FP&A platforms: what fourteen AI models recommend, and why, October 2026
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 | First-choice share | Negative rate | Labels | Leads for | Quadrant | |
|---|---|---|---|---|---|---|
| 1 |  Planful | 20% | 18% | 60 | Mid-market | accepted challenger |
| 2 |  Fathom | 15% | 8% | 13 | Small business | accepted challenger |
| 3 |  Vena | 13% | 20% | 60 | none | accepted challenger |
| 4 |  Cube | 7% | 16% | 51 | none | accepted challenger |
| 5 |  Abacum | 7% | 6% | 16 | none | accepted challenger |
| 6 |  Drivetrain | 6% | 0% | 15 | none | accepted challenger |
| 7 |  Centage | 4% | 6% | 16 | none | accepted challenger |
| 8 |  Clockwork | 4% | 0% | 10 | none | accepted challenger |
The full standing, every product with 10 labels or more, is on the category page, with the products at zero and the ones warned against.
How a product gets on this list
The judge reads every answer
A product is on the record because a model named it in an answer and the judge labeled the naming: first choice, alternative, mention, caution or warning, each with the sentence it came from. 74 products were named for FP&A software this edition.
10 labels and a first choice
A product is ranked once it carries 10 labels in a segment and at least one first choice there. Below that it is named but not ranked, and it says so on its page. The vendor table that folds spellings into products is versioned; this page was scored under v2026-10.7.
10 points
The same categories are asked again with nothing changed to measure how much an answer moves on its own. A change in share smaller than the floor is not reported as a change. The repeat, model by model.
The six questions
| Framing | The question |
|---|---|
| Direct | What is the best FP&A software for a mid-market B2B company? |
| Paraphrase | Which financial planning and analysis platform would you recommend to a mid-sized B2B company? |
| Comparative | What are the top FP&A platforms and how do they differ? |
| Budget-constrained | What is the best FP&A software for a company with a limited budget? |
| Scale-constrained | We are a 500 person company evaluating a FP&A software. What should we look at? |
| Negative | Which FP&A platforms should I avoid or be cautious about? |
1. Planful
Planful is #1 of 13 for the mid-market buyer at 20% of first choices, from 60 labels by 14 of 14 models; 18% of those labels were cautions or warnings. Two of fourteen models named it first on the direct question. It led the paraphrase framing. By buyer: small business #12 of 12 at 2%; mid-market #1 of 13 at 20%; enterprise #5 of 8 at 4%.
10 of 14 models argued against it somewhere in their answers, 4 as a warning.
What the models said for it
No positive label in this category carried a quote.
And against it
“Another enterprise-grade solution that may be unnecessarily complex and expensive for smaller teams.” Mistral Small · negative prompt · hard negative
“Planful, Pigment, and Oracle Essbase generated the most negative feedback overall” Claude Haiku 4.5 · negative prompt · hard negative
2. Fathom
Fathom is #2 of 13 for the mid-market buyer at 15% of first choices, from 13 labels by 11 of 14 models; 8% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. It led the budget-constrained framing. By buyer: small business #1 of 12 at 25%; mid-market #2 of 13 at 15%; enterprise unranked.
What the models said for it
“For quick implementation: Cloud-based tools like Fathom or Finmark offer fast setup with reasonable pricing.” MiniMax M2.5 · budget prompt · first choice
“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 · first choice
And against it
“users report missing features, upload/import problems, and limited customization” GPT-5.4 mini · negative prompt · soft negative
3. Vena
Vena is #3 of 13 for the mid-market buyer at 13% of first choices, from 60 labels by 14 of 14 models; 20% of those labels were cautions or warnings. Four of fourteen models named it first on the direct question. It led the direct framing. By buyer: small business #10 of 12 at 2%; mid-market #3 of 13 at 13%; enterprise unranked.
10 of 14 models argued against it somewhere in their answers, 3 as a warning.
