Three of fourteen models named ExpenseLogic first on the direct prompt; zero named Sakon. ExpenseLogic was named by ten of the fourteen models and Sakon by ten and ExpenseLogic carries 33 labels and Sakon 22, 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 Sakon were named in the same answer twenty-one times, of the 76 answers naming ExpenseLogic and the 88 naming Sakon. In those answers Sakon took the first choice zero times and ExpenseLogic two.
| Model | DirectEX | ParaphraseEX | ComparativeEX | Budget-constrainedEX | Scale-constrainedEX | NegativeEX |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | EX | EX | ||||
| Grok 4.20 | EX | EX | EX | EX | EX | |
| Mistral Small | EX | EX | EX | |||
| DeepSeek V4 Flash | EX | EX | EX | EX | ||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | EX | EX | EX | |||
| Kimi K2 | EX | EX | ||||
| GLM 4.7 FlashX | EX | EX | EX | |||
| MiniMax M2.5 | EX | EX | EX | |||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | EX | 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. Six of eight in this category shown.
“Another platform with a high negative rating (80%), Sakon is criticized for similar reasons, including outdated systems and poor user experiences.” Mistral Small · negative prompt · hard negative
“Sakon lacks an automated RFP process or contract rebidding... users report manual validation work to keep data accurate at a high cost” Claude Haiku 4.5 · negative prompt · soft negative
“Also flagged as a "criticized challenger" in some recent comparative evaluations” Kimi K2 · negative prompt · soft negative
“prioritize modern, API-driven vendors (such as *Brightfin, Sakon, vCom, or Calero*)” Gemini 3.5 Flash · scale prompt · first choice
“Global enterprise focus. Enterprise grade TEM with strong global carrier coverage and multi-country compliance.” Muse Glimmer 30B · comparative prompt · alternative
“Choose Sakon if managing mobile device ordering, logistics, and mobile fleets is your top priority.” Gemini 3.5 Flash · 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.