One of fourteen models named Profit.co first on the direct prompt; one named Perdoo. Both were named by all fourteen models and Profit.co carries 44 labels and Perdoo 52, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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.
Across every category in the November 2026 Edition, Profit.co and Perdoo were named in the same answer eighty-three times, of the 139 answers naming Profit.co and the 131 naming Perdoo. In those answers Perdoo took the first choice fourteen times and Profit.co thirteen.
| 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 seven in this category shown.
“creation is slow and form-heavy, with no importer... the interface has a steep learning curve” Claude Haiku 4.5 · negative prompt · hard negative
“Steer clear of enterprise platforms (like WorkBoard or Profit.co's higher tiers)” Gemini 3.5 Flash · budget prompt · hard negative
“Profit.co bundles goals with performance and strategy execution but can feel more feature-heavy.” Grok 4.20 · paraphrase prompt · soft negative
“The best free OKR management software in 2026 is Profit.co, which offers a permanently free plan with unlimited OKRs” Muse Glimmer 30B · budget prompt · first choice
“1. Profit.co — *Best Free Option* ... The most generous truly free plan that never expires” Kimi K2 · budget prompt · first choice
“Profit.co (Best Overall Free Option) ... Permanently free plan for unlimited users and OKRs” Grok 4.20 · budget prompt · first choice
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
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.