Job advertising and distribution
Asked as “programmatic job advertising platform”, and as “job posting distribution tool”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
23%
Contested · Appcast 15%
23JobTarget15Appcast12Joveo50others
23% of first choices, contested.
Since September 2026▼−1Since September 2026: 21% → 20%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.JobTarget held the lead, −1 point on 21%, 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.This pageEnterprise
Appcast43%Clear leader▲+9Since September 2026: 36% → 45%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
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.This pageEnterpriseAppcast43%Clear leader▲+9Since September 2026: 36% → 45%, +9 points. Inside the 13-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
01JobTarget23%8%26accepted challenger▼−1Since September 2026: 21% → 20%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.21% → 20%
JobTarget23%8%26accepted challenger▼−1Since September 2026: 21% → 20%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.21% → 20%02Appcast15%15%34accepted challenger▲+2Since September 2026: 15% → 17%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 17%
Appcast15%15%34accepted challenger▲+2Since September 2026: 15% → 17%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 17%03
Joveo12%10%31accepted challenger▼−10Since September 2026: 21% → 11%, −10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.21% → 11%
Joveo12%10%31accepted challenger▼−10Since September 2026: 21% → 11%, −10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.21% → 11%04
Talroo10%0%10accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 9%
Talroo10%0%10accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 9%05
Adway6%0%12accepted challenger▲+4Since September 2026: 3% → 7%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.3% → 7%
Adway6%0%12accepted challenger▲+4Since September 2026: 3% → 7%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.3% → 7%06
ZipRecruiter2%24%21accepted challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%
ZipRecruiter2%24%21accepted challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%07
Broadbean2%9%11accepted challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%
Broadbean2%9%11accepted challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%08
PandoLogic2%14%14accepted 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%14%14accepted 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 six products at 0%, ordered by negative rate
14
CareerBuilder0%82%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
CareerBuilder0%82%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%13
Monster0%64%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%64%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%12
Glassdoor0%47%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%
Glassdoor0%47%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%10
LinkedIn Jobs0%38%26criticized challenger▼−3Since September 2026: 3% → 0%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.3% → 0%
LinkedIn Jobs0%38%26criticized challenger▼−3Since September 2026: 3% → 0%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.3% → 0%09
Indeed0%31%32criticized challenger▼−3Since September 2026: 3% → 0%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.3% → 0%
Indeed0%31%32criticized challenger▼−3Since September 2026: 3% → 0%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.3% → 0%11
Recruitics0%12%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Recruitics0%12%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01JobTarget23%
JobTarget23%02Appcast15%
Appcast15%03Joveo12%
Joveo12%04Talroo10%
Talroo10%05Adway6%
Adway6%06ZipRecruiter2%
ZipRecruiter2%07Broadbean2%
Broadbean2%08PandoLogic2%
PandoLogic2%09Indeed0%
Indeed0%10LinkedIn Jobs0%
LinkedIn Jobs0%11Recruitics0%
Recruitics0%12Glassdoor0%
Glassdoor0%13Monster0%
Monster0%14CareerBuilder0%
CareerBuilder0%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, DeepSeek V4 Flash, 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.
