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Corporate tax provision · November 2026 Edition
Longview Tax vs OneStream Tax Provision
Zero of fourteen models named Longview Tax first on the direct prompt; one named OneStream Tax Provision. Longview Tax was named by fourteen of the fourteen models and OneStream Tax Provision by nine and Longview Tax carries 45 labels and OneStream Tax Provision 11, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share10%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate16%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 11; printed, not drawn.
Labels4511A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Longview Tax reading right to left. Rank and label count are printed, not drawn.Thomson Reuters ONESOURCE Tax Provision was named alongside these two in thirteen of the fourteen direct answers. Bloomberg Tax Provision vs Longview Tax · Bloomberg Tax Provision vs OneStream Tax Provision · Thomson Reuters ONESOURCE Tax Provision vs Longview Tax
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 corporate tax provision page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Longview TaxFirst choices, of fourteen modelsOneStream Tax Provision
Direct01
Paraphrase30
Comparative01
Budget-constrained203 against Longview Tax
Scale-constrained00
Negative004 against Longview Tax
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Longview Tax and OneStream Tax Provision were named in the same answer seventeen times, of the 123 answers naming Longview Tax and the 26 naming OneStream Tax Provision. In those answers OneStream Tax Provision took the first choice one time and Longview Tax zero.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Longview Tax and OneStream Tax Provision stood in it.
| 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 | |
Longview Tax OneStream Tax Provision first choice named as an alternative argued againstblank: not namedEach cell is one answer, Longview Tax on the left and OneStream Tax Provision on the right.The direct prompt
The plain question, one answer per model, grouped by where Longview Tax and OneStream Tax Provision stood in it.
OneStream Tax Provision first, Longview Tax not the choice
1 of 14 modelsLongview Tax was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Bloomberg Tax Provision, OneStream Tax Provision alternatives: CCH Axcess Tax from Wolters Kluwer, CSC Corptax AIT
Neither was the first choice, one was named
11 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniWolters Kluwer CCH Tagetik Tax Provision alternatives: Longview Tax, Thomson Reuters ONESOURCE Tax Provision
Gemini 3.5 FlashBloomberg Tax Provision alternatives: CSC Corptax Accounting for Income Taxes, OneStream Tax Provision, Oracle Tax Reporting, Thomson Reuters ONESOURCE Tax Provision, Workiva Tax and Provision
Perplexity SonarBloomberg Tax Provision alternatives: Longview Tax, Thomson Reuters ONESOURCE Tax Provision
Grok 4.20Thomson Reuters ONESOURCE Tax Provision alternatives: Bloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Exactera Tax Provision, Longview Tax
DeepSeek V4 FlashThomson Reuters ONESOURCE Tax Provision alternatives: Bloomberg Tax Provision, Longview Tax
Llama 4 MaverickTaxfyle alternatives: Avalara, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
Qwen 3.7 FlashBloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision alternatives: CSC Corptax Accounting for Income Taxes, Longview Tax
Kimi K2Bloomberg Tax Provision alternatives: CSC Corptax Accounting for Income Taxes, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
GLM 4.7 FlashXAvalara, Thomson Reuters ONESOURCE Tax Provision alternatives: Bloomberg Tax Provision, Commenda, Longview Tax
MiniMax M2.5Bloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision alternatives: Account Ability, Longview Tax
GPT-6 LunaThomson Reuters ONESOURCE Tax Provision alternatives: Corptax AIT, Longview Tax, Tax Series
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Mistral SmallBloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision alternatives: Taxfyle
Muse Glimmer 30BTaxfyle alternatives: Avalara, Bloomberg Tax Provision, Longview Tax by insightsoftware, Thomson Reuters ONESOURCE Tax Provision
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
OneStream Tax Provision is not named for this buyer.
Longview Tax6%#5 of 11OneStream Tax Provision—not namedMid-marketThe figures above
Longview Tax leads by eight points.
Longview Tax10%#3 of 11OneStream Tax Provision2%#5 of 11Enterprise
Level: the same share of first choices.
Longview Tax2%#4 of 10OneStream Tax Provision2%#5 of 10What the models said about Longview Tax
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“explicitly says to avoid or be cautious about Longview, ONESOURCE, Workiva, Oracle Tax Reporting, and Corptax” Muse Glimmer 30B · negative prompt · hard negative
“Avoid Enterprise Tools: ONESOURCE, Bloomberg, or Longview ... often not viable under $10k–$20k/year.” Grok 4.20 · budget prompt · hard negative
“Longview Tax — excellent, but pricing is quote-only and enterprise-tier.” DeepSeek V4 Flash · budget prompt · hard negative
“Request demos from insightsoftware and Longview Tax if you focus on corporate income tax” Qwen 3.7 Flash · paraphrase prompt · first choice
“The best income tax compliance software for a mid-sized B2B company is insightsoftware” Llama 4 Maverick · paraphrase prompt · first choice
“Longview Tax is likely the best shortlist candidate for corporate tax provision” Perplexity Sonar · budget prompt · first choice
What the models said about OneStream Tax Provision
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“OneStream Tax Provision | 9.1/10 | Consolidation-aligned workflows with repeatable reconciliation artifacts” GLM 4.7 FlashX · comparative prompt · first choice
“OneStream Tax Provision is rated best overall and combines end-to-end provisioning workflow orchestration” Claude Haiku 4.5 · direct prompt · first choice
“Best For: Companies already using OneStream for financial consolidation” Kimi K2 · comparative prompt · alternative
Also compared
Bloomberg Tax Provision vs Longview TaxBloomberg Tax Provision vs OneStream Tax ProvisionThomson Reuters ONESOURCE Tax Provision vs Longview TaxThomson Reuters ONESOURCE Tax Provision vs OneStream Tax ProvisionLongview Tax vs AvalaraLongview Tax vs Sovos Tax ProvisionLongview Tax vs CSC Corptax Accounting for Income TaxesAvalara vs OneStream Tax ProvisionOneStream Tax Provision vs Sovos Tax ProvisionOneStream Tax Provision vs CSC Corptax Accounting for Income TaxesAll twenty-one head-to-head pages and the full corporate tax provision standing
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.