6 categories · RankedKolleno
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Cash application | Receivables and billing | 2% | 15 of 83 | 0% | 4 | under 10 labels · led by HighRadius at 16% |
| B2B credit management | Receivables and billing | 2% | 17 of 82 | 14% | 7 | under 10 labels · led by Tesorio at 16% |
| Accounts receivable automation | Receivables and billing | 0% | 26 of 77 | 0% | 4 | under 10 labels · led by Zoho Books at 15% |
| Account reconciliation | Accounting and close | 0% | 46 of 72 | 0% | 1 | under 10 labels · led by FloQast at 33% |
| Cash flow forecasting | Treasury and cash | 0% | 62 of 86 | 0% | 1 | under 10 labels · led by Agicap at 18% |
| Global e-invoicing compliance | Tax and compliance | 0% | 71 of 108 | 0% | 1 | under 10 labels · led by Avalara at 28% |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 0 | 2 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 1 | 0 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 2 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 1 | 1 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Both Tesorio and Kolleno are AI-powered Accounts Receivable (AR) and credit risk platforms.” Gemini 3.5 Flash · B2B credit management · paraphrase prompt · first choice
“Kolleno and Esker are strong, mid‑market‑focused all‑rounders.” GLM 4.7 FlashX · Cash application · direct prompt · first choice
“Stands out for combining collections, payments, cash application, credit risk, disputes, and forecasting.” GPT-5.4 mini · B2B credit management · comparative prompt · alternative
“Mid‑sized or scaling B2B companies wanting to modernize AR without losing the human touch.” GLM 4.7 FlashX · Accounts receivable auto · paraphrase prompt · alternative
And against it
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.
“Kolleno runs ~$650/user/month—cheap-sounding at first, but it scales badly for small teams.” DeepSeek V4 Flash · B2B credit management · budget prompt · hard negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 47 of the 51 answers that named Kolleno and are not a share of its labels.
Domains cited
159 of the 174 domain citations in answers naming Kolleno came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
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