Thirteen of fourteen models named Spark Hire first on the direct prompt; zero named Willo. Spark Hire was named by fourteen of the fourteen models and Willo by thirteen and Spark Hire carries 57 labels and Willo 39, so the shares are not directly comparable.
Named in five categories this edition.
Named in one category this edition.
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the video interviewing page.
Across every category in the October 2026 Edition, Spark Hire and Willo were named in the same answer ninety-six times, of the 185 answers naming Spark Hire and the 115 naming Willo. In those answers Willo took the first choice nine times and Spark Hire twenty-three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Platforms to Avoid on a Tight Budget | Spark Hire | ~$149-$299/month | Too expensive for limited budgets” Kimi K2 · budget prompt · hard negative
“Strongly disliked by candidates who describe it as "humiliating" and "completely dehumanizing."” GLM 4.7 FlashX · negative prompt · hard negative
“Spark Hire is more feature-rich, but its plans start at $249/month billed annually, so it's harder to justify on a tight budget.” GPT-6 Luna · budget prompt · soft negative
“Spark Hire is the most widely adopted mid-market video interviewing platform, with transparent pricing and support for both one-way async and live formats.” Muse Glimmer 30B · direct prompt · first choice
“I'd lean toward Spark Hire because it balances async screening capabilities, straightforward implementation, and reasonable pricing” Claude Haiku 4.5 · paraphrase prompt · first choice
“Best All-Rounder (Async + Live in One): Spark Hire ... Spark Hire is the industry standard for the mid-market.” Gemini 3.5 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Willo doesn't support live video interviews or screen sharing, and lacks a mobile app” Claude Haiku 4.5 · negative prompt · soft negative
“I'd choose Willo Lite for a limited budget because it combines *low cost*, *clear pricing*, and *no long-term commitment*” Perplexity Sonar · budget prompt · first choice
“Look for highly transparent, candidate-first platforms (like Willo or VidCruiter) that allow retakes” Gemini 3.5 Flash · negative prompt · first choice
“Willo or AsyncInterview are excellent choices due to their ease of use, strong integration options” Mistral Small · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.