| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Meeting scheduling | Sales | 26% | 2 of 58 | 22% | 40 | accepted challenger | ▲+14Since September 2026: 12% → 27%, +14 points. Past the 11-point floor: movement. Read over the models both editions asked. |
| Lead routing and management | Sales | 5% | 6 of 111 | 24% | 42 | accepted challenger | ▼−4Since September 2026: 11% → 7%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Conversational marketing platforms | Marketing | 0% | 44 of 87 | 0% | 1 | under 10 labels · led by Tidio at 13% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Scheduling | 12% | 27% | ▲+14Since September 2026: 12% → 27%, +14 points. Past the 11-point floor: movement. Read over the models both editions asked. | Moved past the floor | Rank 3 → 2 of 58 |
| Lead routing | 11% | 7% | ▼−4Since September 2026: 11% → 7%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 → 6 of 111 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 1 | 0 | 0 | 3 |
| GPT-5.4 mini | 1 | 3 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 4 | 3 | 0 | 4 | 11 |
| Perplexity Sonar | 1 | 2 | 0 | 0 | 3 |
| Grok 4.20 | 1 | 3 | 1 | 2 | 7 |
| Mistral Small | 1 | 2 | 1 | 0 | 4 |
| DeepSeek V4 Flash | 2 | 2 | 1 | 2 | 7 |
| Llama 4 Maverick | 0 | 1 | 1 | 1 | 3 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 1 | 4 |
| Kimi K2 | 2 | 3 | 0 | 3 | 8 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 1 | 4 |
| MiniMax M2.5 | 2 | 4 | 0 | 1 | 7 |
| GPT-6 Luna | 0 | 6 | 0 | 1 | 7 |
| Muse Glimmer 30B | 2 | 4 | 2 | 3 | 11 |
Verbatim evidence the judge attached to positive labels.
“If you need advanced inbound form-to-meeting routing across Salesforce/HubSpot, purpose-built enterprise layers such as Chili Piper are benchmarked for under 1 minute speed-to-lead.” Muse Glimmer 30B · Scheduling · scale prompt · first choice
“The traditional heavy hitter for complex B2B sales routing and SDR-to-AE handoffs... a powerful, premium choice for established, high-volume teams.” Gemini 3.5 Flash · Scheduling · scale prompt · first choice
“Choose Chili Piper or RevenueHero if your main pipeline bottleneck is prospects filling out your website's contact form” Gemini 3.5 Flash · Lead routing · 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 · Lead routing · direct prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“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 · Lead routing · negative prompt · hard negative
“What to avoid on a limited budget ... Chili Piper ... has a platform fee on top of per-user licensing.” Muse Glimmer 30B · Scheduling · budget prompt · hard negative
“Avoid pricier options like Chili Piper ($15+/user) unless you need enterprise lead routing.” Grok 4.20 · Scheduling · budget prompt · hard negative
“I'd skip Chili Piper on a limited budget unless advanced lead routing is essential” GPT-6 Luna · Scheduling · budget prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 232 of the 242 answers that named Chili Piper and are not a share of its labels.
690 of the 747 domain citations in answers naming Chili Piper came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 312 | 0 | 2022-04-01 | ||
| Podcast or video | 156 | 0 | 2024-03-05 | ||
| Case study | 60 | 0 | 2017-09-09 | ||
| Report or ebook | 55 | 0 | 2025-10-22 | ||
| Comparison | 21 | 0 | 2025-11-13 | ||
| Webinar or virtual event | 14 | 2 | 2026-09-09 | ||
| Template or tool | 9 | 0 | 2023-02-16 | ||
| Glossary or explainer | 9 | 1 | 2026-08-28 | ||
| Conference or event | 4 | 0 | 2025-11-20 |
Every page chilipiper.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Chili Piper's own pages state, read September 28, 2026: chilipiper.com, chilipiper.com/pricing, trust.chilipiper.com, chilipiper.com/products/mcp, chilipiper.com/resources/customer-stories. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Chili Piper's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Chili Piper, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Chili Piper by email, built from the raw record of the edition. It shows:
Chili Piper is among the products AI models recommend first in Meeting scheduling this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.