Job advertising and distribution
Asked as “programmatic job advertising platform”, and as “job posting distribution tool”, on behalf of a mid-market B2B company. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
20Appcast20JobTarget18Joveo43others
20% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Appcast (20%) replaces JobTarget (23% then, 20% now), 0 points clear, inside the 13-point floor.Appcast leads at 20%, replacing JobTarget, which led at 23% and stands at 20% now: 0 points clear, inside the floor, so the swap reads as unsettled.
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.This pageEnterpriseAppcast45%Clear leader▲+2Since October 2026: 43% → 45%, +2 points. Inside the 13-point floor: within noise.Standing →
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.This pageEnterpriseAppcast45%Clear leader▲+2Since October 2026: 43% → 45%, +2 points. Inside the 13-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Appcast20%12%43accepted challenger▲+5Since October 2026: 15% → 20%, +5 points. Inside the 13-point floor: within noise.15% → 20%
Appcast20%12%43accepted challenger▲+5Since October 2026: 15% → 20%, +5 points. Inside the 13-point floor: within noise.15% → 20%02JobTarget20%0%29accepted challenger▼−3Since October 2026: 23% → 20%, −3 points. Inside the 13-point floor: within noise.23% → 20%
JobTarget20%0%29accepted challenger▼−3Since October 2026: 23% → 20%, −3 points. Inside the 13-point floor: within noise.23% → 20%03
Joveo18%16%38accepted challenger▲+6Since October 2026: 12% → 18%, +6 points. Inside the 13-point floor: within noise.12% → 18%
Joveo18%16%38accepted challenger▲+6Since October 2026: 12% → 18%, +6 points. Inside the 13-point floor: within noise.12% → 18%04
Workable13%0%12accepted challenger▲+5Since October 2026: 8% → 13%, +5 points. Inside the 13-point floor: within noise.8% → 13%
Workable13%0%12accepted challenger▲+5Since October 2026: 8% → 13%, +5 points. Inside the 13-point floor: within noise.8% → 13%05
Indeed5%37%35criticized challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise.0% → 5%
Indeed5%37%35criticized challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise.0% → 5%06
ZipRecruiter5%30%30criticized challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise.2% → 5%
ZipRecruiter5%30%30criticized challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise.2% → 5%07
Broadbean5%9%11accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise.2% → 5%
Broadbean5%9%11accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise.2% → 5%08
LinkedIn Jobs2%37%30criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
LinkedIn Jobs2%37%30criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
13
Monster0%65%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Monster0%65%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
Glassdoor0%29%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Glassdoor0%29%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Recruitics0%17%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Recruitics0%17%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Handshake0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Handshake0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Talroo0%0%11accepted challenger▼−10Since October 2026: 10% → 0%, −10 points. Inside the 13-point floor: within noise.10% → 0%
Talroo0%0%11accepted challenger▼−10Since October 2026: 10% → 0%, −10 points. Inside the 13-point floor: within noise.10% → 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.
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Appcast20%
Appcast20%02JobTarget20%
JobTarget20%03Joveo18%
Joveo18%04Workable13%
Workable13%05Indeed5%
Indeed5%06ZipRecruiter5%
ZipRecruiter5%07Broadbean5%
Broadbean5%08LinkedIn Jobs2%
LinkedIn Jobs2%09Talroo0%
Talroo0%10Handshake0%
Handshake0%11Recruitics0%
Recruitics0%12Glassdoor0%
Glassdoor0%13Monster0%
Monster0%What they warned about
One 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 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
Indeed37%
13 of 35 labels negative · 12 of 14 models · 1 hard negative
“Avoid Enterprise-heavy platforms (like Monster/Indeed's traditional enterprise packages)” Qwen 3.7 Flash, direct prompt
LinkedIn Jobs37%
11 of 30 labels negative · 11 of 14 models
“Scammers can post or impersonate employers on mainstream platforms too—including Indeed and LinkedIn—so treat the *listing and recruiter* as unverified until you check them.” GPT-6 Luna, negative prompt
Monster65%
11 of 17 labels negative · 9 of 14 models · 2 hard negative
“Avoid Enterprise-heavy platforms (like Monster/Indeed's traditional enterprise packages)” Qwen 3.7 Flash, direct prompt
ZipRecruiter30%
9 of 30 labels negative · 8 of 14 models
“ZipRecruiter often sends automated mass invites that lead to high application volume but very low candidate quality” Gemini 3.5 Flash, 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
73 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. 797 links across 198 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 · G237 answers · 85 citations · 14 models
vendor site · JobTarget36 answers · 57 citations · 13 models
vendor site · Joveo31 answers · 63 citations · 11 models
vendor site · Guideflow19 answers · 26 citations · 9 models
17 answers · 17 citations · 9 models
vendor site · Recruit CRM15 answers · 17 citations · 8 models
vendor site · Wonderkind15 answers · 16 citations · 9 models
13 answers · 13 citations · 10 models
11 answers · 30 citations · 11 models
11 answers · 11 citations · 8 models
vendor site · Adway10 answers · 14 citations · 7 models
9 answers · 11 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.
