Twelve of twelve models named Lattice first on the direct prompt; one named HiBob. Lattice was named by twelve of the twelve models and HiBob by eleven and Lattice carries 51 labels and HiBob 23, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in sixteen categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 performance management page.
| 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 |
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.
“Watch Out For: Minimum seat requirements (e.g., Lattice requires $4,000/year minimum)” Kimi K2 · budget prompt · hard negative
“Steep learning curve - frequently cited as confusing for initial tasks ... Expensive - minimum $4,000 annual agreement” Kimi K2 · negative prompt · soft negative
“Choose Lattice if you are a fast-growing company (Seed to Series C/D) that wants to manage reviews, promotions, and salary adjustments in one easy-to-use place.” Qwen 3.7 Flash · comparative prompt · first choice
“Lattice: Best Overall for Balanced Performance & Goal Alignment... widely considered the gold-standard platform for mid-market, tech-forward B2B companies” 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. One of one in this category shown.
“Best for mid-sized teams running structured reviews... a smart, modern choice if you want to level up reviews without adding another separate tool” Claude Haiku 4.5 · 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.