Job advertising and distribution for small business buyers
Asked as “programmatic job advertising platform”, and as “job posting distribution tool”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · Joveo 15%
31JobTarget15Joveo09ZipRecruiter44others
31% of first choices, contested.
Since October 2026▲+7Since October 2026: 24% → 31%, +7 points. Inside the 13-point floor: within noise.JobTarget held the lead, +7 points on 24%, 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.This pageMid-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.Standing →
JobTarget31%Contested▲+7Since October 2026: 24% → 31%, +7 points. Inside the 13-point floor: within noise.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01JobTarget31%4%25endorsed leader▲+7Since October 2026: 24% → 31%, +7 points. Inside the 13-point floor: within noise.24% → 31%
JobTarget31%4%25endorsed leader▲+7Since October 2026: 24% → 31%, +7 points. Inside the 13-point floor: within noise.24% → 31%02
Joveo15%30%30criticized challenger▲+2Since October 2026: 13% → 15%, +2 points. Inside the 13-point floor: within noise.13% → 15%
Joveo15%30%30criticized challenger▲+2Since October 2026: 13% → 15%, +2 points. Inside the 13-point floor: within noise.13% → 15%03
ZipRecruiter9%26%39criticized challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise.7% → 9%
ZipRecruiter9%26%39criticized challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise.7% → 9%04Appcast7%30%27criticized challenger▼−4Since October 2026: 11% → 7%, −4 points. Inside the 13-point floor: within noise.11% → 7%
Appcast7%30%27criticized challenger▼−4Since October 2026: 11% → 7%, −4 points. Inside the 13-point floor: within noise.11% → 7%05
Talroo4%0%12accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 13-point floor: within noise.9% → 4%
Talroo4%0%12accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 13-point floor: within noise.9% → 4%06
LinkedIn Jobs2%18%33accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
LinkedIn Jobs2%18%33accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%07
Workable2%0%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Workable2%0%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%08
Indeed2%37%35criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Indeed2%37%35criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
14
Monster0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Monster0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
Craigslist0%64%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Craigslist0%64%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
Recruitics0%36%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Recruitics0%36%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Handshake0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Handshake0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Snagajob0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Snagajob0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Wellfound0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Wellfound0%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 small business.
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01JobTarget31%
JobTarget31%02Joveo15%
Joveo15%03ZipRecruiter9%
ZipRecruiter9%04Appcast7%
Appcast7%05Talroo4%
Talroo4%06LinkedIn Jobs2%
LinkedIn Jobs2%07Workable2%
Workable2%08Indeed2%
Indeed2%09Wellfound0%
Wellfound0%10Snagajob0%
Snagajob0%11Handshake0%
Handshake0%12Recruitics0%
Recruitics0%13Craigslist0%
Craigslist0%14Monster0%
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, 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.