28 answers · 12 models
15 answers · 13 models
15 answers · 8 models
15 answers · 8 models
15 answers · 9 models
13 answers · 7 models
12 answers · 6 models
11 answers · 9 models
11 answers · 7 models
11 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 |
|---|---|---|---|---|---|---|---|---|
| JobTarget jobtarget.com JobTarget 20%, JobTarget Programmatic+ 7% | 26% | 70 | 880 | 50 | 104,080 | 1 | 6 | |
| Appcast appcast.io | 20% | 160 | 1,600 | 36 | 2,842 | $1,027 | 71 | 1 |
| Joveo joveo.com | 18% | 155 | 720 | 32 | 14,781 | 15 | 3 | |
| Workable workable.com | 13% | 332 | 14,800 | 520 | 698,499 | $14,562 | 77 | |
| Indeed indeed.com | 5% | 131 | 13,600,000 | 15,808 | 179,855,751 | $54,963 | 85 | |
| ZipRecruiter ziprecruiter.com | 5% | 97 | 823,000 | 1,508 | 59,482,866 | $8,235 | 120 | |
| Broadbean broadbean.com | 5% | 36 | 12,100 | 8 | 506 | 0 | 2 | |
| LinkedIn parent site LinkedIn Jobs 2%, LinkedIn Recruiter 2% | 3% | 108 | 11,100,000 | 77,031 | ||||
| PandoLogic pandologic.com | 2% | 44 | 320 | 6 | 431 | |||
| Coveto | 2% |
Google's top ten for the three searches hold 17 sites; 4 of them are among the sites the models cited here (adway.ai, jobtarget.com, 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 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 4.5Appcast, Joveono first choiceChangedIndeedAppcast, DE Amplifyno first choiceagainst: CareerBuilder, Glassdoor, Indeed, LinkedIn Jobs, Monster, SimplyHired, ZipRecruiter
Three alternatives
LinkedIn Ads, Recruitics, StackAdaptFour alternatives
Appcast, Joveo, LinkedIn Jobs, ZipRecruiterThree alternatives
JobTarget, LinkedIn Campaign Manager, RecruiticsGPT-5.4 miniJoveoJobTargetChangedIndeedagainst: MonsterJobTargetagainst: Appcast, Joveono first choiceagainst: Indeed, LinkedIn Jobs
Three alternatives
JobTarget, PandoLogic, Veritone HireTwo alternatives
Appcast, BroadbeanThree alternatives
Glassdoor, Google for Jobs, LinkedIn JobsOne alternative
TalrooGemini 3.5 FlashPandoLogicWorkableChangedLinkedIn JobsIndeedagainst: Appcast, Joveo, Veritone Hireno first choiceagainst: CareerBuilder, Craigslist, FlexJobs, Indeed, Jooble, Lensa, Monster, SimplyHired, Talent.com, Telegram, Virtual Vocations, WhatsApp, ZipRecruiter
Three alternatives
Appcast, Joveo, RecruiticsFour alternatives
Broadbean, Greenhouse, Lever, RecruiteeFive alternatives
Built In, Indeed, Snagajob, Wellfound, ZipRecruiterThree alternatives
Recruitology, Talroo, ZipRecruiterPerplexity SonarJobTargetWorkableChangedIndeed, LinkedIn JobsJobTarget Programmatic+against: Joveo, Recruiticsno first choiceagainst: Craigslist, Facebook Marketplace, Glassdoor, Indeed, LinkedIn Jobs, ZipRecruiter
Three alternatives
Appcast, Joveo, RecruiticsThree alternatives
Betterteam, JobTarget, ZipRecruiterSix alternatives
Appcast, Dice, Handshake, Joveo, Recruitics, ZipRecruiterOne alternative
AppcastGrok 4.20JoveoLinkedIn Recruiter, WorkableChangedagainst: Broadbean, Indeed, ZipRecruiterIndeed Hiring Platform, LinkedIn Jobs, ZipRecruiteragainst: MonsterJobTargetagainst: Appcastno first choiceagainst: Craigslist, Facebook Jobs, Fiverr, FlexJobs, Glassdoor, Indeed, LinkedIn Jobs, Monster, Upwork, ZipRecruiter
Four alternatives
Appcast, JobTarget, Talroo, Veritone HireTwo alternatives
Betterteam, RecruiteeFour alternatives
Handshake, JobTarget, Joveo, WorkableThree alternatives
Joveo, Sprad, TalrooMistral SmallAppcast, JobTargetBroadbean, WorkableChangedno first choiceBroadbean, Joveono first choiceagainst: Indeed, LinkedIn Jobs, ZipRecruiter
Two alternatives
Joveo, RadancyOne alternative
AppcastDeepSeek V4 FlashJobTargetagainst: RecruiticsWorkableChangedIndeed, LinkedIn JobsAppcastJoveoagainst: CareerBuilder, Craigslist, CyberCoders, Facebook Jobs, Indeed, Jobgether, Jobleads, Jobot, Lensa, LinkedIn Jobs, Mercor, Monster, Swooped, Talentify, ZipRecruiter
Two alternatives
Appcast, JoveoTwo alternatives
Breezy HR, RecruiteeSeven alternatives
Appcast, Dice, Health eCareers, Joveo, Monster, ZipRecruiter, eFinancialCareersTwo alternatives
JobTarget Programmatic+, TalrooFour alternatives
