The standing depends on who is buying. Every model is asked the same questions for each company size.
Workleap Officevibe is first at 27%.
15Five Engage is first at 39%. 1 of 14 models made it the first choice when asked directly.
Culture Amp is first at 40%.
“Best Overall for Modern B2B Companies: Lattice ... is the gold standard for mid-sized tech and B2B companies.”Gemini 3.5 Flash · Paraphrase question · first choice
“For most mid-sized B2B companies, Culture Amp or Lattice tend to offer the best balance of features”Claude Haiku 4.5 · Paraphrase question · first choice
“Look instead for transparent, survey-based engagement platforms (like Culture Amp or Lattice).”Gemini 3.5 Flash · Negative question · first choice
“I recommend Lattice for a mid-sized B2B company (typically 100–1,000 employees).”Grok 4.20 · Paraphrase question · first choice
“Avoid for Tight Budgets: Tools like Lattice ($4/user/month + $4K annual min)”Grok 4.20 · Budget-constrained question · warning
“$4,000 minimum may be a poor fit for companies under ~30 people; pricing complexity”GLM 4.7 FlashX · Direct question · warning
“Higher minimum commitment may be steep for smaller mid-market companies”Kimi K2 · Direct question · warning
“Strong analytics, but $4,000 annual minimum”Kimi K2 · Budget-constrained question · warning
The products named in the same answers as Lattice Engagement, over the 92 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 82 | 19 | Compare → | |
| 70 | 15 | Compare → | |
| 47 | 3 | View → | |
| 43 | 16 | Compare → | |
| 32 | 1 | Compare → | |
| 26 | 3 | View → | |
| 23 | 6 | View → | |
| 20 | 4 | Compare → | |
| 19 | 1 | View → | |
| 11 | 0 | View → |
What the models named instead of Lattice Engagement →
A side-by-side page exists where both products are among a category's top eight.
Stated on Lattice Engagement's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 75 of the 92 answers that named Lattice Engagement and are not a share of its labels.
197 of the 197 domain citations in answers naming Lattice Engagement came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 1 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 3 | 1 | 1 | 0 | 5 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 1 | 0 | 1 | 1 | 3 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 0 | 2 | 1 | 2 | 5 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |