Lightyear vs Sakon
Zero of fourteen models named Lightyear first on the direct prompt; zero named Sakon. Lightyear was named by twelve of the fourteen models and Sakon by ten and Lightyear carries 19 labels and Sakon 22, so the shares are not directly comparable.
Named in two categories 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.
By framing
LightyearFirst choices, of fourteen modelsSakon
Across every category in the November 2026 Edition, Lightyear and Sakon were named in the same answer thirty-one times, of the 66 answers naming Lightyear and the 88 naming Sakon. In those answers Sakon took the first choice zero times and Lightyear four.
Every model, every framing
| 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 | | |
Lightyear Sakon first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lightyear on the left and Sakon on the right.The direct prompt
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Lightyear9%#2 of 15Sakon0%#13 of 15Lightyear2%#7 of 12Sakon2%#8 of 12Sakon6%#2 of 12Lightyear2%#8 of 12What the models said about Lightyear
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Lightyear is the strongest platform to shortlist” Perplexity Sonar · budget prompt · first choice
“Modern platforms (like Brightfin, ExpenseLogic, or Lightyear) build their value proposition around automated invoice parsing” Qwen 3.7 Flash · negative prompt · alternative
“Alternative Budget Option ... Lightyear has pricing based on the number of services managed, with procurement free to use” Claude Haiku 4.5 · budget prompt · alternative
What the models said about Sakon
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.