Video interviewing for enterprise buyers
Asked as “video interviewing platform”, and as “asynchronous video interview tool”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
67%
Clear leader
67HireVue21VidCruiter06Spark Hire06others
67% of first choices, clear leader.
Since October 2026▲+1Since October 2026: 66% → 67%, +1 point. Inside the 13-point floor: within noise.HireVue held the lead, +1 point on 66%, 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
Hireflix49%Clear leader▲+6Since October 2026: 43% → 49%, +6 points. Inside the 13-point floor: within noise.Standing →Mid-market
Spark Hire52%Clear leader▲+2Since October 2026: 50% → 52%, +2 points. Inside the 13-point floor: within noise.Standing →Enterprise
HireVue67%Clear leader▲+1Since October 2026: 66% → 67%, +1 point. Inside the 13-point floor: within noise.This page
Hireflix49%Clear leader▲+6Since October 2026: 43% → 49%, +6 points. Inside the 13-point floor: within noise.Standing →Mid-marketSpark Hire52%Clear leader▲+2Since October 2026: 50% → 52%, +2 points. Inside the 13-point floor: within noise.Standing →EnterpriseHireVue67%Clear leader▲+1Since October 2026: 66% → 67%, +1 point. Inside the 13-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01HireVue67%20%69endorsed leader▲+1Since October 2026: 66% → 67%, +1 point. Inside the 13-point floor: within noise.66% → 67%
HireVue67%20%69endorsed leader▲+1Since October 2026: 66% → 67%, +1 point. Inside the 13-point floor: within noise.66% → 67%02
VidCruiter21%7%56accepted challenger=heldSince October 2026: 21% → 21%, ±0 points. Inside the 13-point floor: within noise.21% → 21%
VidCruiter21%7%56accepted challenger=heldSince October 2026: 21% → 21%, ±0 points. Inside the 13-point floor: within noise.21% → 21%03Spark Hire6%11%46accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 13-point floor: within noise.6% → 6%
Spark Hire6%11%46accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 13-point floor: within noise.6% → 6%04
Willo4%17%30accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%
Willo4%17%30accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%05Hireflix2%26%19criticized challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%
Hireflix2%26%19criticized challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%Show the two products at 0%, ordered by negative rate
06
Jobma0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Jobma0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%07
Talview0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Talview0%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 enterprise.
All six head-to-head pages: the top four products, each against each
One product takes 67% of first choices here, so the chart would put six markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, MiniMax M2.5 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.
HireVue20%
14 of 69 labels negative · 13 of 14 models · 2 hard negative
“HireVue was the pioneer of this technology and faced a high-profile Federal Trade Commission (FTC) complaint ... the company's historical track record has led many modern HR leaders to view it as a liability.” Qwen 3.7 Flash, negative prompt
Zoom57%
4 of 7 labels negative · 4 of 14 models · 3 hard negative
“Relying on unintegrated, standard video conferencing tools (standard Zoom, Microsoft Teams, or Google Meet) without enterprise interview workflows.” Gemini 3.5 Flash, negative prompt
Willo17%
5 of 30 labels negative · 4 of 14 models · 2 hard negative
“Willo: Editing interviews is cumbersome; no live two-way interviews (only pre-recorded); candidate experience feels impersonal.” DeepSeek V4 Flash, negative prompt
Spark Hire11%
5 of 46 labels negative · 4 of 14 models · 1 hard negative
“What I'd Avoid ... Spark Hire | Excellent tool, but positioned for mid-market teams” Kimi K2, paraphrase 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
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 943 links across 241 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · HireVue38 answers · 54 citations · 11 models
vendor site · Willo32 answers · 47 citations · 12 models
31 answers · 32 citations · 11 models
vendor site · Rework28 answers · 40 citations · 8 models
vendor site · G226 answers · 39 citations · 13 models
vendor site · VidCruiter24 answers · 34 citations · 10 models
vendor site · HR Stacks19 answers · 19 citations · 9 models
vendor site · JazzHR17 answers · 17 citations · 10 models
17 answers · 17 citations · 9 models
vendor site · Hirevire16 answers · 20 citations · 9 models
vendor site · Xobin15 answers · 16 citations · 6 models
14 answers · 19 citations · 7 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.
