Recruiting CRM and sourcing for small business buyers
Asked as “candidate sourcing tool”, and as “recruiting CRM”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
18%
Contested · Zoho Recruit 16%
18Juicebox16Zoho Recruit12Manatal54others
18% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Juicebox (18%) replaces Manatal (25% then, 12% now), 6 points clear, inside the 13-point floor.Juicebox leads at 18%, replacing Manatal, which led at 25% and stands at 12% now: 6 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
Juicebox18%Contested↗new leaderNew leader since October 2026: Juicebox (18%) replaces Manatal (25% then, 12% now), 6 points clear, inside the 13-point floor.This pageMid-market
Gem20%Contested▲+5Since October 2026: 15% → 20%, +5 points. Inside the 13-point floor: within noise.Standing →Enterprise
SeekOut21%Contested▲+3Since October 2026: 18% → 21%, +3 points. Inside the 13-point floor: within noise.Standing →
Juicebox18%Contested↗new leaderNew leader since October 2026: Juicebox (18%) replaces Manatal (25% then, 12% now), 6 points clear, inside the 13-point floor.This pageMid-marketGem20%Contested▲+5Since October 2026: 15% → 20%, +5 points. Inside the 13-point floor: within noise.Standing →EnterpriseSeekOut21%Contested▲+3Since October 2026: 18% → 21%, +3 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
01Juicebox18%4%28accepted challenger▲+16Since October 2026: 2% → 18%, +16 points. Past the 13-point floor: movement.2% → 18%
Juicebox18%4%28accepted challenger▲+16Since October 2026: 2% → 18%, +16 points. Past the 13-point floor: movement.2% → 18%02
Zoho Recruit16%0%23accepted challenger▲+5Since October 2026: 11% → 16%, +5 points. Inside the 13-point floor: within noise.11% → 16%
Zoho Recruit16%0%23accepted challenger▲+5Since October 2026: 11% → 16%, +5 points. Inside the 13-point floor: within noise.11% → 16%03
Manatal12%0%33accepted challenger▼−13Since October 2026: 25% → 12%, −13 points. Inside the 13-point floor: within noise.25% → 12%
Manatal12%0%33accepted challenger▼−13Since October 2026: 25% → 12%, −13 points. Inside the 13-point floor: within noise.25% → 12%04
Breezy HR5%0%21accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 13-point floor: within noise.3% → 5%
Breezy HR5%0%21accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 13-point floor: within noise.3% → 5%05
LinkedIn Recruiter4%41%29criticized challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 13-point floor: within noise.5% → 4%
LinkedIn Recruiter4%41%29criticized challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 13-point floor: within noise.5% → 4%06SeekOut2%13%30accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
SeekOut2%13%30accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%07Fetcher2%9%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
08
Workable2%9%11accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%
Workable2%9%11accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%Show the two products at 0%, ordered by negative rate
10
hireEZ0%27%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
hireEZ0%27%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09Gem0%12%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Gem0%12%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.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 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
Gem vs LinkedIn RecruiterGem vs AshbyGem vs FetcherGem vs Zoho RecruithireEZ vs ManatalhireEZ vs LeverhireEZ vs LinkedIn RecruiterhireEZ vs AshbyhireEZ vs FetcherhireEZ vs Zoho RecruitManatal vs LeverManatal vs LinkedIn RecruiterManatal vs AshbyManatal vs FetcherManatal vs Zoho RecruitLever vs LinkedIn RecruiterLever vs AshbyLever vs FetcherLever vs Zoho RecruitLinkedIn Recruiter vs AshbyLinkedIn Recruiter vs FetcherLinkedIn Recruiter vs Zoho RecruitAshby vs FetcherAshby vs Zoho RecruitFetcher vs Zoho Recruit
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 →
010203040506F07
080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Juicebox18%
Juicebox18%02Zoho Recruit16%
Zoho Recruit16%03Manatal12%
Manatal12%04Breezy HR5%
Breezy HR5%05LinkedIn Recruiter4%
LinkedIn Recruiter4%06SeekOut2%
SeekOut2%07Fetcher2%
08Workable2%
Workable2%09Gem0%
Gem0%10hireEZ0%
hireEZ0%What they warned about
Zero 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, 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.
