One of fourteen models named iCapture first on the direct prompt; two named momencio. iCapture was named by fourteen of the fourteen models and momencio by twelve and iCapture carries 43 labels and momencio 25, 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, iCapture and momencio were named in the same answer forty-three times, of the 130 answers naming iCapture and the 55 naming momencio. In those answers momencio took the first choice six times and iCapture five.
| 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. Six of eight in this category shown.
“Avoid for Limited Budgets: ... or iCapture (~$8K/year) are powerful but scale to bigger operations with higher costs.” Grok 4.20 · budget prompt · hard negative
“iCapture — test syncing and setup. Some G2 reviewers report sync interruptions on venue or hotel Wi‑Fi, mapping issues, and time-consuming CRM setup.” GPT-6 Luna · negative prompt · soft negative
“a significant number of negative reviews (7 out of 36 labels) point to issues such as app instability and concerns about pricing transparency” Mistral Small · negative prompt · soft negative
“For most mid-sized B2B companies, iCapture remains the safest bet due to its sheer reliability across diverse event organizers.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Choose iCapture or Captello. Their universal badge scanning capabilities mean you don't have to rent separate hardware” Gemini 3.5 Flash · comparative prompt · first choice
“iCapture is the safest, most widely adopted standard for booth team sales efficiency” Gemini 3.5 Flash · paraphrase 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.
“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
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.