17 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:10 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:31 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:46 | yes | 9 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:40 | yes | 19 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:58 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:37 | no | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:33 | yes | 8 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:31 | yes | 19 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:57 | yes | 5 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:51 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:19 | yes | 16 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:08 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:19 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:22 | yes | 14 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:40 | yes | 35 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:38 | yes | 24 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:49 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:22 | yes | 23 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:06 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:51 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:43 | yes | 18 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:30 | yes | 14 | 39 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:31 | yes | 14 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:59 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:48 | yes | 13 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:07 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:47 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:30 | yes | 28 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:58 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:17 | yes | 24 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:12 | yes | 8 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:46 | yes | 25 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:23 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:14 | no | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:42 | yes | 25 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:21 | yes | 24 | 71 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:59 | yes | 9 | 52 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:06 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:55 | yes | 24 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:28 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:46 | yes | 5 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:40 | yes | 17 | 33 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:29 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:12 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:01 | yes | 7 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:24 | yes | 24 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:36 | yes | 8 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:16 | yes | 20 | 120 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:35 | yes | 22 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:37 | yes | 21 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:19 | yes | 21 | 57 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:57 | yes | 2 | 29 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:45 | yes | 19 | 43 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:45 | yes | 36 | 20 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:58 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:06 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:32 | yes | 18 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:05 | yes | 20 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:31 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:28 | yes | 20 | 56 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:56 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:16 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:34 | yes | 17 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:36 | yes | 19 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:05 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:52 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:53 | yes | 13 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:46 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:32 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:14 | yes | 21 | 33 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:20 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:54 | yes | 25 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:38 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:20 | yes | 22 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:00 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:54 | yes | 24 | 77 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:42 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:53 | yes | 19 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:43 | yes | 20 | 57 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:38 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:15 | yes | 13 | 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
Meta Ads read as Meta
Workday read as Workday Recruiting
Unresolved, counted raw
Aduna
Adway.ai
Datapeople
Google Ads
Indeed for Business
JobGet
Jobcase
Jobing
Jobvite Recruitment Marketing
Jora
Monster Connect
OnBrand
Radancy Talent Acquisition Cloud
Sourcifi
TripAdvisor (via Ripple)
Veritone Hire Job Distribution (formerly Broadbean)
Veritone Job Distribution (formerly Broadbean)
fo
Discontinued, still offered
No shut-down product was recommended here.