LeanData vs Distribution Engine
Five of twelve models named LeanData first on the direct prompt; zero named Distribution Engine. LeanData was named by twelve of the twelve models and Distribution Engine by nine and LeanData carries 55 labels and Distribution Engine 18, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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 lead routing and management page.
By framing
LeanDataFirst choices, of twelve modelsDistribution Engine
Across every category in the September 2026 Edition, LeanData and Distribution Engine were named in the same answer forty times, of the 160 answers naming LeanData and the 43 naming Distribution Engine. In those answers Distribution Engine took the first choice one time and LeanData twenty-four.
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 | | | | |
LeanData Distribution Engine first choice named as an alternative argued againstblank: not namedEach cell is one answer, LeanData on the left and Distribution Engine on the right.The direct prompt
LeanData first, Distribution Engine an alternative
5 of 12 modelsDistribution Engine was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
LeanData0%#14 of 14Distribution Engine0%#– of 14LeanData21%#2 of 14Distribution Engine4%#6 of 14LeanData54%#1 of 9Distribution Engine0%#9 of 9What the models said about LeanData
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“here are the lead routing and management tools you should avoid or be cautious about... LeanData Common Issues: - Complex interface” GLM 4.7 FlashX · negative prompt · hard negative
“trying to buy enterprise-level lead routing platforms like LeanData, Default, or full Chili Piper suites can be incredibly frustrating” Gemini 3.5 Flash · budget prompt · hard negative
“LeanData / 6sense / ZoomInfo GTM Studio — Mid-five to six-figure contracts” Kimi K2 · budget prompt · hard negative
“The gold standard for Salesforce-native environments... LeanData is the market leader. However, it requires experienced RevOps administrators to maintain.” Gemini 3.5 Flash · scale prompt · first choice
“start by evaluating Chili Piper if your bottleneck is inbound conversion speed, or LeanData if your bottleneck is messy routing logic” Kimi K2 · direct prompt · first choice
“LeanData | Enterprise, complex Salesforce environments | Lead-to-account matching, territories, ownership governance, audit depth” DeepSeek V4 Flash · scale prompt · first choice
What the models said about Distribution Engine
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“prioritize Salesforce-native routing tools (such as *LeanData, Traction Complete, Kubaru,* or *Distribution Engine*)” Gemini 3.5 Flash · negative prompt · first choice
“LeadAngel or Distribution Engine (mid-market value + territory depth)” Kimi K2 · scale prompt · first choice
“buy Distribution Engine” Gemini 3.5 Flash · paraphrase 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.