Indeed37%
13 of 35 labels negative · 13 of 14 models · 2 hard negative
“Avoid pay-per-click/sponsored models unless you can cap spend and filter geography; Indeed's per-click/72-hour reject window is a frequent source of surprise bills.” Muse Glimmer 30B, negative prompt
ZipRecruiter26%
10 of 39 labels negative · 9 of 14 models
“Large general boards such as Indeed, Monster, CareerBuilder, and ZipRecruiter: ... may generate many unqualified or "one-click" applicants” Perplexity Sonar, negative prompt
Monster70%
7 of 10 labels negative · 7 of 14 models · 5 hard negative
“Platforms to Avoid or Be Cautious About ... Monster.com ⚠️ - Why be cautious: Declining market share, expensive pricing” Kimi K2, negative prompt
Craigslist64%
7 of 11 labels negative · 7 of 14 models · 3 hard negative
“it is notorious for yielding high volumes of underqualified applicants, spam bots, and ghost applicants” 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
72 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. 737 links across 175 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 · 60 citations · 12 models
vendor site · Joveo32 answers · 68 citations · 12 models
vendor site · JobTarget30 answers · 62 citations · 11 models
18 answers · 22 citations · 9 models
17 answers · 31 citations · 8 models
16 answers · 21 citations · 9 models
vendor site · Guideflow13 answers · 19 citations · 8 models
vendor site · Wonderkind13 answers · 14 citations · 7 models
13 answers · 13 citations · 8 models
vendor site · Recruit CRM12 answers · 14 citations · 6 models
12 answers · 12 citations · 6 models
11 answers · 11 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
23 answers · 11 models
20 answers · 9 models
19 answers · 9 models
17 answers · 8 models
13 answers · 9 models
12 answers · 7 models
12 answers · 8 models
12 answers · 6 models
12 answers · 6 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 31%, JobTarget Programmatic+ 4% | 35% | 70 | 880 | 50 | 104,080 | 1 | 6 | |
| Joveo joveo.com | 15% | 155 | 720 | 32 | 14,781 | 15 | 3 | |
| ZipRecruiter ziprecruiter.com | 9% | 97 | 823,000 | 1,508 | 59,482,866 | $8,235 | 120 | |
| Appcast appcast.io | 7% | 160 | 1,600 | 36 | 2,842 | $1,027 | 71 | 1 |
| Betterteam betterteam.com | 7% | 14 | ||||||
| Talroo talroo.com | 4% | 36 | 880 | 16 | 4,358 | 35 | ||
| Broadbean broadbean.com | 4% | 36 | 12,100 | 8 | 506 | 0 | 2 | |
| LinkedIn parent site LinkedIn Jobs 2%, LinkedIn Ads 2% | 4% | 74 | 11,100,000 | 77,031 | ||||
| Breezy breezy.hr Breezy HR 2%, Breezy 2% | 4% | 226 | 3,600 | 59 | 178,670 company | $56 | 25 | |
| Workable workable.com | 2% | 332 | 14,800 | 520 | 698,499 | $14,562 | 77 |
Google's top ten for the three searches hold 17 sites; 3 of them are among the sites the models cited here (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 small B2B company?”Paraphrase“Which job posting distribution tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top job advertising platforms for a small team and how do they differ?”Budget-constrained“What is the best programmatic job advertising platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a programmatic job advertising platform. What should we look at?”Negative“Which job advertising platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5LinkedIn AdsCareerPlugChangedZipRecruiterJoveono first choiceagainst: Craigslist, Facebook Jobs, Indeed, LinkedIn Jobs, ZipRecruiter
Three alternatives
AdRoll ABM, Appcast, StackAdaptFour alternatives
Betterteam, JazzHR, LinkedIn Jobs, ZipRecruiterFive alternatives
CareerBuilder, Handshake, Indeed, LinkedIn Jobs, SnagajobThree alternatives
DE Amplify, Indeed, VONQGPT-5.4 miniJoveoBreezy, Zoho RecruitChangedIndeedagainst: GlassdoorJobTargetno first choiceagainst: Indeed, LinkedIn Jobs, ZipRecruiter
Two alternatives
Appcast, Veritone HireOne alternative
JobTargetThree alternatives
Google for Jobs, LinkedIn Jobs, ZipRecruiterOne alternative
TalrooGemini 3.5 FlashJobTargetagainst: Appcast, Joveo, RecruiticsJazzHRChangedagainst: ZipRecruiterIndeedJobTargetagainst: Appcast, Joveo, RecruiticsJobTarget, Wonderkindagainst: Appcast, Joveo, Radancy, Recruiticsagainst: CareerBuilder, Craigslist, Dice, Indeed, Monster, ZipRecruiter
Three alternatives
Broadbean, LinkedIn Jobs, ZipRecruiterTwo alternatives
Breezy HR, WorkableThree alternatives
LinkedIn Jobs, Wellfound, ZipRecruiterThree alternatives
Indeed, Recruitology, ZipRecruiterTwo alternatives
Workable's programmatic add-ons, ZipRecruiter's automated campaign toolsPerplexity SonarJobTargetagainst: Appcast, RecruiticsZipRecruiterChangedWorkableagainst: Appcast, JobTarget, Joveo, PandoLogicJobTargetagainst: Joveono first choiceagainst: CareerBuilder, Craigslist, Facebook Jobs, Indeed, Instagram, LinkedIn paid recruiting products, Monster, TikTok, ZipRecruiter
One alternative
