# FP&A platforms: what twelve AI models recommend, and why, September 2026

Finance AI Recommendation Index, September 2026 Edition. Page: https://finance-ai-index.com/planning/fpa-platforms/guide/

Twelve AI models were asked for FP&A software six ways each, on behalf of a small, a mid-market and an enterprise B2B company: 216 answers, in which a judge labeled 52 products. Thirteen of them carry at least 10 labels and a first choice, and are ranked. This guide walks the top eight in the order the mid-market standing puts them, with what the models said for and against each, in their words. Vena leads at 15% of first choices, and the standing is contested.

## At a glance

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Vena | 15% | 16% | 45 |
| 2 | Pigment | 15% | 16% | 38 |
| 3 | Clockwork | 15% | 0% | 13 |
| 4 | Planful | 10% | 11% | 36 |
| 5 | Fathom | 10% | 0% | 10 |
| 6 | Cube | 8% | 8% | 37 |
| 7 | Prophix | 6% | 12% | 17 |
| 8 | Datarails | 4% | 9% | 45 |

## 1. Vena

Vena is #1 of 13 at 15% of first choices, 45 labels, negative rate 16%. By buyer: small business #7 of 7 at 2%; mid-market #1 of 13 at 15%; enterprise unranked.

- For: "Go with Vena if your finance team wants to continue modeling in Excel but needs to eliminate spreadsheet errors and automate data ingestion from your ERP." (Gemini 3.5 Flash, paraphrase prompt)
- For: "Choose Vena or Datarails if you have a small to mid-sized finance team that wants to retain the comfort of using Excel" (Qwen 3.7 Flash, comparative prompt)
- Against: ""would rather eat a bullet than use it again." ... Anaplan and Vena are the two with the most consistent negative sentiment" (DeepSeek V4 Flash, negative prompt)
- Against: "If data sovereignty and verified security audits are non-negotiable for you, this is a major red flag." (Qwen 3.7 Flash, negative prompt)

## 2. Pigment

Pigment is #2 of 13 at 15% of first choices, 38 labels, negative rate 16%. By buyer: small business unranked; mid-market #2 of 13 at 15%; enterprise #3 of 7 at 15%.

- For: "Pigment | Tech-forward mid-market, driver‑based modeling, rapid scenario analysis | Deep driver‑based modeling ... enterprise‑grade power on short implementation timelines" (GLM 4.7 FlashX, direct prompt)
- For: "Go with Pigment if you are forward-looking, have a modern finance team, and want a highly collaborative, visual, and agile scenario-planning tool." (Gemini 3.5 Flash, paraphrase prompt)
- Against: "Avoid or be cautious about enterprise platforms (Anaplan, Workday Adaptive, Planful, Pigment)" (Mistral Small, negative prompt)
- Against: "What to avoid when budget is tight ... overkill for a budget-conscious company" (DeepSeek V4 Flash, budget prompt)

## 3. Clockwork

Clockwork is #3 of 13 at 15% of first choices, 13 labels, negative rate 0%. By buyer: small business #1 of 7 at 60%; mid-market #3 of 13 at 15%; enterprise unranked.

- For: "Clockwork is the best FP&A software for a limited budget due to its balance of features, ease of use, and transparent pricing" (Mistral Small, budget prompt)
- For: "Clockwork is highlighted as a leading option that delivers forecasting, scenario planning, and an AI analyst from $149/month" (Claude Haiku 4.5, budget prompt)

## 4. Planful

Planful is #4 of 13 at 10% of first choices, 36 labels, negative rate 11%. By buyer: small business unranked; mid-market #4 of 13 at 10%; enterprise unranked.

