# Lattice vs Profit.co: which do AI models recommend for goals and okrs, October 2026

HR AI Recommendation Index, October 2026 Edition, Goals and OKRs. One of fourteen models named Lattice first on the direct prompt; zero named Profit.co. Page: https://hr-ai-index.com/performance/goals-and-okrs/lattice-vs-profit-co/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Lattice | 13% | #3 of 14 | 13% | 38 | 14 of 14 |
| Profit.co | 7% | #5 of 14 | 9% | 34 | 13 of 14 |

## The direct prompt, model by model

- Grok 4.1 Fast: lattice first (first choices: Lattice) (alternatives: Mooncamp, Profit.co, Weekdone, WorkBoard)
- Claude Haiku 4.5: neither first, one named (first choices: Mooncamp) (alternatives: Perdoo, Profit.co, Tability)
- GPT-5.4 mini: neither first, one named (first choices: Perdoo) (alternatives: Profit.co, WorkBoard)
- Gemini 3.5 Flash: neither first, one named (first choices: Tability) (alternatives: Lattice, Leapsome, Oboard, Perdoo, Profit.co)
- Mistral Small: neither first, one named (first choices: Perdoo, Tability) (alternatives: Lattice, Mooncamp)
- DeepSeek V4 Flash: neither first, one named (first choices: Perdoo) (alternatives: Microsoft Viva Goals, Mooncamp, Profit.co)
- Kimi K2: neither first, one named (first choices: Tability) (alternatives: Mooncamp, Perdoo, Profit.co)
- GLM 4.7 FlashX: neither first, one named (first choices: Tability) (alternatives: Mooncamp, Perdoo, Profit.co)
- MiniMax M2.5: neither first, one named (first choices: Tability) (alternatives: Lattice, Mooncamp, Perdoo, Profit.co)
- GPT-6 Luna: neither first, one named (first choices: Perdoo) (alternatives: Lattice, Profit.co, WorkBoard)
- Muse Glimmer 30B: neither first, one named (first choices: Mooncamp, Tability) (alternatives: HiBob, Perdoo, Profit.co)
- Perplexity Sonar: neither named (first choices: Tability) (alternatives: Mooncamp, Perdoo)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: Mooncamp, Perdoo)

## What the models said about Lattice

- "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)

## What the models said about Profit.co

- "The platform feels slow, basic operations like bulk editing goals require too many clicks, the UI is cluttered" (Claude Haiku 4.5, negative prompt, soft negative)
- "Some reviewers note a slow, cluttered UI despite robust features." (Kimi K2, negative prompt, soft negative)
- "UI can be cluttered and slower" (DeepSeek V4 Flash, comparative prompt, soft negative)
- "Choose Profit.co if you want a dedicated OKR platform with no user limits on the free plan" (Kimi K2, budget prompt, first choice)
- "permanently free with unlimited OKRs and users, which makes it the strongest no-cost option" (GPT-5.4 mini, budget prompt, first choice)
- "Best Overall (Free for up to 5 users): Profit.co ... Profit.co is the strongest option." (GLM 4.7 FlashX, budget prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.