Indeed31%
10 of 32 labels negative · 10 of 14 models · 2 hard negative
“"Indeed has a problem. One in five job listings on the platform may be fake." ... "Indeed has no system to flag or remove these phantom listings."” Muse Glimmer 30B, negative prompt
LinkedIn Jobs38%
10 of 26 labels negative · 10 of 14 models · 1 hard negative
“**LinkedIn** (1.2/5 rating) - Arbitrary account suspensions - Data privacy concerns” Kimi K2, negative prompt
Monster64%
9 of 14 labels negative · 9 of 14 models · 1 hard negative
“Frequently cited as generating excessive spam/recruiter calls” Kimi K2, negative prompt
CareerBuilder82%
9 of 11 labels negative · 7 of 14 models · 1 hard negative
“CareerBuilder specifically called "misleading and fraudulent" by some reviewers” Kimi K2, 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
76 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. 962 links across 267 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 · Guideflow33 answers · 34 citations · 12 models
vendor site · G226 answers · 47 citations · 10 models
vendor site · JobTarget25 answers · 39 citations · 9 models
vendor site · Joveo22 answers · 41 citations · 11 models
22 answers · 23 citations · 11 models
20 answers · 22 citations · 9 models
vendor site · Hyring20 answers · 20 citations · 10 models
16 answers · 19 citations · 8 models
vendor site · Adway16 answers · 18 citations · 10 models
16 answers · 18 citations · 10 models
vendor site · LinkedIn14 answers · 18 citations · 10 models
14 answers · 17 citations · 13 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 · 12 models
21 answers · 11 models
20 answers · 9 models
20 answers · 10 models
17 answers · 9 models
16 answers · 10 models
12 answers · 7 models
12 answers · 9 models
11 answers · 10 models
11 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 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 |
|---|---|---|---|---|---|---|---|---|
| JobTarget jobtarget.com JobTarget 23%, JobTarget Programmatic+ 2% | 25% | 55 | 880 | 50 | 104,080 | 1 | 6 | |
| Appcast appcast.io | 15% | 150 | 1,600 | 36 | 2,842 | $1,027 | 71 | 1 |
| Joveo joveo.com | 12% | 143 | 720 | 32 | 14,781 | 15 | 3 | |
| Talroo talroo.com | 10% | 23 | 880 | 16 | 4,358 | 35 | ||
| Workable workable.com | 8% | 308 | 14,800 | 520 | 698,499 | $14,562 | 77 | |
| Adway adway.ai | 6% | 31 | 390 | 5 | 107 | 0 | 1 | |
| ZipRecruiter ziprecruiter.com | 2% | 80 | 823,000 | 1,508 | 59,482,866 | $8,235 | 120 | |
| Broadbean broadbean.com | 2% | 28 | 12,100 | 8 | 506 | 0 | 2 | |
| PandoLogic pandologic.com | 2% | 35 | 320 | 6 | 431 | |||
| DE Amplify | 2% | 20 | 1 |
Google's top ten for the three searches hold 17 sites; 5 of them are among the sites the models cited here (adway.ai, 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 a mid-market B2B company?”Paraphrase“Which job posting distribution tool would you recommend to a mid-sized B2B company?”Comparative“What are the top job advertising platforms and how do they differ?”Budget-constrained“What is the best programmatic job advertising platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a programmatic job advertising platform. What should we look at?”Negative“Which job advertising platforms should I avoid or be cautious about?”
Claude Haiku 4.5JoveoWorkableChangedJoveoAdway, Appcastno first choiceagainst: CareerBuilder, Craigslist jobs, Facebook Jobs, Glassdoor, Indeed, Instagram, LinkedIn Jobs, Monster, Telegram, TikTok, WhatsApp
Two alternatives
Appcast, JobTargetTwo alternatives
Broadbean, ZipRecruiterTen alternatives
Appcast, Avature, Beamery, Indeed, LinkedIn Jobs, PandoLogic, Phenom, Recruitics, VONQ, ZipRecruiterTwo alternatives
DE Amplify, RecruiticsGPT-5.4 miniJoveoSmartRecruiters, WorkableChangedagainst: Zoho Recruit, iCIMSIndeedJobTargetno first choicenothing named
Four alternatives
Appcast, JobTarget, Talroo, Veritone HireThree alternatives
Google for Jobs, LinkedIn Jobs, ZipRecruiterTwo alternatives
Joveo, Veritone HireGemini 3.5 FlashAdwayLever, WorkableChangedagainst: Appcast, BroadbeanIndeed, LinkedIn Jobs, ZipRecruiteragainst: CareerBuilder, MonsterJobTargetagainst: JoveoJobTargetagainst: Appcast, Joveoagainst: Craigslist, Facebook Jobs, Indeed, Instagram, LinkedIn Jobs, TikTok
Three alternatives
JobTarget, Joveo, Veritone HireThree alternatives
JobTarget, Joveo, PinpointTwo alternatives
Google for Jobs, WellfoundThree alternatives
Appcast, ApplyAds, WonderkindTwo alternatives
Broadbean, DE AmplifyPerplexity SonarStackAdaptBroadbeanChangedno first choiceTalrooagainst: JobG8no first choiceagainst: Facebook Jobs, Indeed, LinkedIn Jobs
Three alternatives
6sense, Appcast, DemandbaseTwo alternatives
Greenhouse, JoveoFour alternatives
Glassdoor, Indeed, LinkedIn Jobs, ZipRecruiterOne alternative
