Financial close management for enterprise buyers
Asked as “financial close management software”, and as “month-end close software”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
01The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
One product takes 64% of first choices here, so the chart would put eight markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Two products carry a negative rate above 25% in this category. Jump to the standing
02What they warned about
Eight of twelve models held their first choice under the paraphrase. Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
FloQast27%
12 of 45 labels negative · 8 of 12 models · 3 hard negative
“Mid-Market Tools (Avoid for Large Enterprises) Tools like **FloQast** ($30k-$80k/year) are designed for mid-market companies and often lack the scalability” MiniMax M2.5, negative prompt
Numeric35%
8 of 23 labels negative · 7 of 12 models · 3 hard negative
“Numeric at $30/user/mo) become unpredictable/expensive at thousands of users ($360K+/mo), so avoid for your scale” Grok 4.1 Fast, budget prompt
BlackLine13%
8 of 61 labels negative · 7 of 12 models
“price **custom‑quotes** based on modules, legal entities and transaction volume, which makes total cost much harder to forecast” MiniMax M2.5, budget prompt
Workiva18%
7 of 38 labels negative · 6 of 12 models
“rely on custom, quote-based pricing, which can be less predictable for large deployments with thousands of users” Mistral Small, budget prompt
03What they cite
Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 809 links across 217 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Numeric48 answers · 56 citations · 10 models
35 answers · 35 citations · 10 models
32 answers · 52 citations · 9 models
vendor site · Bluecopa30 answers · 40 citations · 9 models
23 answers · 27 citations · 11 models
vendor site · Guideflow19 answers · 20 citations · 8 models
vendor site · Prophix19 answers · 20 citations · 8 models
18 answers · 19 citations · 9 models
17 answers · 33 citations · 7 models
vendor site · DOKKA17 answers · 18 citations · 6 models
vendor site · Maxima14 answers · 18 citations · 7 models
vendor site · HighRadius13 answers · 14 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
48 answers · 10 models
35 answers · 10 models
21 answers · 11 models
19 answers · 8 models
18 answers · 8 models
17 answers · 9 models
17 answers · 9 models
16 answers · 6 models
15 answers · 8 models
11 answers · 9 models
04How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ModelDirect“What is the best financial close management software for an enterprise B2B company?”Paraphrase“Which month-end close software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade close management tools and how do they differ?”Budget-constrained“What is the best financial close management software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a financial close management software. What should we look at?”Negative“Which close management tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5BlackLineBlackLineHeldBlackLineBlackLine, OneStreamagainst: FloQastno first choicenothing named
Four alternatives
HighRadius, OneStream, Oracle Financial Consolidation and Close, WorkivaTwo alternatives
FloQast, TrintechThree alternatives
FloQast, OneStream, TrintechOne alternative
TrintechGPT-5.4 miniBlackLineBlackLineHeldBlackLineOracle Financial Consolidation and Closeagainst: SAP Advanced Financial Closingno first choicenothing named
Three alternatives
OneStream, SAP Advanced Financial Closing, WorkivaTwo alternatives
Oracle Financial Consolidation and Close, SAP Accounting and Financial CloseSix alternatives
Aico, FloQast, HighRadius, OneStream, Oracle, SAP Financial Close / SAP ecosystem toolsTwo alternatives
BlackLine, Oracle Hyperion Financial Close ManagementGemini 3.5 FlashBlackLineBlackLineHeldBlackLine, FloQastagainst: WorkivaFloQastBlackLineagainst: Datarails, Finlens, FloQast, Numeric, Oracle Account Reconciliation Cloud, Planful, Prophix, SAP Group Reporting, Vena, Workiva
Four alternatives
CCH Tagetik, FloQast, OneStream, Oracle Fusion Cloud EPMFour alternatives
FloQast, OneStream, Redwood, TrintechFour alternatives
CCH Tagetik, OneStream, Oracle Fusion Cloud EPM, Trintech CadencyThree alternatives
BlackLine, HighRadius, OneStreamTwo alternatives
FloQast, TrintechPerplexity SonarBlackLineBlackLineHeldSalesforceagainst: Zoho CRMBlackLineno first choiceagainst: Asana, Cube, Datarails, Drivetrain, FloQast, Monday.com, Numeric, Vena
Four alternatives
OneStream, SAP Cloud ERP, Trintech Adra, WorkivaThree alternatives
CCH Tagetik, OneStream, Trintech CadencySix alternatives
Creatio, HubSpot Sales Hub Enterprise, Microsoft Dynamics 365 Sales, Oracle Fusion Cloud Sales / Oracle CX, SAP Sales Cloud, SugarCRMOne alternative
Trintech CadencyGrok 4.1 FastBlackLineagainst: FloQastBlackLineHeldagainst: FloQastno first choiceBlackLineagainst: Numericno first choiceagainst: BlackLine, Cube, Datarails, Trintech, Vena, Workiva
Four alternatives
CCH Tagetik, OneStream, Oracle EPM/FCCS, TrintechTwo alternatives
OneStream, Trintech CadencyFour alternatives
FloQast, OneStream, Oracle Financial Consolidation and Close, TrintechMistral SmallHighRadiusBlackLineChangedBlackLine, OneStreamagainst: NumericFloQast, Numericagainst: BlackLine, Workivano first choiceagainst: Close
Two alternatives
BlackLine, WorkivaTwo alternatives
FloQast, Oracle NetSuiteFour alternatives
FloQast, SAP Cloud ERP, Trintech Adra, WorkivaDeepSeek V4 FlashBlackLine, OneStreamBlackLineChangedagainst: FloQastBlackLine, TrintechOneStream, Workivaagainst: FloQast, Numeric, Trintech Adrano first choiceagainst: BlackLine, FloQast, Numeric, OneStream, Synder, Trintech, Workiva
Two alternatives
FloQast, WorkivaThree alternatives
OneStream, Trintech, WorkivaFour alternatives
CCH Tagetik, FloQast, OneStream, WorkivaThree alternatives
BlackLine, CCH Tagetik, Trintech CadencyLlama 4 MaverickHighRadiusBlackLineChangedno first choiceBlackLineBlackLineagainst: BlackLine, Workiva
Five alternatives
BlackLine, Numeric, OneStream, SAP Cloud ERP, WorkivaTwo alternatives
Oracle NetSuite, PivotXLFour alternatives
CloseCore, FloQast, Trintech, WorkivaQwen 3.7 FlashBlackLineBlackLineHeldBlackLineOneStreamagainst: BlackLine, Trintechno first choicenothing named
Four alternatives
Numeric, OneStream, Trintech, WorkivaThree alternatives
FloQast, OneStream, TrintechFour alternatives
FloQast, OneStream, Trintech, WorkivaOne alternative
Oracle NetSuiteKimi K2BlackLineBlackLineHeldagainst: FloQast, NumericBlackLine, TrintechFloQast, LedgeBlackLineagainst: Excel, FloQast, Oracle Fusion
Three alternatives
OneStream, Trintech, WorkivaOne alternative
TrintechFour alternatives