30 answers · 11 models
24 answers · 7 models
19 answers · 9 models
19 answers · 10 models
17 answers · 10 models
16 answers · 9 models
15 answers · 8 models
13 answers · 7 models
13 answers · 8 models
12 answers · 8 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 video interviewing platform”, “video interviewing platform”, “video interviewing platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| HireVue hirevue.com HireVue 67%, Modern Hire 0% | 67% | 348 | 14,800 | 1,147 | 35,611 | 14 | 7 | |
| VidCruiter vidcruiter.com | 21% | 159 | 1,000 | 21 | 18,866 | 81 | ||
| Spark Hire sparkhire.com | 6% | 164 | 4,400 | 228 | 11,632 | $971 | 6 | |
| Willo willo.video | 4% | 141 | 8,100 | 192 | 6,581 | 16 | 5 | |
| Hireflix hireflix.com | 2% | 121 | 1,900 | 50 | 1,390 | 9 | ||
| Jobma jobma.com | 0% | 33 | 390 | 3 | 3,126 | 12 | ||
| Talview talview.com | 0% | 29 | 880 | 35 | 18,819 | 0 | ||
| Harver harver.com | 0% | 51 | 1,300 | 136 | 8,635 | $1,218 | 6 | |
| Avature avature.net | 0% | 106 | 2,900 | 60 | 541,149 | 44 | ||
| CodeSignal codesignal.com | 0% | 179 | 14,800 | 548 | 152,420 | $5,323 | 23 |
Google's top ten for the three searches hold 18 sites; 5 of them are among the sites the models cited here (g2.com, hirevue.com, peoplemanagingpeople.com, selectsoftwarereviews.com, willo.video). The first result for “best video interviewing platform” is reddit.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 video interviewing platform for an enterprise B2B company?”Paraphrase“Which asynchronous video interview tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade video interviewing platforms and how do they differ?”Budget-constrained“What is the best video interviewing platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a video interviewing platform. What should we look at?”Negative“Which video interviewing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceHireVueChangedHireVueHireVueno first choiceagainst: Skype, Zoom
One alternative
WilloOne alternative
VidCruiterOne alternative
Spark HireGPT-5.4 miniHireVueHireVueHeldHireVueSpark Hireagainst: Greenhouseno first choiceagainst: HireVue
Two alternatives
Spark Hire, VidCruiterOne alternative
VidCruiterThree alternatives
Hireflix, Spark Hire, VidCruiterOne alternative
HireVueGemini 3.5 FlashHireVueHireVueHeldHireVueVidCruiterno first choiceagainst: Google Meet, HireVue, Microsoft Teams, Zoom
Four alternatives
CodeSignal, Paradox, Spark Hire, VidCruiterFour alternatives
CodeSignal, Spark Hire, VidCruiter, WilloFive alternatives
CodeSignal, HackerRank, Harver, Phenom, VidCruiterThree alternatives
HireVue, Jobma, Spark HirePerplexity SonarVidCruiterHireVueChangedHireVueHireVueno first choiceagainst: HireVue, VidCruiter
Five alternatives
Avature, HireVue, Hireflix, Spark Hire, WilloOne alternative
VidCruiterSix alternatives
Avature, Spark Hire, Talview, VidCruiter, Willo, interviewstreamOne alternative
VidCruiterGrok 4.20HireVueagainst: Hireflix, Metaview, TavusHireVueHeldagainst: Harver, WilloHarver, HireVueHireVueagainst: HireflixHireVueagainst: Aon's vidAssess-AI, HireVue, VidCruiter, myInterview
Two alternatives
Spark Hire, VidCruiterTwo alternatives
Spark Hire, VidCruiterThree alternatives
Spark Hire, VidCruiter, WilloTwo alternatives
Spark Hire, VidCruiterThree alternatives
Hireflix, Spark Hire, VidCruiterMistral SmallHireVue, VidCruiterno first choiceChangedVidCruiterHireVueno first choiceagainst: HireVue
Two alternatives
Jobma, Spark HireSix alternatives
1Way Interview, BarRaiser, HireVue, Hireflix, Jobma, Spark HireDeepSeek V4 FlashHireVue, VidCruiteragainst: Spark Hire, WilloHireVueChangedHireVueHireVueno first choiceagainst: Google Meet, HireVue, Jobma, Microsoft Teams, Willo, Zoom, myInterview
Two alternatives
Jobma, VidCruiterFive alternatives
Harver, Spark Hire, Talview, VidCruiter, WilloOne alternative
VidCruiterFour alternatives
AltHire, HireVue, VidCruiter, WilloLlama 4 MaverickHireVueHireVue, VidCruiterChangedno first choiceHireVue, VidCruiter, WilloHireVueagainst: HireVue
Four alternatives
Codility, HackerRank, Spark Hire, VidCruiterThree alternatives
Hirevire, Spark Hire, WilloThree alternatives
InCruiter IncVid, SocialTalent, Spark HireQwen 3.7 FlashHireVueHireVueHeldHireVue, VidCruiterWillono first choiceagainst: HireVue
Two alternatives
VidCruiter, WilloTwo alternatives
VidCruiter, WilloThree alternatives
Jobma, Spark Hire, WilloTwo alternatives
HireVue, JobmaKimi K2HireVue, VidCruiterHireVueChangedagainst: Hireflix, Hirevire, Spark Hire, WilloHireVueSpark Hireagainst: HireVue, VidCruiterHireVueagainst: HireVue, Spark Hire, VidCruiter, Workday Recruiting
One alternative
Spark HireTwo alternatives
Avature, VidCruiterTwo alternatives
Spark Hire, VidCruiterOne alternative
HireflixFour alternatives
BrightHire, Qualifi, Spark Hire, VidCruiterGLM 4.7 FlashXHireVueHireVueHeldHireVueSpark Hire, VidCruiteragainst: HireVueno first choiceagainst: Mercor, Paradox
Three alternatives
Hireflix, VidCruiter, WilloTwo alternatives
Spark Hire, VidCruiterThree alternatives
Spark Hire, VidCruiter, WilloMiniMax M2.5HireVue, VidCruiterHireVueChangedHireVue, VidCruiterno first choiceno first choiceagainst: HireVue
Two alternatives
Paradox, Spark HireThree alternatives
Spark Hire, Talview, VidCruiterFive alternatives
GoodTime, Hireflix, Jobma, Spark Hire, WilloGPT-6 LunaHireVueHireVueHeldHireVueagainst: Spark HireHireflixno first choiceagainst: HireVue, Talview Behavioral Insights
Three alternatives
Microsoft Teams, VidCruiter, ZoomFour alternatives
Avature, Harver, Talview, VidCruiterOne alternative
Spark HireMuse Glimmer 30BHireVue, VidCruiterHireVueChangedagainst: Hireflix, Spark Hire, WilloHireVueHireVue, VidCruiteragainst: Hireflixno first choiceagainst: Google Meet, HireVue, Microsoft Teams, Skype, Zoom
