Three of fourteen models named momencio first on the direct prompt; one named B2Brain. momencio was named by ten of the fourteen models and B2Brain by ten and momencio carries 25 labels and B2Brain 21, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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 event lead capture apps page.
Across every category in the October 2026 Edition, momencio and B2Brain were named in the same answer fifteen times, of the 64 answers naming momencio and the 46 naming B2Brain. In those answers B2Brain took the first choice three times and momencio zero.
| 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 |
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. Six of eight in this category shown.
“rigid annual contracts, per-seat pricing with expensive add-ons... Momencio is likely over-engineered and too expensive” Gemini 3.5 Flash · negative prompt · soft negative
“momencio's standard tier need organizer API / registration vendor access to work without an add-on” Muse Glimmer 30B · negative prompt · soft negative
“Strong for post-event engagement, but has a high seat minimum and floor pricing.” Mistral Small · comparative prompt · soft negative
“I'd suggest starting with Wave Connect or Momencio if you want rich features with scalable pricing” Kimi K2 · direct prompt · first choice
“ROI-focused mid-market program: momencio ... momencio / Romify are the mid-market class fits” Muse Glimmer 30B · paraphrase prompt · first choice
“If you need a comprehensive, ROI-focused solution, momencio is a top choice.” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Low-Velocity Review Platforms (e.g., B2Brain, Mobly) ... require more due diligence before enterprise adoption.” Qwen 3.7 Flash · negative prompt · soft negative
“I'd recommend starting with Mobly Capture or B2Brain” MiniMax M2.5 · direct prompt · first choice
“I would recommend B2Brain as the top choice” DeepSeek V4 Flash · paraphrase prompt · first choice
“B2Brain is purpose-built to turn scans into booked meetings and attributable pipeline — the strongest ROI case in the category.” DeepSeek V4 Flash · direct prompt · alternative
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.