FloQast, Numeric, OneStream, WorkivaTwo alternatives
BlackLine, OneStreamThree alternatives
FloQast, OneStream, Oracle Financial Consolidation and CloseGLM 4.7 FlashXBlackLineBlackLineHeldBlackLine, WorkivaNumericagainst: BlackLine, FloQastno first choiceagainst: Basecamp, ClickUp, Jira, Monday.com, Notion, Salesforce, Trello
Four alternatives
Numeric, OneStream, Trintech Cadency, WorkivaFour alternatives
HighRadius, Numeric, OneStream, TrintechSix alternatives
CCH Tagetik, FloQast, HighRadius, OneStream, Trintech, insightsoftwareMiniMax M2.5BlackLine, HighRadiusBlackLineChangedBlackLineFloQastagainst: BlackLine, Numeric, Trintech, Trintech Cadencyno first choiceagainst: BlackLine, FloQast, Workiva
Three alternatives
Numeric, Vena, WorkivaOne alternative
Oracle NetSuiteFive alternatives
FloQast, Numeric, OneStream, Trintech, WorkivaBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
05The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:54 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:01 | yes | 1 | 10 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:28 | yes | 17 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:34 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 18:35 | yes | 26 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:39 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:55 | yes | 16 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:57 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:38 | yes | 5 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:45 | yes | 9 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:35 | yes | 11 | 46 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:38 | yes | 9 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:26 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:56 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:15 | yes | 14 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:52 | yes | 17 | 6 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 19:22 | yes | 34 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:51 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:44 | yes | 9 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:16 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:59 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:55 | yes | 12 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:10 | yes | 7 | 99 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:02 | yes | 5 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:45 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:35 | yes | 7 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:16 | yes | 17 | 149 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:37 | yes | 18 | 11 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 20:40 | yes | 32 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:57 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:28 | yes | 28 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:37 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:40 | yes | 5 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:41 | yes | 12 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:36 | yes | 19 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:42 | yes | 10 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:00 | yes | 13 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:14 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:47 | yes | 21 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 18:14 | yes | 20 | 6 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 18:56 | yes | 30 | 19 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:22 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:25 | yes | 25 | 60 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:52 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:10 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:46 | yes | 19 | 44 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:35 | yes | 20 | 68 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:29 | yes | 13 | 92 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:58 | yes | 18 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:27 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:46 | yes | 10 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:39 | yes | 20 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 19:27 | yes | 17 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:32 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:32 | yes | 20 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:08 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:09 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:08 | yes | 22 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:03 | yes | 14 | 171 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:14 | yes | 10 | 53 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:05 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:07 | no | 0 | 2 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:51 | yes | 14 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:50 | yes | 18 | 8 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 18:04 | yes | 23 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:02 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:40 | yes | 18 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:05 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:08 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:23 | yes | 23 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:09 | yes | 30 | 134 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:23 | yes | 17 | 48 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
Category-scoped readings
Adra read as Trintech Adra
Adra (Trintech) read as Trintech Adra
Adra by Trintech read as Trintech Adra
Finance Automation by Redwood read as Redwood
IBM read as IBM Cognos Controller
NetSuite read as Oracle NetSuite
Oracle Cloud EPM read as Oracle Fusion Cloud EPM
Oracle EPM read as Oracle Fusion Cloud EPM
Oracle FCCS read as Oracle Financial Consolidation and Close
Salesforce Sales Cloud read as Salesforce
Vena Solutions read as Vena
Wolters Kluwer read as CCH Tagetik
Wolters Kluwer (CCH Tagetik) read as CCH Tagetik
Wolters Kluwer - CCH Tagetik read as CCH Tagetik
Unresolved, counted raw
Basecamp
CloseCore
Creatio
HubSpot Sales Hub Enterprise
Microsoft Dynamics 365 Sales
Oracle EPM/FCCS
Oracle Fusion Cloud Sales / Oracle CX
Oracle HFM/FCCS
Oracle Hyperion Financial Close Management
SAP Accounting and Financial Close
SAP Financial Close / SAP ecosystem tools
SAP Financial Close cockpit
SAP Sales Cloud
SugarCRM
Discontinued, still offered
No shut-down product was recommended here.