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Corporate tax provision · November 2026 Edition

Thomson Reuters ONESOURCE Tax Provision vs Longview Tax

Seven of fourteen models named Thomson Reuters ONESOURCE Tax Provision first on the direct prompt; zero named Longview Tax. Both were named by all fourteen models and Thomson Reuters ONESOURCE Tax Provision carries 53 labels and Longview Tax 45, so the shares are not directly comparable.

Named in one category this edition.

Longview Tax

accepted challenger

Named in two categories this edition.

First-choice share17%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate30%16%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 11; printed, not drawn.
Labels5345A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Thomson Reuters ONESOURCE Tax Provision reading right to left. Rank and label count are printed, not drawn.Bloomberg Tax Provision was named alongside these two in eleven of the fourteen direct answers. Bloomberg Tax Provision vs Thomson Reuters ONESOURCE Tax Provision · Bloomberg Tax Provision vs Longview Tax · Thomson Reuters ONESOURCE Tax Provision vs Avalara

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.
Thomson Reuters ONESOURCE Tax ProvisionFirst choices, of fourteen modelsLongview Tax
Direct70
Paraphrase231 against Thomson Reuters ONESOURCE Tax Provision
Comparative100
Budget-constrained028 against Thomson Reuters ONESOURCE Tax Provision · 3 against Longview Tax
Scale-constrained101 against Thomson Reuters ONESOURCE Tax Provision
Negative105 against Thomson Reuters ONESOURCE Tax Provision · 4 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, Thomson Reuters ONESOURCE Tax Provision and Longview Tax were named in the same answer ninety-five times, of the 161 answers naming Thomson Reuters ONESOURCE Tax Provision and the 123 naming Longview Tax. In those answers Longview Tax took the first choice seven times and Thomson Reuters ONESOURCE Tax Provision forty-eight.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Thomson Reuters ONESOURCE Tax Provision and Longview Tax stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Thomson Reuters ONESOURCE Tax Provision Longview Tax first choice named as an alternative argued againstblank: not namedEach cell is one answer, Thomson Reuters ONESOURCE Tax Provision on the left and Longview Tax on the right.

The direct prompt

The plain question, one answer per model, grouped by where Thomson Reuters ONESOURCE Tax Provision and Longview Tax stood in it.

Thomson Reuters ONESOURCE Tax Provision first, Longview Tax an alternative

7 of 14 modelsLongview Tax was named in the answer but not as the choice, or not at all.
Grok 4.20Thomson Reuters ONESOURCE Tax Provision alternatives: Bloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Exactera Tax Provision, Longview Tax
Mistral SmallBloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision alternatives: Taxfyle
DeepSeek V4 FlashThomson Reuters ONESOURCE Tax Provision alternatives: Bloomberg Tax Provision, Longview Tax
Qwen 3.7 FlashBloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision alternatives: CSC Corptax Accounting for Income Taxes, Longview Tax
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 the first choice, one was named

6 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
Llama 4 MaverickTaxfyle alternatives: Avalara, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
Kimi K2Bloomberg Tax Provision alternatives: CSC Corptax Accounting for Income Taxes, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
Muse Glimmer 30BTaxfyle alternatives: Avalara, Bloomberg Tax Provision, Longview Tax by insightsoftware, Thomson Reuters ONESOURCE Tax Provision

Neither was named

1 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Bloomberg Tax Provision, OneStream Tax Provision alternatives: CCH Axcess Tax from Wolters Kluwer, CSC Corptax AIT

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
Longview Tax leads by six points.
Longview Tax6%#5 of 11
Thomson Reuters ONESOURCE Tax Provision0%#10 of 11
The full small business standing →
Mid-marketThe figures above
The order flips: Thomson Reuters ONESOURCE Tax Provision leads at mid-market.
Thomson Reuters ONESOURCE Tax Provision17%#2 of 11
Longview Tax10%#3 of 11
The full mid-market standing →
Enterprise
Thomson Reuters ONESOURCE Tax Provision leads by seventy-five points.
Thomson Reuters ONESOURCE Tax Provision77%#1 of 10
Longview Tax2%#4 of 10
The full enterprise standing →

What the models said about Thomson Reuters ONESOURCE Tax Provision

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“Avoid Enterprise Tools: ONESOURCE, Bloomberg, or Longview are top-rated for robust provision ... but have high licensing, implementation, and training costs” Grok 4.20 · budget prompt · hard negative
“What to avoid on a tight budget: Enterprise provision suites such as Thomson Reuters ONESOURCE Tax Provision” Muse Glimmer 30B · budget prompt · hard negative
“Avoid as a first choice on a tight budget: ONESOURCE, CSC Corptax, and similar enterprise suites” Perplexity Sonar · budget prompt · hard negative
“For corporate tax provisions, use established enterprise software like Thomson Reuters ONESOURCE or Wolters Kluwer CCH Axcess, but vet them through your organization's IT/security team.” Grok 4.20 · negative prompt · first choice
“the "best" corporate tax provision software generally comes down to two top contenders: Bloomberg Tax Provision and Thomson Reuters ONESOURCE” Qwen 3.7 Flash · direct prompt · first choice
“I'd suggest starting with either Bloomberg Tax Provision or ONESOURCE Tax Provision as your primary considerations” MiniMax M2.5 · direct prompt · first choice

What 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
Also compared

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.