Four of fourteen models named Joveo first on the direct prompt; one named PandoLogic. Joveo was named by twelve of the fourteen models and PandoLogic by nine and Joveo carries 31 labels and PandoLogic 14, so the shares are not directly comparable.
Named in four categories this edition.
Named in two categories 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 job advertising and distribution page.
Across every category in the October 2026 Edition, Joveo and PandoLogic were named in the same answer thirty-one times, of the 143 answers naming Joveo and the 37 naming PandoLogic. In those answers PandoLogic took the first choice two times and Joveo six.
| 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. Four of four in this category shown.
“high minimum media spends (which typically start at $2,000 to $5,000+ per month for enterprise-grade Demand-Side Platforms like Joveo or Appcast Enterprise)” Gemini 3.5 Flash · budget prompt · soft negative
“enterprise heavyweights like *Appcast* and *Joveo* are industry giants” Gemini 3.5 Flash · scale prompt · soft negative
“Joveo is the most commonly recommended programmatic job advertising platform in current market discussions.” Muse Glimmer 30B · direct prompt · first choice
“Joveo is the strongest choice due to its superior ratings, feature depth, and value” Kimi K2 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“quote-based and geared toward higher-volume hiring, often not suiting tight budgets” Grok 4.1 Fast · budget prompt · soft negative
“It may be overkill (and over-budget) for a mid-market B2B company” Kimi K2 · direct prompt · soft negative
“Strongest overall fit for mid-market ... Start with PandoLogic for a mid-market B2B company” Grok 4.1 Fast · direct prompt · first choice
“AI-driven budget allocation across 150+ job sites; CPC or CPA model” GLM 4.7 FlashX · direct prompt · alternative
“AI-powered programmatic platform - Good for mid-market companies” MiniMax M2.5 · direct prompt · alternative
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.