Lead routing and management · October 2026 Edition
Chili Piper vs Salesforce Lead Assignment Rules
One of fourteen models named Chili Piper first on the direct prompt; zero named Salesforce Lead Assignment Rules. Chili Piper was named by thirteen of the fourteen models and Salesforce Lead Assignment Rules by ten and Chili Piper carries 42 labels and Salesforce Lead Assignment Rules 14, so the shares are not directly comparable.
Named in three categories this edition.
By Salesforce, San Francisco, United States, founded 1999. Named in one category this edition.
First-choice share5%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%43%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 11; printed, not drawn.
Labels4214A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Chili Piper reading right to left. Rank and label count are printed, not drawn.LeanData was named alongside these two in ten of the fourteen direct answers. LeadAngel vs Chili Piper · LeadAngel vs Salesforce Lead Assignment Rules · LeanData vs Chili Piper
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.
Chili PiperFirst choices, of fourteen modelsSalesforce Lead Assignment Rules
Direct101 against Chili Piper · 1 against Salesforce Lead Assignment Rules
Paraphrase10
Comparative202 against Salesforce Lead Assignment Rules
Budget-constrained002 against Chili Piper · 1 against Salesforce Lead Assignment Rules
Scale-constrained111 against Salesforce Lead Assignment Rules
Negative007 against Chili Piper · 1 against Salesforce Lead Assignment Rules
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Chili Piper and Salesforce Lead Assignment Rules 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 4.1 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 | | | | | |
Chili Piper Salesforce Lead Assignment Rules first choice named as an alternative argued againstblank: not namedEach cell is one answer, Chili Piper on the left and Salesforce Lead Assignment Rules on the right.The direct prompt
The plain question, one answer per model, grouped by where Chili Piper and Salesforce Lead Assignment Rules stood in it.
Chili Piper first, Salesforce Lead Assignment Rules not the choice
1 of 14 modelsSalesforce Lead Assignment Rules was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashChili Piper, LeanData alternatives: Default, HubSpot Sales Hub, RevenueHero, Traction Complete
Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniLeanData alternatives: Chili Piper
Mistral SmallLeadAngel, LeanData alternatives: Chili Piper, HubSpot Sales Hub, RevenueHero
DeepSeek V4 FlashHubSpot Sales Hub alternatives: Chili Piper, Default, LeanData
Llama 4 MaverickHubSpot Sales Hub alternatives: Chili Piper, LeadSquared, LeanData
GLM 4.7 FlashXHubSpot Sales Hub alternatives: Chili Piper, LeanData
MiniMax M2.5LeadAngel alternatives: Chili Piper, LeanData
GPT-6 LunaLeanData, RevenueHero alternatives: Chili Piper, HubSpot Sales Hub
Muse Glimmer 30BDefault, LeanData alternatives: Chili Piper, HubSpot Sales Hub, Salesforce Sales Cloud
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5LeadAngel, LeanData alternatives: Default, HubSpot Sales Hub
Perplexity SonarLeadAngel alternatives: HubSpot Sales Hub
Grok 4.1 FastHubSpot Sales Hub alternatives: Pipedrive, Salesflare, Zoho CRM
Qwen 3.7 FlashJunction alternatives: LeadReactor, Salesforce LeadScore, Seamless.AI
Kimi K2RevenueHero alternatives: LeadAngel
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 two points.
Chili Piper2%#9 of 11Salesforce Lead Assignment Rules0%#10 of 11Mid-marketThe figures above
Chili Piper leads by four points.
Chili Piper5%#5 of 11Salesforce Lead Assignment Rules2%#8 of 11Enterprise
The order flips: Salesforce Lead Assignment Rules leads at enterprise.
Salesforce Lead Assignment Rules4%#5 of 9Chili Piper0%#9 of 9What 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.
“Volume-based platform fees scale sharply with inbound volume... full Chili Piper suites can be incredibly frustrating, as they often require five-figure annual contracts” Muse Glimmer 30B · negative prompt · hard negative
“Choose Chili Piper or RevenueHero if your main pipeline bottleneck is prospects filling out your website's contact form” Gemini 3.5 Flash · comparative prompt · first choice
“If your primary goal is converting inbound web traffic into qualified sales meetings... Chili Piper is the market leader.” Gemini 3.5 Flash · direct prompt · first choice
What the models said about Salesforce Lead Assignment Rules
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Your CRM’s native routing (like Salesforce Assignment Rules or HubSpot Workflows) distributes leads sequentially but lacks the intelligence required for a scale-up.” Gemini 3.5 Flash · scale prompt · soft negative
“Limitation: Limited to simple property-based assignment; no availability checking; no deduplication before assignment” Kimi K2 · comparative prompt · soft negative
“Powerful but steep learning curve... is overkill/expensive for most mid-market unless you have dedicated admins.” Grok 4.1 Fast · direct prompt · soft negative
“If you use Salesforce, test whether its assignment rules and automation cover your actual cases” GPT-6 Luna · scale prompt · first choice
“native workflows inside HubSpot or Salesforce are the right place to start since round robin and field-based logic are already built in” Claude Haiku 4.5 · comparative prompt · alternative
“The built-in starting point for assigning leads to users or queues... more intricate routing can require custom workflows or code.” GPT-6 Luna · comparative prompt · alternative
Also compared
LeadAngel vs Chili PiperLeadAngel vs Salesforce Lead Assignment RulesLeanData vs Chili PiperLeanData vs Salesforce Lead Assignment RulesZoho CRM vs Chili PiperZoho CRM vs Salesforce Lead Assignment RulesHubSpot Sales Hub vs Chili PiperHubSpot Sales Hub vs Salesforce Lead Assignment RulesChili Piper vs RevenueHeroChili Piper vs DefaultRevenueHero vs Salesforce Lead Assignment RulesDefault vs Salesforce Lead Assignment RulesAll 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.