JoveoThree alternatives
Betterteam, LinkedIn Jobs, WorkableFour alternatives
JazzHR, LinkedIn Talent Solutions, Manatal, TeamtailorOne alternative
AppcastGrok 4.20JoveoBetterteamChangedIndeed, ZipRecruiterIndeedagainst: Appcast, Recruitics, Veritone HireJoveoagainst: CareerBuilder, Craigslist, Glassdoor, Indeed, Monster, ZipRecruiter
Four alternatives
Appcast, JobTarget, Recruitics, Veritone HireSix alternatives
Indeed's free tier, LinkedIn Jobs, LinkedIn Recruiter, Recruitee, Workable, ZipRecruiterThree alternatives
Glassdoor, LinkedIn Jobs, WellfoundThree alternatives
JobTarget Programmatic+, Joveo, ZipRecruiterFour alternatives
Appcast, Recruitics, Talroo, Veritone HireMistral SmallAppcast, Joveoagainst: PandoLogicBetterteamChangedIndeed, Workable, ZipRecruiteragainst: Glassdoor, LinkedIn JobsAppcast, Joveono first choiceagainst: Adzuna, CWJobs, Gradcracker, Indeed, Monster, ZipRecruiter
Two alternatives
Recruitics, TalrooThree alternatives
LinkedIn Jobs, Workable, ZipRecruiterThree alternatives
Handshake, Joveo, ManatalTwo alternatives
JobTarget, TalrooDeepSeek V4 FlashJobTargetagainst: Appcast, Joveo, Veritone HireLinkedIn JobsChangedIndeed, ZipRecruiterJobTarget Programmatic+against: Joveo, PandoLogicJobTargetagainst: CareerBuilder, CrIt recslist routing, Cyber Focus AI, CyberCoders, Indeed, Jobgether, Jobleads, Jobot, Lensa, Mercor, Monster, RemoteHunter, Swooped, Talentify
Two alternatives
Workable, ZipRecruiterFive alternatives
LinkedIn Jobs, MightyRecruiter, Snagajob, Wellfound, iHireTwo alternatives
Appcast, WorkableTwo alternatives
Appcast, JoveoLlama 4 MaverickAppcast, Broadbean, JoveoZipRecruiterChangedno first choiceJobTargetno first choiceagainst: Indeed
One alternative
BetterteamQwen 3.7 FlashZipRecruiterZipRecruiterHeldagainst: Indeed, LinkedIn RecruiterIndeed, LinkedIn JobsBroadbeanagainst: Indeed Enterprise plans, Joveo, LinkedIn Recruiterno first choiceagainst: CareerBuilder, Craigslist, Facebook Jobs, Fiverr, Freelancer, Guru, Instagram, LinkedIn Ads, Monster, The Big Jobs, Upwork, ZipRecruiter
Three alternatives
LinkedIn Jobs, Pangea, SourcingBotTwo alternatives
SimpleApply, WellfoundThree alternatives
Betterteam, Wellfound, ZipRecruiterTwo alternatives
Appcast, JobTargetKimi K2JobTargetagainst: Joveo, PhenomBetterteamChangedIndeedagainst: GlassdoorJobTargetno first choiceagainst: Craigslist, Indeed, LinkedIn Jobs, Monster, ZipRecruiter
Two alternatives
Appcast, WorkableFour alternatives
Indeed, Recruitee, Workable, ZipRecruiterFour alternatives
LinkedIn Jobs, Monster, Wellfound, ZipRecruiterTwo alternatives
Appcast, JoveoGLM 4.7 FlashXJobTargetWorkableChangedagainst: HirebeeGoogle for Jobs, IndeedJobTargetno first choiceagainst: Glassdoor, Indeed, LinkedIn Jobs, ZipRecruiter
Two alternatives
Appcast, JoveoThree alternatives
100Hires, Breezy HR, ZipRecruiterFour alternatives
LinkedIn Jobs, Snagajob, Wellfound, ZipRecruiterThree alternatives
Broadbean, PandoLogic, TalrooMiniMax M2.5Appcast, JobTargetBetterteamChangedIndeed, LinkedIn JobsJobTarget, Joveono first choicenothing named
One alternative
JoveoFour alternatives
Indeed, JobTarget, LinkedIn Jobs, RecruiteeOne alternative
WellfoundOne alternative
TalrooGPT-6 LunaJobTargetBreezy HRChangedIndeedJobTargetno first choiceagainst: Craigslist, Facebook groups or Marketplace posts, Indeed, LinkedIn Jobs
Two alternatives
Indeed, LinkedIn JobsOne alternative
WorkableFour alternatives
Handshake, LinkedIn Jobs, Wellfound, ZipRecruiterOne alternative
IndeedMuse Glimmer 30BTalrooZipRecruiterChangedIndeedagainst: GlassdoorJobTarget Programmatic+, Talrooagainst: Appcastno first choiceagainst: Craigslist Jobs, Facebook Jobs, Indeed, Upwork
Four alternatives
Appcast, JobTarget Programmatic+, Joveo, Veritone HireTwo alternatives
100Hires, BetterteamFour alternatives
Craigslist, LinkedIn Jobs, Snagajob, ZipRecruiterOne alternative
JoveoBold 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 12:54 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:06 | yes | 2 | 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 12:58 | yes | 7 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:46 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 13 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:47 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:25 | yes | 21 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:07 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:47 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:42 | yes | 14 | 37 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:29 | yes | 21 | 45 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:13 | yes | 5 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:08 | yes | 2 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:54 | yes | 13 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:45 