Lattice vs Small Improvements
Ten of twelve models named Lattice first on the direct prompt; zero named Small Improvements. Lattice was named by twelve of the twelve models and Small Improvements by nine and Lattice carries 45 labels and Small Improvements 15, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 360 feedback page.
By framing
LatticeFirst choices, of twelve modelsSmall Improvements
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 | | | | |
Lattice Small Improvements first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lattice on the left and Small Improvements on the right.The direct prompt
Lattice first, Small Improvements not the choice
10 of 12 modelsSmall Improvements was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 12 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
Small Improvements11%#3 of 13Lattice2%#11 of 13Lattice40%#1 of 15Small Improvements5%#5 of 15Lattice6%#3 of 8Small Improvements0%#– of 8What the models said about Lattice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Lattice carries a $4,000 annual minimum ... Avoid these if your budget is tight.” DeepSeek V4 Flash · budget prompt · hard negative
“Best For: Comprehensive performance management combined with 360s.... Lattice ensures the feedback actually impacts future goal-setting.” Qwen 3.7 Flash · comparative prompt · first choice
What the models said about Small Improvements
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 360-degree feedback tool for a company with a limited budget is ThriveSparrow, Small Improvements, or Primalogik.” Llama 4 Maverick · 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.