# FP&A platforms: what fourteen AI models recommend, and why, October 2026

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

Fourteen AI models were asked for FP&A software six ways each, on behalf of a small, a mid-market and an enterprise B2B company: 252 answers, in which a judge labeled 74 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. Planful leads at 20% of first choices, and the standing is contested.

## At a glance

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Planful | 20% | 18% | 60 |
| 2 | Fathom | 15% | 8% | 13 |
| 3 | Vena | 13% | 20% | 60 |
| 4 | Cube | 7% | 16% | 51 |
| 5 | Abacum | 7% | 6% | 16 |
| 6 | Drivetrain | 6% | 0% | 15 |
| 7 | Centage | 4% | 6% | 16 |
| 8 | Clockwork | 4% | 0% | 10 |

## 1. Planful

Planful is #1 of 13 at 20% of first choices, 60 labels, negative rate 18%. By buyer: small business #12 of 12 at 2%; mid-market #1 of 13 at 20%; enterprise #5 of 8 at 4%.

- Against: "Another enterprise-grade solution that may be unnecessarily complex and expensive for smaller teams." (Mistral Small, negative prompt)
- Against: "Planful, Pigment, and Oracle Essbase generated the most negative feedback overall" (Claude Haiku 4.5, negative prompt)

## 2. Fathom

Fathom is #2 of 13 at 15% of first choices, 13 labels, negative rate 8%. By buyer: small business #1 of 12 at 25%; mid-market #2 of 13 at 15%; enterprise unranked.

- For: "For quick implementation: Cloud-based tools like Fathom or Finmark offer fast setup with reasonable pricing." (MiniMax M2.5, budget prompt)
- For: "Top pick for budget-conscious SMBs ... Try Fathom's free trial—it's the sweet spot for cost vs. features." (Grok 4.1 Fast, budget prompt)
- Against: "users report missing features, upload/import problems, and limited customization" (GPT-5.4 mini, negative prompt)

## 3. Vena

Vena is #3 of 13 at 13% of first choices, 60 labels, negative rate 20%. By buyer: small business #10 of 12 at 2%; mid-market #3 of 13 at 13%; enterprise unranked.

- For: "#1 in G2 Mid-Market Grid for Budgeting/Forecasting & Financial Analysis (Summer 2024)... For comprehensive planning: Vena or Planful (top G2 mid-market leaders)." (Grok 4.1 Fast, direct prompt)
- For: "Best For: Mid-market companies ($50M–$500M+ revenue) that are deeply committed to Excel and need enterprise-grade security and workflows." (Gemini 3.5 Flash, direct prompt)
- Against: "Strong negative quotes (e.g., "would rather eat a bullet than use it again"); 16-58% negative labels" (Grok 4.1 Fast, negative prompt)
- Against: "Options to Avoid on a Limited Budget ... Vena — Median contract ~$34,000/year" (DeepSeek V4 Flash, budget prompt)

## 4. Cube

Cube is #4 of 13 at 7% of first choices, 51 labels, negative rate 16%. By buyer: small business #5 of 12 at 7%; mid-market #4 of 13 at 7%; enterprise unranked.

- For: "Best for: Lean finance teams ($20M–$150M in revenue) looking for rapid implementation... exceptionally fast "time-to-first-forecast"" (Gemini 3.5 Flash, paraphrase prompt)
- For: "Cube is the strongest default recommendation because it is repeatedly positioned as the best small-business FP&A option" (Perplexity Sonar, budget prompt)
- Against: "Options to Avoid on a Limited Budget ... Cube — Starts around $1,250–$2,000/month" (DeepSeek V4 Flash, budget prompt)
- Against: "These are usually priced per *user*... For 10+ users, the cost will escalate rapidly" (Qwen 3.7 Flash, budget prompt)

## 5. Abacum

Abacum is #5 of 13 at 7% of first choices, 16 labels, negative rate 6%. By buyer: small business unranked; mid-market #5 of 13 at 7%; enterprise unranked.

- For: "Drivetrain and Abacum stand out for their advanced features, scalability, and ease of implementation" (Mistral Small, paraphrase prompt)
- Against: "older versions of Mosaic/Abacum... These replace spreadsheets entirely" (Qwen 3.7 Flash, negative prompt)

## 6. Drivetrain

Drivetrain is #6 of 13 at 6% of first choices, 15 labels, negative rate 0%. By buyer: small business unranked; mid-market #6 of 13 at 6%; enterprise unranked.

- For: "Drivetrain and Abacum stand out for their advanced features, scalability, and ease of implementation" (Mistral Small, paraphrase prompt)

## 7. Centage

Centage is #7 of 13 at 4% of first choices, 16 labels, negative rate 6%. By buyer: small business unranked; mid-market #7 of 13 at 4%; enterprise unranked.

- For: "Centage: Ideal for mid-market finance teams with revenues between $25M and $500M." (Mistral Small, direct prompt)
- For: "Centage – purpose-built for your size range" (Kimi K2, scale prompt)
- Against: "Options to Avoid ... Centage — Starts around $1,750–$2,250/month" (DeepSeek V4 Flash, budget prompt)

## 8. Clockwork

Clockwork is #8 of 13 at 4% of first choices, 10 labels, negative rate 0%. By buyer: small business #2 of 12 at 11%; mid-market #8 of 13 at 4%; enterprise unranked.

- For: "Clockwork is the best FP&A software in 2026 — it delivers forecasting, scenario planning, and an AI analyst at transparent SMB pricing" (Muse Glimmer 30B, budget prompt)
- For: "starting with one of the lower-priced options like Fathom or Clockwork is a practical choice" (Mistral Small, budget prompt)

## Questions the record answers

**Which FP&A software do AI models name first most often?** Planful, in 20% of first choices for a mid-market B2B company in the October 2026 Edition, from 60 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: Fathom at 25%. Mid-market: Planful at 20%. Enterprise: Anaplan at 53%. 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 Vena; paraphrase Planful; comparative Workday Adaptive Planning; budget-constrained Fathom; scale-constrained Workday Adaptive Planning; negative Cube. The table above has the counts.

**How stable is one answer?** Asked again with nothing changed, the models moved their own first choice 67% 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 10 points.

**Where do the answers come from?** Fourteen of the fourteen models return sources. Their 76 answers here cite 1,071 pages; the sites cited most are getaleph.com, g2.com, drivetrain.ai. 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.