JobTargetGrok 4.1 FastPandoLogicZipRecruiterChangedagainst: JobTarget, LogicMelonIndeed, LinkedIn Jobsagainst: CareerBuilder, MonsterJobTargetagainst: Appcast, Joveo, PandoLogic, Radancy, RecruiticsAppcast, Joveoagainst: Craigslist, CyberCoders, Indeed, Jobgether, Jobot, Lensa, LinkedIn Jobs, Mercor, Swooped, Talentify, ZipRecruiter
Two alternatives
Appcast, RecruiticsTwo alternatives
Indeed, LinkedIn JobsTwo alternatives
Glassdoor, ZipRecruiterOne alternative
AdwayThree alternatives
JobTarget, PandoLogic, TalrooMistral SmallAdaptive TalentLogicMelon, SpradChangedIndeedagainst: CareerBuilder, MonsterAppcastno first choiceagainst: Craigslist, Indeed, LinkedIn Jobs
Two alternatives
JobAdX, TalentBurstTwo alternatives
Appcast, LinkedIn JobsTwo alternatives
DE Amplify, RecruiticsDeepSeek V4 FlashAppcastagainst: RecruiticsJobTargetChangedagainst: eQuestIndeed, LinkedIn Jobsagainst: CareerBuilder, Glassdoor, MonsterDE Amplify, Talrooagainst: Appcastno first choiceagainst: CareerBuilder, Craigslist, Facebook Jobs, Indeed, Intch, LinkedIn Jobs, ZipRecruiter
Three alternatives
Joveo, Talroo, VONQTwo alternatives
Appcast, BroadbeanFive alternatives
Dice, FlexJobs, Handshake, Wellfound, ZipRecruiterOne alternative
JobTargetThree alternatives
Appcast, JobTarget, JoveoLlama 4 Maverickno first choiceno first choiceHeldno first choiceAppcastno first choiceagainst: Intch
Qwen 3.7 FlashAppcastJobTarget, JoveoChangedIndeed, LinkedIn JobsAdzunaagainst: Adlytics, Appcast, SVGno first choiceagainst: Indeed, Intch, LinkedIn Jobs
Three alternatives
Joveo, LinkedIn Ads, TalrooOne alternative
BroadbeanThree alternatives
Joveo, Talroo, ZipRecruiterThree alternatives
Google for Jobs, Jobgether, Simplify.jobsKimi K2Joveoagainst: PandoLogicWorkableChangedagainst: GreenhouseIndeed, LinkedIn Jobsagainst: CareerBuilderJobTarget, Talroono first choiceagainst: CareerBuilder, Glassdoor, Indeed, LinkedIn Jobs, Monster, Upwork, ZipRecruiter
One alternative
AppcastThree alternatives
Appcast, Joveo, LinkedIn Talent HubTwo alternatives
Glassdoor, ZipRecruiterOne alternative
AppcastGLM 4.7 FlashXJobTargetJobTargetHeldIndeed, LinkedIn Jobsagainst: Glassdoor, MonsterAdwayno first choiceagainst: Intch
Four alternatives
Appcast, Joveo, PandoLogic, RecruiticsFour alternatives
Betterteam, Indeed, Joveo, ZipRecruiterSeven alternatives
Dice, FlexJobs, Google for Jobs, Handshake, We Work Remotely, ZipRecruiter, iHire HealthcareTwo alternatives
DE Amplify, Google for JobsMiniMax M2.5Appcast, LinkedIn Talent SolutionsGreenhouseChangedIndeed, LinkedIn JobsAppcast, Talroono first choiceagainst: CareerBuilder, Craigslist, Cyber Focus AI, CyberCoders, Glassdoor, Indeed, Jobgetter/Jobleads, Jobot, Lensa, LinkedIn Jobs, Monster, RemoteHunter, Talentify, ZipRecruiter
Three alternatives
Adway, Indeed Programmatic, PandoLogicTwo alternatives
Lever, WorkableThree alternatives
Glassdoor, Ladders, ZipRecruiterTwo alternatives
Broadbean, JobTargetGPT-6 LunaJobTarget Programmatic+JobTargetChangedIndeedagainst: GlassdoorJobTargetno first choicenothing named
One alternative
AppcastTwo alternatives
Appcast, BroadbeanFour alternatives
Dice, Handshake, LinkedIn Jobs, SnagajobMuse Glimmer 30BJoveoJobTargetChangedIndeedTalrooagainst: JobTargetno first choiceagainst: Glassdoor, Indeed, Jobstreet by SEEK, LinkedIn Jobs, Monster, ZipRecruiter
One alternative
AppcastFive alternatives
Broadbean Job Distribution Platform, Jobvite, Joveo, Recruitee, WorkableSix alternatives
Adway, Glassdoor, LinkedIn Jobs, Meta, Snagajob, ZipRecruiterTwo alternatives
Appcast, BroadbeanBold 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 08:11 | yes | 18 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:00 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:42 | yes | 19 | 36 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:55 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:11 | yes | 13 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:54 | yes | 8 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:09 | yes | 23 | 42 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:41 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:25 | yes | 9 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:35 | yes | 12 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:11 | yes | 22 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:14 | yes | 5 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:40 | yes | 2 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:08 | yes | 17 | 33 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:55 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:21 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:59 | yes | 14 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:07 | yes | 20 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:39 | yes | 20 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:38 