# Financial close management: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "financial close management software" and as "month-end close software", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/finance/accounting/financial-close-management/2026-11

**Standing:** FloQast leads with 53% of first choices; verdict clear leader. 59 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [FloQast](https://www.gane.ai/index/finance/vendors/floqast/index.md) | 53% | 12% | 69 |
| 2 | [Numeric](https://www.gane.ai/index/finance/vendors/numeric/index.md) | 14% | 2% | 44 |
| 3 | [Prophix](https://www.gane.ai/index/finance/vendors/prophix/index.md) | 7% | 0% | 24 |
| 4 | [DOKKA Close](https://www.gane.ai/index/finance/vendors/dokka-close/index.md) | 3% | 0% | 15 |
| 5 | [Planful](https://www.gane.ai/index/finance/vendors/planful/index.md) | 3% | 17% | 12 |
| 7 | [Datarails](https://www.gane.ai/index/finance/vendors/datarails/index.md) | 2% | 0% | 12 |
| 8 | [BlackLine](https://www.gane.ai/index/finance/vendors/blackline/index.md) | 2% | 40% | 63 |
| 17 | [Trintech Adra](https://www.gane.ai/index/finance/vendors/trintech-adra/index.md) | 0% | 0% | 20 |
| 18 | [Trintech](https://www.gane.ai/index/finance/vendors/trintech/index.md) | 0% | 14% | 21 |
| 19 | [Workiva](https://www.gane.ai/index/finance/vendors/workiva/index.md) | 0% | 23% | 31 |
| 20 | [OneStream](https://www.gane.ai/index/finance/vendors/onestream/index.md) | 0% | 13% | 15 |
| 21 | [Vena](https://www.gane.ai/index/finance/vendors/vena/index.md) | 0% | 10% | 10 |

Rank is by share of first choices among all 83 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: FloQast; alternatives DOKKA Close, Trintech Adra
- GPT-5.4 mini: FloQast; alternatives BlackLine, Vena
- Gemini 3.5 Flash: FloQast; alternatives BlackLine, Numeric, Planful, Trintech Adra
- Perplexity Sonar: FloQast; alternatives DOKKA Close, Numeric, Prophix, Trintech Adra
- Grok 4.20: FloQast; alternatives BlackLine, Prophix, Workiva
- Mistral Small: FloQast, Prophix; alternatives BlackLine, DOKKA Close
- DeepSeek V4 Flash: FloQast; alternatives BlackLine, Datarails, Prophix, Sage Intacct
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: FloQast; alternatives Numeric, PivotXL, Prophix
- Kimi K2: FloQast; alternatives Prophix, Trintech Adra
- GLM 4.7 FlashX: Prophix; alternatives Cube, FloQast, Numeric
- MiniMax M2.5: FloQast; alternatives Adra Suite, BlackLine, Sage Intacct, Trintech
- GPT-6 Luna: FloQast; alternatives BlackLine, Numeric, Trintech Adra
- Muse Glimmer 30B: FloQast; alternatives BlackLine, Prophix, Trintech

## Sources the answers cite

73 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- prophix.com: 37 answers, 48 citations
- g2.com: 31 answers, 61 citations
- cfoshortlist.com: 28 answers, 34 citations
- bluecopa.com: 26 answers, 28 citations
- softwareadvice.com: 26 answers, 28 citations
- dokka.com: 23 answers, 29 citations
- erpresearch.com: 20 answers, 24 citations
- capterra.com: 18 answers, 27 citations

Pages named in the most answers:

- https://prophix.com/blog/best-financial-close-software (23 answers)
- https://cfoshortlist.com/reports/best-financial-close-software (22 answers)
- https://softwareadvice.com/financial-close (22 answers)
- https://erpresearch.com/erp-add-ons/financial-close (18 answers)
- https://prophix.com/uk/blog/the-15-best-financial-close-software-tools-for-2026 (16 answers)
- https://capterra.com/financial-close-software (15 answers)
- https://dokka.com/best-financial-close-software-for-small-businesses (12 answers)
- https://netgain.tech/blog/best-financial-close-management-software-in-2026 (12 answers)
- https://toolradar.com/guides/best-month-end-close-software (12 answers)
- https://bluecopa.com/blog/month-end-close-software (11 answers)

## Warned against

- BlackLine: 25 of 63 labels negative. "Avoid BlackLine unless you're genuinely enterprise-scale—it's powerful but often overkill and over-budget for mid-market teams." (Kimi K2, paraphrase prompt)
- FloQast: 8 of 69 labels 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" (Muse Glimmer 30B, negative prompt)
- Workiva: 7 of 31 labels negative. "the goal is to avoid enterprise platforms like BlackLine or Workiva" (Gemini 3.5 Flash, budget prompt)
- CCH Tagetik: 4 of 9 labels negative. "Avoid FloQast and premium options like BlackLine or CCH Tagetik ($50,000+/year)" (DeepSeek V4 Flash, budget prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: FloQast at 53%.

- Prophix: 4% to 7%, +3. Inside the floor by 7 points · rank 4 → 3 of 83.
- DOKKA Close: 0% to 3%, +3. Inside the floor by 7 points · rank 32 → 4 of 83.
- FloQast: 55% to 53%, −2. Inside the floor by 8 points · rank 1 of 83, unchanged.
- Datarails: 0% to 2%, +2. Inside the floor by 8 points · rank 15 → 7 of 83.
- Trintech: 2% to 0%, −2. Inside the floor by 8 points · rank 7 → 18 of 83.
- Workiva: 2% to 0%, −2. Inside the floor by 8 points · rank 10 → 19 of 83.
- Numeric: 15% to 14%, −1. Inside the floor by 9 points · rank 2 of 83, unchanged.
- Planful: 2% to 3%, +1. Inside the floor by 9 points · rank 8 → 5 of 83.
- BlackLine: 2% to 2%, ±0. Inside the floor by 10 points · rank 13 → 8 of 83.
- Trintech Adra: 0% to 0%, ±0. Inside the floor by 10 points · rank 14 → 17 of 83.
- OneStream: 0% to 0%, ±0. Inside the floor by 10 points · rank 17 → 20 of 83.
- Vena: 0% to 0%, ±0. Inside the floor by 10 points · rank 26 → 21 of 83.

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.