Three of fourteen models named ExpenseLogic first on the direct prompt; zero named LINQ Qonnect. ExpenseLogic was named by ten of the fourteen models and LINQ Qonnect by nine and ExpenseLogic carries 33 labels and LINQ Qonnect 15, 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 telecom expense management page.
Across every category in the November 2026 Edition, ExpenseLogic and LINQ Qonnect were named in the same answer eighteen times, of the 76 answers naming ExpenseLogic and the 27 naming LINQ Qonnect. In those answers LINQ Qonnect took the first choice one time and ExpenseLogic five.
| Model | DirectEXLQ | ParaphraseEXLQ | ComparativeEXLQ | Budget-constrainedEXLQ | Scale-constrainedEXLQ | NegativeEXLQ |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | LQ | |||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | EXLQ | EX | ||||
| Grok 4.20 | EX | EXLQ | EX | EXLQ | EXLQ | |
| Mistral Small | EX | EXLQ | EX | |||
| DeepSeek V4 Flash | EX | EX | EX | EXLQ | ||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | EX | LQ | EX | EX | ||
| Kimi K2 | EX | EX | ||||
| GLM 4.7 FlashX | EX | EX | EX | |||
| MiniMax M2.5 | EX | EXLQ | EXLQ | |||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | EX | LQ | EX |
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. Three of four in this category shown.
“brightfin and ExpenseLogic are top choices due to their strong automation, reconciliation, and cost-saving features” Mistral Small · direct prompt · first choice
“ExpenseLogic (4.8/5 on Capterra, 31 reviews) and WidePoint (5.0/5, 5 reviews) received notably strong ratings” DeepSeek V4 Flash · negative prompt · first choice
“ExpenseLogic and OneBill are standout choices due to their strong ratings, comprehensive features” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“vComSolutions or LINQ Qonnect are the most cited fits ... LINQ Qonnect for simplified mobile billing, savings guarantees” Muse Glimmer 30B · paraphrase prompt · first choice
“brightfin (formerly MobilityCentral) or LINQ Qonnect would be my top recommendations” Grok 4.20 · paraphrase prompt · first choice
“Best for a wireless-heavy environment seeking mobile inventory, device tracking, historical invoices, reports, and managed support.” Perplexity Sonar · paraphrase 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.