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:56 | yes | 21 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:03 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:36 | yes | 5 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:23 | yes | 20 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:17 | yes | 15 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:46 | yes | 14 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:37 | yes | 3 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:13 | yes | 23 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:42 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:08 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:24 | yes | 12 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:04 | yes | 23 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:46 | yes | 21 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:20 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:41 | yes | 24 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:16 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:56 | yes | 14 | 58 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:12 | yes | 15 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:51 | yes | 17 | 216 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:41 | yes | 5 | 13 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:37 | yes | 7 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:32 | yes | 15 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:24 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:24 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:14 | yes | 23 | 51 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:26 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:55 | yes | 22 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:38 | yes | 7 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:39 | yes | 22 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:45 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:47 | no | 0 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:50 | yes | 8 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:08 | yes | 19 | 176 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:55 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:34 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:04 | yes | 20 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:58 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:47 | yes | 7 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:08 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:30 | yes | 16 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:08 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:37 | yes | 17 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:33 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:27 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:31 | yes | 12 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:22 | yes | 13 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:51 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:57 | yes | 3 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:20 | yes | 13 | 31 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:33 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:28 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:30 | yes | 14 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:19 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:55 | yes | 21 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:52 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:11 | yes | 24 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:39 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:38 | yes | 5 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:42 | yes | 13 | 15 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:05 | yes | 9 | 34 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:10 | yes | 13 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:48 | yes | 2 | 10 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:32 | yes | 15 | 35 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
Facebook (Job Listings feature) read as Facebook Jobs
LinkedIn read as LinkedIn Jobs
Meta Ads read as Meta
Stack Overflow Jobs read as Stack Overflow
Unresolved, counted raw
Adlytics
AngelList
AppcastOne
ApplyAds
Automated Job Posting Distribution
Broadbean Job Distribution Platform
CareerOneStop
Craigslist jobs
Cyber Focus AI
FinancialJobsWeb.com
Glassdoor Jobs
Health eCareers
HigherMe
Idealist
Indeed Programmatic
Jobgetter/Jobleads
Jobstreet by SEEK
MarketingHire
Naukri
PR News Job Board
ProBlogger
Remote Healthcare Jobs
RemoteHunter
SVG (Smart Recruiter Group)
Simplify.jobs
Swooped
The Mom Project
Trabajo
eFinancialCareers
iHire Healthcare
Discontinued, still offered
No shut-down product was recommended here.