Four alternatives
Harver, Hireflix, Talview, WilloOne alternative
VidCruiterFour alternatives
Jobma, Spark Hire, VidCruiter, candidate.fyiOne alternative
Spark HireBold 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 10:41 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:19 | 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 09:37 | yes | 8 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:41 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 10 | 27 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:21 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:17 | yes | 21 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:52 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:30 | yes | 10 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:23 | yes | 15 | 35 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:20 | yes | 9 | 16 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:35 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:37 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:15 | yes | 13 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:51 | yes | 15 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:29 | yes | 4 | 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 09:30 | yes | 8 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:05 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 5 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:58 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:00 | yes | 23 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:56 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:30 | yes | 5 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:11 | yes | 20 | 46 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:37 | yes | 25 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:45 | no | 0 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:58 | yes | 1 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:07 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:59 | yes | 4 | 7 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 11:47 | yes | 9 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:58 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 10 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:54 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:41 | yes | 25 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:46 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:05 | yes | 9 | 47 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:48 | yes | 14 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:57 | yes | 23 | 98 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:42 | yes | 5 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:01 | yes | 7 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:23 | yes | 13 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:08 | yes | 17 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:24 | yes | 3 | 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 09:29 | yes | 14 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:13 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 16 | 38 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:38 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:38 | yes | 23 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:34 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:58 | yes | 10 | 40 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:37 | yes | 23 | 66 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:19 | yes | 23 | 124 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:45 | yes | 24 | 79 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:27 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:50 | yes | 23 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:08 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:15 | yes | 4 | 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 10:05 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:54 | yes | 10 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 15 | 38 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:57 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:16 | yes | 25 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:24 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:22 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:02 | yes | 25 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:56 | yes | 14 | 69 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:22 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:57 | yes | 4 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:38 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:16 | yes | 5 | 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 09:10 | yes | 8 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:58 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 15 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:13 | yes | 15 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:46 | yes | 23 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:21 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:57 | yes | 15 | 55 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:09 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:02 | yes | 24 | 80 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:46 | yes | 23 | 59 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:09 | yes | 4 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:20 | yes | 22 | 30 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
Workday read as Workday Recruiting
Unresolved, counted raw
AltHire
Aon's vidAssess-AI
InCruiter IncVid
Peoplebox Nova
Qualifi
Talview Behavioral Insights (TBI)
Tavus
Discontinued, still offered
No shut-down product was recommended here.