Lead routing and management · November 2026 Edition
Chili Piper vs Traction Complete
Two of fourteen models named Chili Piper first on the direct prompt; zero named Traction Complete. Chili Piper was named by fourteen of the fourteen models and Traction Complete by ten and Chili Piper carries 61 labels and Traction Complete 16, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate20%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 15; printed, not drawn.
Labels6116A 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 thirteen of the fourteen direct answers. LeanData vs Chili Piper · LeanData vs Traction Complete · LeadAngel 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 modelsTraction Complete
Direct201 against Chili Piper
Paraphrase011 against Chili Piper
Comparative20
Budget-constrained005 against Chili Piper
Scale-constrained20
Negative005 against Chili Piper · 1 against Traction Complete
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 Traction Complete 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 | | | | | |
Chili Piper Traction Complete first choice named as an alternative argued againstblank: not namedEach cell is one answer, Chili Piper on the left and Traction Complete on the right.The direct prompt
The plain question, one answer per model, grouped by where Chili Piper and Traction Complete stood in it.
Chili Piper first, Traction Complete not the choice
2 of 14 modelsTraction Complete was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashChili Piper, LeanData alternatives: Default, Distribution Engine, HubSpot Operations & Sales Hub Enterprise, RevenueHero
DeepSeek V4 FlashChili Piper, Default alternatives: LeadAngel, LeanData, RevenueHero
Neither was the first choice, one was named
11 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5LeanData alternatives: Chili Piper, HubSpot Sales Hub, Kubaru, LeadAngel, Traction Complete
GPT-5.4 miniLeanData alternatives: Chili Piper, RevenueHero
Perplexity SonarLeadAngel alternatives: Chili Piper, HubSpot Sales Hub, LeanData
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
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
GPT-6 LunaLeanData alternatives: Chili Piper, HubSpot Workflows, RevenueHero
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 16Traction Complete0%#15 of 16Mid-marketThe figures above
Chili Piper leads by five points.
Chili Piper7%#4 of 15Traction Complete2%#8 of 15Enterprise
Chili Piper leads by nine points.
Chili Piper11%#2 of 10Traction Complete2%#5 of 10What 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
What the models said about Traction Complete
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“complaints about the quality of their support and implementation teams” Claude Haiku 4.5 · negative prompt · soft negative
“Best Overall for Mid-Market: Traction Complete” Kimi K2 · paraphrase prompt · first choice
“Traction Complete (now part of Salesloft) specializes in lead-to-account matching and assignment within Salesforce” Claude Haiku 4.5 · paraphrase prompt · alternative
“A Salesforce-native option with visual routing, lead-to-account matching, SLA tracking” GPT-6 Luna · comparative prompt · alternative
Also compared
LeanData vs Chili PiperLeanData vs Traction CompleteLeadAngel vs Chili PiperLeadAngel vs Traction CompleteZoho CRM vs Chili PiperZoho CRM vs Traction CompleteChili Piper vs HubSpot Sales HubChili Piper vs FreshsalesChili Piper vs DefaultHubSpot Sales Hub vs Traction CompleteFreshsales vs Traction CompleteDefault 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.