Rho vs Relay
Two of fourteen models named Rho first on the direct prompt; zero named Relay. Rho was named by ten of the fourteen models and Relay by fourteen and Rho carries 13 labels and Relay 26, so the shares are not directly comparable.
Named in five categories this edition.
Named in two categories 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 business banking page.
By framing
RhoFirst choices, of fourteen modelsRelay
Across every category in the October 2026 Edition, Rho and Relay were named in the same answer fourteen times, of the 91 answers naming Rho and the 88 naming Relay. In those answers Relay took the first choice one time and Rho three.
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 4.1 Fast | | | | |||
| 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 | |
Rho Relay first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rho on the left and Relay on the right.The direct prompt
Rho first, Relay not the choice
2 of 14 modelsRelay was named in the answer but not as the choice, or not at all.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
9 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
Rho12%#2 of 14Relay4%#8 of 14What the models said about Rho
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Choose Rho if your primary goal is to automate complex AP processes and vendor billing without paying software fees.” Gemini 3.5 Flash · paraphrase prompt · first choice
“I'd shortlist Rho first ... Rho is my starting recommendation for a mid-sized B2B company” GPT-6 Luna · paraphrase prompt · first choice
“Rho is the strongest overall pick for many growing companies” Perplexity Sonar · direct prompt · first choice
What the models said about Relay
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“51% of negatives related to account closures — the highest closure complaint ratio of any provider studied” DeepSeek V4 Flash · negative prompt · hard negative
“Elevated issues (13.3 negatives/month), 51% involving closures/freezes—tops the list for this problem.” Grok 4.1 Fast · negative prompt · hard negative
“Relay | 13.3 negative reviews/month | Account closures (51% of complaints)” Kimi K2 · negative prompt · hard negative
“For most companies with limited budgets, Mercury or Relay are excellent choices” Kimi K2 · budget prompt · first choice
“Mercury and Relay are standout choices for businesses with limited budgets” Mistral Small · budget prompt · first choice
“Relay has features that benefit midsize businesses and fast-growing startups, with no monthly fees and strong expense management tools.” Claude Haiku 4.5 · direct 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.