Wave vs Invoiced
Zero of fourteen models named Wave first on the direct prompt; four named Invoiced. Wave was named by fourteen of the fourteen models and Invoiced by ten and Wave carries 37 labels and Invoiced 15, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in seven 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 4.1 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 | | | | |
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
4 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
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
Invoiced2%#– of 16Wave0%#13 of 16What 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.
“Use with Extreme Caution: Wave (only for small, low-risk transactions; avoid for high-volume/high-value needs)” Qwen 3.7 Flash · negative prompt · hard negative
“Payment holds \u2013 funds can be frozen with extensive documentation demands” Kimi K2 · 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. Four of five in this category shown.
“Invoiced (deteriorating support, unclear pricing, abrupt account cancellations)” GLM 4.7 FlashX · negative prompt · hard negative
“I would recommend Invoiced if your priority is B2B invoice management... Invoiced is the strongest fit for a mid-sized B2B company.” Perplexity Sonar · paraphrase prompt · first choice
“Invoiced is the classic mid-market/enterprise pick for recurring billing, dunning and e-invoicing compliance” Muse Glimmer 30B · direct prompt · first choice
“Billtrust (for large scale) or Invoiced (for agility and ease of use)” Qwen 3.7 Flash · direct 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.