Lead routing and management · November 2026 Edition
LeanData vs Chili Piper
Six of fourteen models named LeanData first on the direct prompt; two named Chili Piper. Both were named by all fourteen models and LeanData carries 63 labels and Chili Piper 61, so the shares are not directly comparable.
Named in three categories this edition.
Named in three categories this edition.
First-choice share28%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate25%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 15; printed, not drawn.
Labels6361A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, LeanData reading right to left. Rank and label count are printed, not drawn.LeadAngel was named alongside these two in eleven of the fourteen direct answers. LeanData vs LeadAngel · LeanData vs Zoho CRM · LeanData vs HubSpot Sales Hub
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
LeanDataFirst choices, of fourteen modelsChili Piper
Direct621 against Chili Piper
Paraphrase403 against LeanData · 1 against Chili Piper
Comparative82
Budget-constrained006 against LeanData · 5 against Chili Piper
Scale-constrained62
Negative007 against LeanData · 5 against Chili Piper
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, LeanData and Chili Piper were named in the same answer 158 times, of the 193 answers naming LeanData and the 313 naming Chili Piper. In those answers Chili Piper took the first choice six times and LeanData forty-eight.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where LeanData and Chili Piper stood in it.
| 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 | | | | | | |
LeanData Chili Piper first choice named as an alternative argued againstblank: not namedEach cell is one answer, LeanData on the left and Chili Piper on the right.The direct prompt
The plain question, one answer per model, grouped by where LeanData and Chili Piper stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Gemini 3.5 FlashChili Piper, LeanData alternatives: Default, Distribution Engine, HubSpot Operations & Sales Hub Enterprise, RevenueHero
LeanData first, Chili Piper an alternative
5 of 14 modelsChili Piper was named in the answer but not as the choice, or not at all.Claude Haiku 4.5LeanData alternatives: Chili Piper, HubSpot Sales Hub, Kubaru, LeadAngel, Traction Complete
GPT-5.4 miniLeanData alternatives: Chili Piper, RevenueHero
Grok 4.20LeanData alternatives: Apollo.io, Chili Piper, Kubaru, LeadAngel, RevenueHero, Salesforce Einstein Lead Scoring + Assignment Rules
Mistral SmallLeanData alternatives: Chili Piper, Default, LeadAngel, RevenueHero
GPT-6 LunaLeanData alternatives: Chili Piper, HubSpot Workflows, RevenueHero
Chili Piper first, LeanData an alternative
1 of 14 modelsLeanData was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashChili Piper, Default alternatives: LeadAngel, LeanData, RevenueHero
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarLeadAngel alternatives: Chili Piper, HubSpot Sales Hub, LeanData
Llama 4 MaverickLeadAngel alternatives: Chili Piper, Default, LeanData
Qwen 3.7 FlashLeadAngel alternatives: Chili Piper, LeanData, MarketBetter
Kimi K2LeadAngel alternatives: Chili Piper, LeanData
GLM 4.7 FlashXLeadAngel alternatives: Chili Piper, LeanData
Muse Glimmer 30BLeadAngel alternatives: Chili Piper, Default, Kubaru, LeanData, RevenueHero
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.MiniMax M2.5LeadAngel alternatives: Default, HubSpot Sales Hub, OnceHub Route
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Chili Piper leads by five points.
Chili Piper5%#7 of 16LeanData0%#16 of 16Mid-marketThe figures above
The order flips: LeanData leads at mid-market.
LeanData28%#1 of 15Chili Piper7%#4 of 15Enterprise
LeanData leads by fifty-seven points.
LeanData67%#1 of 10Chili Piper11%#2 of 10What 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.
“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
What the models said about Chili Piper
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“If your primary goal is instantly booking inbound website leads onto rep calendars: Choose Chili Piper or RevenueHero.” Gemini 3.5 Flash · comparative prompt · first choice
“Chili Piper or Default are the strongest picks if your priority is fast, high-converting inbound lead handling” DeepSeek V4 Flash · direct prompt · first choice
“If your main pain point is slow response times to inbound leads: Choose Chili Piper for instant calendar booking.” Qwen 3.7 Flash · comparative prompt · first choice
Also compared
LeanData vs LeadAngelLeanData vs Zoho CRMLeanData vs HubSpot Sales HubLeanData vs FreshsalesLeanData vs DefaultLeanData vs Traction CompleteLeadAngel vs Chili PiperZoho CRM vs Chili PiperChili Piper vs HubSpot Sales HubChili Piper vs FreshsalesChili Piper vs DefaultChili Piper vs Traction CompleteAll twenty-eight head-to-head pages and the full lead routing standing
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.