Two of fourteen models named momencio first on the direct prompt; zero named BoothIQ. momencio was named by twelve of the fourteen models and BoothIQ by eight and momencio carries 25 labels and BoothIQ 16, 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 November 2026 Edition, momencio and BoothIQ were named in the same answer eighteen times, of the 55 answers naming momencio and the 35 naming BoothIQ. In those answers BoothIQ took the first choice one time and momencio one.
| 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 |
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 six in this category shown.
“frequently mentioned as less reliable compared to dedicated third-party tools” Mistral Small · negative prompt · soft negative
“Good for follow-up content, but heavier marketing focus” DeepSeek V4 Flash · direct prompt · soft negative
“If you exhibit at multiple, different shows → Wave Connect or momencio (universal scanning + CRM sync)” DeepSeek V4 Flash · comparative prompt · first choice
“B2Brain, Momencio, or Wave Connect: Often ranked highly for turning scans into actionable pipeline” Grok 4.20 · negative prompt · first choice
“B2Brain or Momencio would be the strongest choices” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Older or less-featured badge scanners (e.g., some mentions of BoothIQ, Zoho Backstage...): Watch for offline sync failures” Grok 4.20 · negative prompt · soft negative
“free for individuals and costs $999 per month for teams” Claude Haiku 4.5 · budget prompt · soft negative
“BoothIQ is the best lead retrieval app for small business, and the only one on the market with unlimited leads for free.” Muse Glimmer 30B · budget prompt · first choice
“the best event lead capture app is BoothIQ” Qwen 3.7 Flash · budget prompt · first choice
“AI voice notes + instant meeting booking | BoothIQ” GLM 4.7 FlashX · comparative 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.