QuickBooks Online vs ReconArt
Zero of fourteen models named QuickBooks Online first on the direct prompt; zero named ReconArt. QuickBooks Online was named by thirteen of the fourteen models and ReconArt by ten and QuickBooks Online carries 20 labels and ReconArt 16, so the shares are not directly comparable.
Named in sixteen 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 account reconciliation page.
By framing
QuickBooks OnlineFirst choices, of fourteen modelsReconArt
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 | |
QuickBooks Online ReconArt first choice named as an alternative argued againstblank: not namedEach cell is one answer, QuickBooks Online on the left and ReconArt on the right.The direct prompt
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
13 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
QuickBooks Online49%#1 of 10ReconArt0%#9 of 10QuickBooks Online8%#5 of 12ReconArt2%#8 of 12QuickBooks Online0%#– of 10ReconArt0%#10 of 10What the models said about QuickBooks Online
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“you've likely outgrown built-in tools (70–80% match rates at best)” DeepSeek V4 Flash · paraphrase prompt · hard negative
What the models said about ReconArt
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If you need specialized, high-volume automation: Start with ReconArt at ~$300/month.” GLM 4.7 FlashX · paraphrase prompt · first choice
“For large, complex, or high-volume reconciliations: ReconArt or BlackLine.” Mistral Small · comparative prompt · first choice
“a solid choice for medium to large businesses that need stronger reconciliation specialization” Perplexity Sonar · paraphrase 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.