Appcast, Radancy, Recruitics, Veritone HireLlama 4 MaverickAppcastCoveto, Indeed, WorkableChangedLinkedIn JobsAppcast, Broadbean, JobTarget, Joveono first choiceagainst: Crossover.com, Indeed, Jobleads.com, LinkedIn Jobs, Local Job Matcher
Two alternatives
JobTarget, RecruiticsFour alternatives
Glassdoor, Indeed, Simplify, ZipRecruiterQwen 3.7 FlashAppcastagainst: Indeed, MonsterWorkableChangedagainst: Greenhouse, LeverIndeed, LinkedIn JobsZipRecruiteragainst: Appcast, Joveono first choiceagainst: CareerBuilder, Craigslist, Monster
Two alternatives
Joveo, PandoLogicThree alternatives
Coveto, LinkedIn Jobs, ZipRecruiterFour alternatives
Joveo, Upwork, Wellfound, ZipRecruiterThree alternatives
JobTarget, Talent.com, TalrooKimi K2Appcast, JobTargetagainst: Joveo, PandoLogic, RecruiticsWorkableChangedagainst: Betterteam, Greenhouse, Lever, ZipRecruiterIndeedagainst: CareerBuilder, Glassdoor, MonsterAppcastno first choiceagainst: Backpage, Craigslist, Indeed, LinkedIn Jobs
One alternative
TalrooOne alternative
Breezy HRTwo alternatives
LinkedIn Jobs, ZipRecruiterThree alternatives
Adway, JobTarget, SpradGLM 4.7 FlashXAppcast, JoveoIndeed, LinkedIn Jobs, ZipRecruiterChangedIndeed, LinkedIn JobsJobTargetno first choiceagainst: Bebee, CareerBuilder, Dice, Jobot, Ladders, Lensa, LinkedIn Jobs, Monster, Talentify
Three alternatives
JobTarget, Recruitics, VONQTwo alternatives
Broadbean, CollectiveEight alternatives
Appcast, Dice, FlexJobs, Glassdoor, Handshake, Joveo, Wellfound, ZipRecruiterFour alternatives
Adway, Broadbean, Joveo, SpradMiniMax M2.5JoveoJoveoHeldIndeed, LinkedIn JobsJobTarget, Joveono first choicenothing named
Three alternatives
Appcast, JobTarget, RecruiticsThree alternatives
Appcast, Betterteam, BroadbeanEight alternatives
Appcast, Handshake, Joveo, Levels.fyi, Recruitics, Veritone Hire, Wellfound, iHireTwo alternatives
Appcast, TalrooGPT-6 LunaJobTarget Programmatic+JobTargetChangedIndeedJobTargetagainst: Appcastno first choiceagainst: Indeed, LinkedIn Jobs
One alternative
AppcastTwo alternatives
Appcast, BroadbeanFour alternatives
Dice, Google for Jobs, Handshake, LinkedIn JobsOne alternative
IndeedMuse Glimmer 30BAppcast, JobTarget Programmatic+, JoveoZipRecruiterChangedIndeed, LinkedIn Jobsagainst: GlassdoorAppcast, JobTarget Programmatic+against: Joveono first choiceagainst: Craigslist, Indeed, LinkedIn Jobs, Monster, ZipRecruiter
Four alternatives
JobAdX, Radancy, Recruitics, Veritone Hire Programmatic formerly PandoLogicFive alternatives
Appcast, Idibu, JobTarget, Lever, WorkableSix alternatives
Adway, Appcast, JobTarget, Meta, Recruitics, ZipRecruiterOne alternative
TalrooBold 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 11:46 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:10 | yes | 2 | 8 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:48 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:33 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 12 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:00 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:21 | yes | 19 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:51 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:15 | yes | 8 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:53 | yes | 24 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:29 | yes | 14 | 50 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:37 | yes | 15 | 38 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:06 | yes | 2 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:24 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:51 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | yes | 3 | 7 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 10:18 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 5 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:48 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:15 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:57 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:41 | yes | 5 | 15 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:37 | yes | 20 | 67 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:25 | yes | 20 | 44 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:43 | yes | 13 | 67 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:25 