Wave vs Invoiced
Zero of fourteen models named Wave first on the direct prompt; one named Invoiced. Wave was named by fourteen of the fourteen models and Invoiced by twelve and Wave carries 39 labels and Invoiced 14, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in nine 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 invoicing software page.
By framing
WaveFirst choices, of fourteen modelsInvoiced
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 | | | |
Wave Invoiced first choice named as an alternative argued againstblank: not namedEach cell is one answer, Wave on the left and Invoiced on the right.The direct prompt
Invoiced first, Wave not the choice
1 of 14 modelsWave was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 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
Wave0%#19 of 20Invoiced0%#14 of 20What the models said about Wave
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Not compliant with French PDP ... requirements as of mid-2026, meaning invoices issued to French companies may not be legally enforceable.” Mistral Small · negative prompt · hard negative
“Wave and Zoho Invoice may not be suitable for businesses in France due to compliance issues” Llama 4 Maverick · negative prompt · hard negative
What the models said about Invoiced
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Users have reported autopayment glitches, hundreds of reconciliation errors that persisted for months after software updates, billing failures” Claude Haiku 4.5 · negative prompt · hard negative
“Invoiced is the strongest overall choice when invoicing is complex and accounts receivable automation matters” Perplexity Sonar · direct prompt · first choice
“Invoiced – *Best Overall for Mid-Market B2B Accounts Receivable*” Gemini 3.5 Flash · paraphrase 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.