Six of fourteen models named LeanData first on the direct prompt; one named Default. LeanData was named by fourteen of the fourteen models and Default by ten and LeanData carries 63 labels and Default 25, so the shares are not directly comparable.
Named in three categories this edition.
Named in three 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 lead routing and management page.
Across every category in the November 2026 Edition, LeanData and Default were named in the same answer fifty-eight times, of the 193 answers naming LeanData and the 66 naming Default. In those answers Default took the first choice one time and LeanData nineteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid LeanData for now unless you are already approaching enterprise scale; its high cost and implementation time are generally unnecessary” Muse Glimmer 30B · negative prompt · hard negative
“frequently cited as a tool to avoid or approach with extreme caution due to its complexity, high cost, and steep learning curve” Mistral Small · negative prompt · hard negative
“Avoid expensive dedicated routing platforms like Chili Piper ($1,250/mo+) or LeanData” DeepSeek V4 Flash · budget prompt · hard negative
“I'd generally recommend LeanData if you're looking for a dedicated tool that handles both lead assignment and lead-to-account matching well” GPT-5.4 mini · paraphrase prompt · first choice
“LeanData – If your routing is heavily Salesforce‑centric and you need sophisticated account matching, territory logic, and deduplication.” GLM 4.7 FlashX · scale prompt · first choice
“if you need robust lead-to-account matching, cross-object routing, or complex account ownership, include a specialist such as LeanData” GPT-6 Luna · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid Chili Piper / LeanData / Default unless you have enterprise budget” Muse Glimmer 30B · budget prompt · hard negative
“Avoid: ... Default ($15,000/year)” Kimi K2 · budget prompt · hard negative
“can easily cost thousands of dollars per year, making them impractical for smaller budgets” Gemini 3.5 Flash · budget prompt · soft negative
“Chili Piper or Default are the strongest picks” DeepSeek V4 Flash · direct prompt · first choice
“Default / Qualified: Modern, all-in-one inbound routing, scheduling, and enrichment platforms built for agile RevOps teams.” Gemini 3.5 Flash · scale prompt · alternative
“Modern mid-market teams wanting routing + scheduling in one clean UX | Quote-based | Newer platform; less proven at scale” DeepSeek V4 Flash · paraphrase prompt · alternative
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.