Coupa Sourcing100%
8 of 8 labels negative · 8 of 14 models · 7 hard negative
“Tools like SAP Ariba, Coupa, GEP SMART, and Jaggaer are often too complex, expensive, and designed for large corporations.” Mistral Small, negative prompt
SAP Ariba100%
8 of 8 labels negative · 8 of 14 models · 7 hard negative
“Enterprise Procure-to-Pay (P2P) and Strategic Sourcing Software (e.g., Coupa, SAP Ariba) ... Why avoid: These systems are incredibly complex” Muse Glimmer 30B, negative prompt
LinkedIn Recruiter41%
12 of 29 labels negative · 8 of 14 models · 1 hard negative
“What to Avoid ... Can get expensive quickly and lacks integrated ATS features” Kimi K2, direct prompt
Alibaba100%
7 of 7 labels negative · 7 of 14 models
“Alibaba, DHgate, Made-in-China, and similar platforms can be useful for discovery, but supplier badges and profiles do not guarantee manufacturing capability or product quality.” Perplexity Sonar, 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
70 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. 782 links across 256 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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 · Lead Change Group31 answers · 47 citations · 10 models
vendor site · Lever22 answers · 26 citations · 9 models
20 answers · 30 citations · 11 models
20 answers · 22 citations · 9 models
vendor site · FirstHR15 answers · 18 citations · 7 models
vendor site · Rework15 answers · 16 citations · 9 models
15 answers · 15 citations · 9 models
vendor site · LinkedIn14 answers · 16 citations · 9 models
12 answers · 16 citations · 7 models
vendor site · Pin11 answers · 17 citations · 7 models
vendor site · Noon11 answers · 14 citations · 7 models
11 answers · 11 citations · 6 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 · 10 models
19 answers · 9 models
15 answers · 9 models
14 answers · 7 models
13 answers · 6 models
13 answers · 9 models
11 answers · 6 models
10 answers · 7 models
10 answers · 5 models
8 answers · 6 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 candidate sourcing tool”, “candidate sourcing tool”, “sourcing tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| Juicebox juicebox.ai | 18% | 92 | 49,500 | 976 | 40,220 | $2,850 | 88 | 5 |
| Zoho zoho.com Zoho Recruit 16% | 16% | 312 | 2,900 | 46 | 1,216,894 company | $51,031 | 119 | |
| Manatal manatal.com | 12% | 305 | 2,400 | 267 | 73,150 | 120 | ||
| 100Hires 100hires.com | 7% | 123 | 90 | 2 | 705 | 4 | ||
| Recruit CRM recruitcrm.io | 7% | 109 | 2,400 | 149 | 6,950 | 18 | ||
| Breezy breezy.hr Breezy HR 5% | 5% | 226 | 3,600 | 59 | 178,670 company | $56 | 25 | |
| LinkedIn parent site LinkedIn Recruiter 4% | 4% | 108 | 11,100,000 | 77,031 | ||||
| Crelate crelate.com | 4% | 65 | 2,400 | 41 | 6,935 | $2,457 | 12 | |
| SeekOut seekout.com | 2% | 153 | 6,600 | 52 | 5,796 | 1 | ||
| Pin pin.com | 2% | 104 | 368,000 | 243,385 | 24,375 | 28 | 2 |
Google's top ten for the three searches hold 18 sites; 3 of them are among the sites the models cited here (linkedin.com, pin.com, selectsoftwarereviews.com). The first result for “best candidate sourcing tool” is hiretruffle.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 candidate sourcing tool for a small B2B company?”Paraphrase“Which recruiting CRM would you recommend to a small business that sells to other businesses?”Comparative“What are the top sourcing tools for a small team and how do they differ?”Budget-constrained“What is the best candidate sourcing tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a candidate sourcing tool. What should we look at?”Negative“Which sourcing tools should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceManatal, Recruit CRMChangedManatal, PinPinno first choiceagainst: Alibaba, Axial, GEP SMART, Global Sources, Oracle Procurement Cloud
Two alternatives
HubSpot CRM, NimbleTwo alternatives
Juicebox, WorkableThree alternatives
Fetcher, Manatal, SeekOutGPT-5.4 miniLinkedIn RecruiterHubSpot CRMChangedagainst: SalesforceLinkedIn RecruiterWorkableno first choicenothing named
One alternative
Zoho RecruitThree alternatives
Freshsales, Pipedrive, Zoho CRMFive alternatives
Fetcher, Gem, Juicebox, SeekOut, hireEZOne alternative
RediRecruitGemini 3.5 FlashPeopleGPTagainst: LinkedIn Corporate RecruiterLoxo, Zoho RecruitChangedLinkedIn RecruiterBreezy HR, Zoho Recruitagainst: Gem, LinkedIn RecruiterFetcher, Juiceboxagainst: Gemagainst: Alibaba, Coupa Sourcing, DHgate, Enterprise LinkedIn Recruiter, SAP Ariba, SeekOut
Six alternatives
Apollo.io, Fetcher, LinkedIn Recruiter, Lusha, SignalHire, hireEZFive alternatives
Breezy HR, JobAdder, Manatal, Recruitee, WorkableFive alternatives
Apollo.io, ContactOut, Fetcher, Gem, hireEZThree alternatives
Apollo.io, Manatal, RecruitEmFour alternatives
Ashby, SeekOut, SignalHire, hireEZPerplexity SonarJuiceboxagainst: LinkedIn Recruiter, SeekOutRecruit CRMChangedagainst: HubSpot CRM, Pipedrive, RecruiterflowJuiceboxManatalagainst: Juiceboxno first choiceagainst: Alibaba, Coupa Sourcing, DHgate, Discord, Facebook Groups, Jaggaer, Made-in-China.com, Reddit, SAP Ariba
Two alternatives
Gem, ManatalTwo alternatives
Loxo, ManatalSeven alternatives
