One of fourteen models named Leapsome first on the direct prompt; four named Lattice. Leapsome was named by twelve of the fourteen models and Lattice by twelve and Leapsome carries 17 labels and Lattice 31, so the shares are not directly comparable.
Named in twelve categories this edition.
Named in nineteen 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 employee engagement surveys page.
Across every category in the October 2026 Edition, Leapsome and Lattice were named in the same answer 232 times, of the 309 answers naming Leapsome and the 712 naming Lattice. In those answers Lattice took the first choice fifty-three times and Leapsome eighteen.
| 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. Three of three in this category shown.
“Avoid platforms like Culture Amp, Leapsome, or Qualtrics” DeepSeek V4 Flash · budget prompt · hard negative
“1. Leapsome - Surveys, performance reviews, learning, goal management for growing companies seeking an all-in-one people platform.” Llama 4 Maverick · direct prompt · first choice
“Choose Lattice for a highly polished, US-centric market leader, or Leapsome if you have a global/European footprint” Gemini 3.5 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“avoid platforms with $4,000+ annual minimums like Lattice/Culture Amp” GLM 4.7 FlashX · budget prompt · hard negative
“Avoid "Enterprise Trap" Tools Platforms like Culture Amp, Lattice” Qwen 3.7 Flash · budget prompt · hard negative
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.