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:39 | yes | 24 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:20 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:20 | yes | 3 | 8 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 11:35 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:16 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 5 | 31 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:48 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:27 | yes | 25 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:51 | yes | 24 | 76 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:15 | yes | 15 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:34 | yes | 14 | 53 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:54 | yes | 10 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:12 | yes | 6 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:17 | yes | 14 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:50 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:43 | yes | 3 | 4 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 11:11 | yes | 8 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:46 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 16 | 36 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:43 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:58 | yes | 23 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:53 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:10 | yes | 13 | 43 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:01 | yes | 10 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:32 | yes | 14 | 33 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:20 | yes | 5 | 28 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:21 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:58 | yes | 12 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:32 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:33 | 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 09:35 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:37 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 5 | 38 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:06 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:39 | yes | 24 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:58 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:09 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:23 | yes | 17 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:39 | yes | 15 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:19 | yes | 9 | 38 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:41 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:21 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:01 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:20 | yes | 4 | 6 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 10:39 | yes | 11 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:32 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 27 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:47 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:40 | yes | 23 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:47 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:56 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:54 | yes | 18 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:33 | yes | 13 | 61 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:26 | no | 0 | 15 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:24 | yes | 3 | 9 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:51 | yes | 15 | 19 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 (Jobs/Marketplace/Groups) read as Facebook Jobs
Google Jobs read as Google for Jobs
LinkedIn read as LinkedIn Jobs
Workday read as Workday Recruiting
Unresolved, counted raw
AdRoll
Backpage
Basis Technologies
CareerOneStop
CareerOneStop.org
Carrot
Crossover.com
GigExchange
HCareers
Health eCareers
Jobleads.com
Jooble
LinkedIn Campaign Manager
Local Job Matcher
Otta
PandLogic
USAJOBS
Virtual Vocations
eFinancialCareers
Discontinued, still offered
No shut-down product was recommended here.