One of fourteen models named Lattice first on the direct prompt; zero named WorkBoard. Both were named by all fourteen models and Lattice carries 38 labels and WorkBoard 34, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in two 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 4.1 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. Two of two in this category shown.
“I wouldn’t choose Lattice on a tight budget just for OKRs: its pricing page lists an annual minimum agreement of $4,000.” GPT-6 Luna · budget prompt · hard negative
“Lattice (G2: 4.7/5 from 3,800+ reviews...) Balances OKRs with performance reviews... Great for scaling alignment in sales-driven B2B teams.” Grok 4.1 Fast · direct 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.
“Enterprise-heavy platforms (e.g., WorkBoard, Betterworks, Ally.io): Great for large orgs but criticized for: Quote-based/opaque pricing with high costs and minimums” Grok 4.1 Fast · negative prompt · soft negative
“"Overpowered for small teams / No public pricing or free tier / No free trial"; "Our users found Workboard a little difficult to use and the interface a bit slow."” Muse Glimmer 30B · negative prompt · soft negative
“They are "closed-gate" platforms... the administrative overhead required to configure and run these tools can quickly drown out the actual value” Gemini 3.5 Flash · negative prompt · soft negative
“Workboard is considered the "gold standard" for enterprise complexity... If you are a large enterprise: Use Workboard.” Qwen 3.7 Flash · comparative prompt · first choice
“Top tools for your scale (from 2024-2026 reviews): WorkBoard (strong enterprise reporting)” Grok 4.1 Fast · scale prompt · first choice
“WorkBoard is presented as a strong option for mid-market and enterprise organizations needing robust OKR operating cadence” GPT-5.4 mini · paraphrase prompt · alternative
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.