- For: "Currently one of the leaders in this space. Excellent balance between a robust backend and a user-friendly frontend" (Qwen 3.7 Flash, scale prompt)
- Against: "Avoid or be cautious about enterprise platforms (Anaplan, Workday Adaptive, Planful, Pigment)" (Mistral Small, negative prompt)
- Against: "What to avoid when budget is tight ... overkill for a budget-conscious company" (DeepSeek V4 Flash, budget prompt)

## 5. Fathom

Fathom is #5 of 13 at 10% of first choices, 10 labels, negative rate 0%. By buyer: small business #2 of 7 at 13%; mid-market #5 of 13 at 10%; enterprise unranked.

- For: "Fathom (cheapest) or Clockwork (best overall for forecasting + AI) are your strongest picks" (DeepSeek V4 Flash, budget prompt)
- For: "Fathom – Best Value for Money ... Fathom is the most cost-effective professional solution" (Kimi K2, budget prompt)

## 6. Cube

Cube is #6 of 13 at 8% of first choices, 37 labels, negative rate 8%. By buyer: small business #3 of 7 at 9%; mid-market #6 of 13 at 8%; enterprise #7 of 7 at 2%.

- Against: "Avoid pricier ones like Jirav (~$10K/year), Cube/Datarails ($1K+/month)" (Grok 4.1 Fast, budget prompt)
- Against: "you quickly hit "guardrails"... still prone to broken formulas, version-control friction, and performance lag" (Gemini 3.5 Flash, negative prompt)

## 7. Prophix

Prophix is #7 of 13 at 6% of first choices, 17 labels, negative rate 12%. By buyer: small business unranked; mid-market #7 of 13 at 6%; enterprise unranked.

- Against: "Prophix (slow performance, limited functionality, steep learning curve)" (GLM 4.7 FlashX, negative prompt)
- Against: "Be wary of mid-market tools (Centage, Datarails, Vena, Prophix) if you are a small business" (Mistral Small, negative prompt)

## 8. Datarails

Datarails is #8 of 13 at 4% of first choices, 45 labels, negative rate 9%. By buyer: small business #5 of 7 at 2%; mid-market #8 of 13 at 4%; enterprise unranked.

- For: "Datarails is often the strongest all-around pick — Excel-based, strong consolidation and variance analysis, faster to ROI" (DeepSeek V4 Flash, direct prompt)
- For: "Start with Datarails or Vena if your team is comfortable in Excel and wants minimal disruption" (Kimi K2, paraphrase prompt)
- Against: "The Pitfall (specifically Datarails): ... its pricing has risen significantly... the ROI may not add up." (Gemini 3.5 Flash, negative prompt)
- Against: "Avoid pricier ones like Jirav (~$10K/year), Cube/Datarails ($1K+/month)" (Grok 4.1 Fast, budget prompt)

## Questions the record answers

**Which FP&A software do AI models name first most often?** Vena, in 15% of first choices for a mid-market B2B company in the September 2026 Edition, from 45 labels. The standing is contested: the models did not settle on one product.

**Does the answer change with the size of the company?** Small business: Clockwork at 60%. Mid-market: Vena at 15%. Enterprise: Anaplan at 48%. Each standing is computed within its segment and never pooled.

**Which framing changes the answer?** The direct, paraphrase, budget and scale framings count toward share. The product named first differs by framing: direct Pigment; paraphrase Vena; comparative Anaplan; budget-constrained Clockwork; scale-constrained Pigment; negative Aleph. The table above has the counts.

**How stable is one answer?** Asked again with nothing changed, the models moved their own first choice 68% of the time across the repeat sample; Across the categories asked twice, a leader's share moved 3 points at the median and the index calls a change only above 6 points.

**Where do the answers come from?** Twelve of the twelve models return sources. Their 63 answers here cite 721 pages; the sites cited most are getaleph.com, centage.com, learn.g2.com. The category page lists them all.

**Can a vendor pay to be on this list?** No. A product is on the record because a model named it. A vendor can claim its page, propose corrections to the vendor table and be told when its standing moves; it cannot change a label, a share or a rank, and the publisher's conflicts are disclosed on the method page.

Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.