Zero of twelve models named Kiflo first on the direct prompt; one named Channelscaler. Both were named by all twelve models and both carry 38 labels, so the shares below are directly comparable.
Named in three categories this edition.
San Mateo, United States, founded 2010. Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 partner relationship management page.
Across every category in the September 2026 Edition, Kiflo and Channelscaler were named in the same answer forty-six times, of the 123 answers naming Kiflo and the 142 naming Channelscaler. In those answers Channelscaler took the first choice one time and Kiflo ten.
| 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 |
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. Five of five in this category shown.
“reviews have specifically flagged certain niche platforms (such as Kiflo) for usability issues on mobile devices and limited customer support teams” Qwen 3.7 Flash · negative prompt · soft negative
“Kiflo / Magentrix / PartnerStack — worth evaluating only if you need more complete partner-program features and can handle a higher spend” GPT-5.4 mini · budget prompt · soft negative
“Safer bets (high ratings, fewer complaints): Kiflo, Introw, Partnerplace” Grok 4.1 Fast · negative prompt · first choice
“Kiflo — Best Overall for Mid-Market B2B” Kimi K2 · paraphrase prompt · first choice
“SMBs needing automation, account mapping, multi-channel ... | Higher entry; caps partners on base plan.” Grok 4.1 Fast · budget prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“deeper configuration changes and complex logic mapping often require backend developer work” Gemini 3.5 Flash · negative prompt · hard negative
“## Platforms to AVOID ### 1. Channelscaler Major Red Flags:” GLM 4.7 FlashX · negative prompt · hard negative
“Allbound / ZINFI — Solid but often priced at enterprise levels” Kimi K2 · paraphrase prompt · hard negative
“Channeltivity or Allbound are frequently recommended due to their balance of features, usability, and price.” Qwen 3.7 Flash · direct prompt · first choice
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.