Fetcher, Gem, LinkedIn Recruiter, Loxo, Manatal, SeekOut, hireEZTwo alternatives
Breezy HR, Zoho RecruitGrok 4.20Juiceboxagainst: LinkedIn RecruiterZoho RecruitChangedPin, Recruit'EmLinkedInagainst: Fetcher, SeekOut, hireEZno first choiceagainst: Alibaba
Three alternatives
Manatal, SeekOut, Zoho RecruitTwo alternatives
Breezy HR, ManatalSix alternatives
ContactOut, Gem, LinkedIn Recruiter, SeekOut, Wellfound, hireEZSix alternatives
GitHub, Indeed Resume, Juicebox, Manatal, Recruit'Em, Zoho RecruitOne alternative
LinkedIn RecruiterMistral Small100Hires, JuiceboxRecruit CRM, Zoho RecruitChangedagainst: HubSpot CRM, PipedriveManatalagainst: LinkedIn RecruiterJuiceboxagainst: LinkedIn Recruiterno first choiceagainst: Alibaba, Coupa Sourcing, GEP SMART, Global Sources, Jaggaer, Made-in-China.com, SAP Ariba
Two alternatives
Manatal, SeekOutFour alternatives
Gem, SeekOut, Wellfound, WorkableFour alternatives
Breezy HR, LinkedIn Free Search, RecruitEm, Zoho RecruitDeepSeek V4 FlashManatalagainst: Ashby, Greenhouse, LeverZoho RecruitChangedJuicebox, Pin, SeekOutagainst: LinkedIn Recruiter, hireEZBreezy HRagainst: LinkedIn RecruiterJuicebox, SeekOutagainst: Alibaba.com, Coupa Sourcing, GEP SMART, Global Sources, Ivalua, Jaggaer, Made-in-China.com, SAP Ariba
Four alternatives
Breezy HR, Juicebox, LinkedIn Recruiter, RocketReachFour alternatives
Breezy HR, Crelate, Manatal, WorkableTwo alternatives
Gem, LoxoThree alternatives
Juicebox, Manatal, Zoho RecruitThree alternatives
Gem, LinkedIn, LoxoLlama 4 MaverickJuiceboxCrelateChangedno first choiceJuiceboxno first choiceagainst: Coupa Sourcing, Jaggaer, SAP Ariba
Four alternatives
100Hires, Manatal, SeekOut, WorkableTwo alternatives
Manatal, Zoho RecruitFour alternatives
Breezy HR, Manatal, Pin, Zoho RecruitQwen 3.7 Flash100Hiresagainst: hireEZHubSpot Recruiting CRMChangedNoonApollo.ioagainst: Greenhouse, Lever, LinkedIn RecruiterManatalagainst: Bullhorn, LinkedIn Recruiteragainst: Coupa Sourcing, GEP SMART, Handshake, Jaggaer, LinkedIn Sales Navigator, Microsoft Dynamics, SAP Ariba, Salesforce, hireEZ
Two alternatives
Apollo.io, LinkedIn RecruiterThree alternatives
Ashby, Bullhorn, Zoho RecruitFour alternatives
Juicebox, Manatal, SeekOut, hireEZFour alternatives
Google X-Ray Search, Huntr, Indeed, LinkedInSix alternatives
100Hires, Breezy HR, Gem, JazzHR, SeekOut, hireEZKimi K2Manatalagainst: LinkedIn Recruiter, hireEZBreezy HR, Zoho RecruitChangedagainst: Workableno first choiceJuicebox, Zoho Recruitno first choiceagainst: LinkedIn Recruiternothing named
Three alternatives
Breezy HR, Gem, Zoho RecruitOne alternative
Recruit CRMEight alternatives
Market Dojo, Precoro, ProcurementExpress, Procurify, SourceSuite, Spendwise, Team Procure, TradogramThree alternatives
Breezy HR, Fetcher, Recruit CRM Free Sourcing ToolSix alternatives
Fetcher, GoPerfect, Juicebox, Noon, SeekOut, hireEZGLM 4.7 FlashXHootRecruit, ManatalSalesflareChangedNoonHireBasis, Recruit CRMagainst: Indeed Smart Sourcingno first choiceagainst: Coupa Sourcing, Ivalua, Oracle Procurement Cloud, SAP Ariba
Three alternatives
Gem, Juicebox, SeekOutThree alternatives
HubSpot CRM, Pipedrive, Zoho RecruitSeven alternatives
Breezy HR, Fetcher, Gem, Manatal, SeekOut, Workable, hireEZThree alternatives
Breezy HR, Dover, Zoho RecruitMiniMax M2.5100Hires, Juiceboxno first choiceChangedJuiceboxZoho Recruitno first choiceagainst: Alibaba, Global Sources
Three alternatives
LinkedIn Recruiter, Manatal, WorkableFour alternatives
ContactOut, Manatal, SeekOut, hireEZThree alternatives
Breezy HR, JazzHR, JuiceboxGPT-6 LunaLinkedIn RecruiterCrelateChangedLinkedIn RecruiterTestGorilla Gorilla Sourcing Coreagainst: Indeed Smart Sourcingno first choicenothing named
One alternative
SeekOut Recruit CoreOne alternative
HubSpot's free CRMThree alternatives
Gem, SeekOut, hireEZOne alternative
LinkedIn RecruiterMuse Glimmer 30B100HiresPipedrive, Zoho RecruitChanged100Hires, Juicebox, PeopleGPTManatalNoonagainst: Alibaba, Coupa Sourcing, GEP SMART, Global Sources, Jaggaer, LinkedIn Recruiter, Made-in-China.com, SAP Ariba, SeekOut, hireEZ
Five alternatives
Juicebox, Manatal, PeopleGPT, Pin, SeekOutThree alternatives
Giig Hire, HubSpot CRM, Zoho CRMFour alternatives
Manatal, Pin, SeekOut, hireEZTwo alternatives
Breezy HR, Zoho RecruitBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:53 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:51 | yes | 3 | 4 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 10:30 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:54 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 10 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:18 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:35 | yes | 25 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:28 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:23 | yes | 15 | 55 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:24 | yes | 14 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:59 | yes | 9 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:07 | yes | 10 | 32 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:00 | yes | 2 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:43 