Twelve of fourteen models named Lattice first on the direct prompt; zero named Zoho People. Lattice was named by fourteen of the fourteen models and Zoho People by eleven and Lattice carries 56 labels and Zoho People 11, 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 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 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 | ||||||
| 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.
“What to Avoid on a Limited Budget - Lattice... minimum commitments make it poor for tight budgets” Kimi K2 · budget prompt · hard negative
“Widely considered the market leader for mid-sized, high-growth tech and professional services companies. Outstanding UX, great Slack integration, and excellent analytics.” Gemini 3.5 Flash · scale prompt · first choice
“Lattice: Best Overall for Usability & Modern B2B Alignment... the default choice for mid-market technology, SaaS, and professional services B2B companies” Gemini 3.5 Flash · direct prompt · first choice
No label in this category carried a quote.
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.