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:27 | 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 11:13 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:39 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:33 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:12 | yes | 22 | 56 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:38 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:44 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:52 | yes | 19 | 52 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:35 | yes | 18 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:45 | yes | 5 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:43 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:19 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:45 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:43 | yes | 4 | 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 11:51 | no | 0 | 13 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:22 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 5 | 35 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:57 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:39 | yes | 22 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:12 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:08 | yes | 5 | 17 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:22 | yes | 20 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:07 | yes | 13 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:15 | yes | 5 | 76 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:01 | yes | 5 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:37 | yes | 13 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:56 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:41 | yes | 4 | 5 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 11:10 | yes | 8 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:16 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 13 | 36 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:42 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:48 | yes | 20 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:55 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:55 | yes | 8 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:44 | yes | 10 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:22 | yes | 7 | 42 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:09 | yes | 5 | 53 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:21 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:26 | yes | 13 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:53 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:01 | no | 0 | 8 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 08:41 | no | 0 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:48 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 11 | 39 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:35 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:45 | yes | 17 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:26 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:52 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:07 | yes | 16 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:04 | yes | 23 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:56 | yes | 5 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:24 | yes | 1 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:01 | yes | 13 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:53 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:39 | yes | 4 | 5 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 08:49 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:02 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 15 | 39 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:46 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:49 | yes | 24 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:27 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:01 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:38 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:53 | yes | 21 | 144 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:27 | no | 0 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:35 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:01 | yes | 25 | 33 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
Unresolved, counted raw
AcquireROI
AdBoard
AdRoll ABM
CWJobs
CrIt recslist routing
Craigslist Jobs
DiversityJobs.com
Facebook groups or Marketplace posts
Find.jobs
Gradcracker
Idealist.org
Indeed Enterprise plans
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JobElephant
LinkedIn paid recruiting products
Nextdoor
Pangea (formerly Joppify)
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No shut-down product was recommended here.