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:35 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:51 | no | 0 | 2 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 12:23 | no | 0 | 11 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:49 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 10 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:19 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:04 | yes | 23 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:42 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:19 | no | 0 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:05 | yes | 15 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:17 | yes | 15 | 63 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:18 | yes | 5 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:17 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:49 | yes | 13 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:19 | yes | 16 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:51 | 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 12:18 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:40 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 5 | 40 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 10:10 | yes | 24 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:55 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:29 | yes | 5 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:40 | yes | 20 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:51 | yes | 20 | 215 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:01 | yes | 20 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:07 | yes | 5 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:53 | yes | 13 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:17 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:22 | 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 12:27 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:59 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 9 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:51 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:56 | yes | 25 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:41 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:08 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:15 | yes | 10 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:58 | yes | 24 | 140 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:55 | yes | 5 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:42 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:58 | yes | 13 | 13 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:26 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:52 | no | 0 | 5 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 10:48 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:17 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 15 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:42 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:19 | yes | 24 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:22 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:22 | yes | 14 | 51 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:16 | yes | 15 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:11 | yes | 18 | 70 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:25 | no | 0 | 145 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:47 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:37 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:53 | yes | 10 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:05 | no | 0 | 4 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 11:02 | no | 0 | 14 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 5 | 52 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:40 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:39 | yes | 25 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:11 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:23 | yes | 5 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:26 | yes | 24 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:49 | yes | 23 | 68 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:30 | yes | 9 | 65 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:14 | yes | 4 | 10 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:12 | yes | 22 | 38 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
Apollo read as Apollo.io
Breezy read as Breezy HR
Coupa read as Coupa Sourcing
HubSpot read as HubSpot CRM
Made-in-China read as Made-in-China.com
Recruit'Em read as Recruit'Em
Unresolved, counted raw
Alibaba.com
Axial
Close
ConWize
DropCommerce
Enterprise LinkedIn Recruiter
HootRecruit
HubSpot Recruiting CRM
HubSpot's free CRM
Huntr
Indeed Free Posting
Juicebox Agents
KashFlow
LinkedIn Corporate Recruiter
Logility Platform
Market Dojo
Oracle Procurement Cloud
Order.co
P3Source
ProcurementExpress
Promena
Recruit CRM Free Sourcing Tool
RecruitinCRM
RediRecruit
SaleHoo
SourceSuite
Spendwise
Spocket
Talentprise
TestGorilla Gorilla Sourcing Core
Zoho Inventory
oboloo
Discontinued, still offered
No shut-down product was recommended here.