One of fourteen models named Perdoo first on the direct prompt; zero named Lattice. Both were named by all fourteen models and Perdoo carries 52 labels and Lattice 43, so the shares are not directly comparable.
Named in one category this edition.
Named in fifteen 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 goals and okrs 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 4.20 | ||||||
| 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 eight in this category shown.
“Tools like Profit and Perdoo are frequently cited in industry "graveyard" articles.” GLM 4.7 FlashX · negative prompt · hard negative
“five paid seats for Perdoo and Mooncamp, which can make "low" per-user pricing misleading for small teams” Perplexity Sonar · negative prompt · soft negative
“While popular, some users flag bugs, and some users report the platform can be buggy” Claude Haiku 4.5 · negative prompt · soft negative
“Perdoo and Profit.co are frequently cited as the best overall for mid-sized teams” Mistral Small · paraphrase prompt · first choice
“start with SugarOKR (completely free) or Perdoo (free for up to 5 users)” MiniMax M2.5 · budget prompt · first choice
“Best budget pick: Perdoo if your company has five or fewer users.” GPT-6 Luna · budget 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.
“Avoid enterprise tools: Skip pricier ones like Lattice, 15Five, or Quantive” Grok 4.20 · 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.