Lattice vs Teamflect
Twelve of fourteen models named Lattice first on the direct prompt; zero named Teamflect. Lattice was named by fourteen of the fourteen models and Teamflect by seven and Lattice carries 56 labels and Teamflect 11, 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 performance management 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
12 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
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.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
Lattice16%#2 of 12Teamflect2%#10 of 12Lattice43%#1 of 15Teamflect5%#5 of 15Lattice19%#3 of 12Teamflect—not namedWhat the models said about Lattice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“What to Avoid on a Limited Budget - Lattice... minimum commitments make it poor for tight budgets” Kimi K2 · budget prompt · hard negative
“Widely considered the market leader for mid-sized, high-growth tech and professional services companies. Outstanding UX, great Slack integration, and excellent analytics.” Gemini 3.5 Flash · scale prompt · first choice
“Lattice: Best Overall for Usability & Modern B2B Alignment... the default choice for mid-market technology, SaaS, and professional services B2B companies” Gemini 3.5 Flash · direct 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. Three of three in this category shown.
“While not highly rated overall, some specific concerns include: Limited functionality” GLM 4.7 FlashX · negative prompt · soft negative
“For the absolute lowest budget, Effy AI, Zoho People, Teamflect, or Leapsome's free plans are excellent starting points.” Mistral Small · budget prompt · first choice
“If you have 10 or fewer users and want a no-cost solution: Start with Teamflect, Profit.co, or Leapsome.” GLM 4.7 FlashX · 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.