# Lattice vs Mooncamp: 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; three named Mooncamp. Page: https://hr-ai-index.com/performance/goals-and-okrs/lattice-vs-mooncamp/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Lattice | 13% | #3 of 14 | 13% | 38 | 14 of 14 |
| Mooncamp | 7% | #6 of 14 | 4% | 26 | 12 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: mooncamp first (first choices: Mooncamp) (alternatives: Perdoo, Profit.co, Tability)
- Qwen 3.7 Flash: mooncamp first (first choices: Mooncamp, Perdoo)
- Muse Glimmer 30B: mooncamp first (first choices: Mooncamp, Tability) (alternatives: HiBob, Perdoo, Profit.co)
- Gemini 3.5 Flash: neither first, one named (first choices: Tability) (alternatives: Lattice, Leapsome, Oboard, Perdoo, Profit.co)
- Perplexity Sonar: neither first, one named (first choices: Tability) (alternatives: Mooncamp, Perdoo)
- 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)
- GPT-5.4 mini: neither named (first choices: Perdoo) (alternatives: Profit.co, WorkBoard)
- Llama 4 Maverick: neither named

## 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 Mooncamp

- "Mooncamp — only 2 reviews on Gartner" (DeepSeek V4 Flash, negative prompt, soft negative)
- "Mooncamp is an OKR and strategy execution platform built for mid-market and enterprise organizations" (Claude Haiku 4.5, direct prompt, first choice)
- "Mooncamp is the most frequently recommended mid-market/enterprise specialist" (Muse Glimmer 30B, direct prompt, first choice)
- "Mooncamp and Perdoo are currently considered the top choices" (Qwen 3.7 Flash, direct 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.
