Lattice vs Teamflect
Three of fourteen models named Lattice first on the direct prompt; zero named Teamflect. Lattice was named by thirteen of the fourteen models and Teamflect by eight and Lattice carries 36 labels and Teamflect 10, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in seven 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 succession planning page.
By framing
LatticeFirst choices, of fourteen modelsTeamflect
Across every category in the October 2026 Edition, Lattice and Teamflect were named in the same answer seventy-three times, of the 712 answers naming Lattice and the 149 naming Teamflect. In those answers Teamflect took the first choice nine times and Lattice eleven.
Every model, every framing
| 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 | | | | |
Lattice Teamflect first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lattice on the left and Teamflect on the right.The direct prompt
Lattice first, Teamflect not the choice
3 of 14 modelsTeamflect was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Lattice28%#1 of 13Teamflect7%#4 of 13Lattice0%#10 of 10Teamflect0%#– of 10What the models said about Lattice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Lattice - A people management platform... best for mid-market and enterprise HR teams managing performance, goals, engagement, and compensation in one place.” Llama 4 Maverick · paraphrase prompt · first choice
What the models said about Teamflect
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“the best choice is usually Teamflect if you're already using Microsoft Teams/Outlook, because it has a free starter plan for up to 10 users” GPT-5.4 mini · 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.