What the models said for it
“#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 · first choice
“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 · first choice
And against it
“Strong negative quotes (e.g., "would rather eat a bullet than use it again"); 16-58% negative labels” Grok 4.1 Fast · negative prompt · hard negative
“Options to Avoid on a Limited Budget ... Vena — Median contract ~$34,000/year” DeepSeek V4 Flash · budget prompt · hard negative
4. Cube
Cube is #4 of 13 for the mid-market buyer at 7% of first choices, from 51 labels by 13 of 14 models; 16% of those labels were cautions or warnings. Two of fourteen models named it first on the direct question. It led the negative framing. By buyer: small business #5 of 12 at 7%; mid-market #4 of 13 at 7%; enterprise unranked.
What the models said for it
“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 · first choice
“Cube is the strongest default recommendation because it is repeatedly positioned as the best small-business FP&A option” Perplexity Sonar · budget prompt · first choice
And against it
“Options to Avoid on a Limited Budget ... Cube — Starts around $1,250–$2,000/month” DeepSeek V4 Flash · budget prompt · hard negative
“These are usually priced per *user*... For 10+ users, the cost will escalate rapidly” Qwen 3.7 Flash · budget prompt · soft negative
5. Abacum
Abacum is #5 of 13 for the mid-market buyer at 7% of first choices, from 16 labels by 9 of 14 models; 6% of those labels were cautions or warnings. Three of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #5 of 13 at 7%; enterprise unranked.
What the models said for it
“Drivetrain and Abacum stand out for their advanced features, scalability, and ease of implementation” Mistral Small · paraphrase prompt · first choice
And against it
“older versions of Mosaic/Abacum... These replace spreadsheets entirely” Qwen 3.7 Flash · negative prompt · soft negative
6. Drivetrain
Drivetrain is #6 of 13 for the mid-market buyer at 6% of first choices, from 15 labels by 9 of 14 models; 0% of those labels were cautions or warnings. Two of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #6 of 13 at 6%; enterprise unranked.
What the models said for it
“Drivetrain and Abacum stand out for their advanced features, scalability, and ease of implementation” Mistral Small · paraphrase prompt · first choice
And against it
No negative label in this category carried a quote.
7. Centage
Centage is #7 of 13 for the mid-market buyer at 4% of first choices, from 16 labels by 8 of 14 models; 6% of those labels were cautions or warnings. One of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #7 of 13 at 4%; enterprise unranked.
What the models said for it
“Centage: Ideal for mid-market finance teams with revenues between $25M and $500M.” Mistral Small · direct prompt · first choice
“Centage – purpose-built for your size range” Kimi K2 · scale prompt · first choice
And against it
“Options to Avoid ... Centage — Starts around $1,750–$2,250/month” DeepSeek V4 Flash · budget prompt · hard negative
8. Clockwork
Clockwork is #8 of 13 for the mid-market buyer at 4% of first choices, from 10 labels by 8 of 14 models; 0% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business #2 of 12 at 11%; mid-market #8 of 13 at 4%; enterprise unranked.
What the models said for it
“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 · first choice
“starting with one of the lower-priced options like Fathom or Clockwork is a practical choice” Mistral Small · budget prompt · first choice
And against it
No negative label in this category carried a quote.
Where the models split
By framing, mid-market buyer
| Framing | Named first most often | Then |
|---|---|---|
| Direct | Vena 4 of 14 models | Abacum (3), Cube (2), Drivetrain (2) |
| Paraphrase | Planful 9 of 14 models | Vena (2), Abacum (1), Cube (1) |
| Comparative |  Workday Adaptive Planning 3 of 14 models | Anaplan (2), Aleph (1), OneStream (1) |
| Budget-constrained | Fathom 8 of 14 models | Clockwork (2), Finmark (2), Cheddar (1) |
| Scale-constrained | Workday Adaptive Planning 2 of 14 models | Centage (1), Vena (1) |
| Negative | Cube 2 of 14 models | Datarails (1) |
By buyer
| Buyer | Leads | Then |
|---|---|---|
| Small business | Fathom 25% | Clockwork, Datarails, Jirav |
| Mid-market | Planful 20% | Fathom, Vena, Cube |
| Enterprise |  Anaplan 53% | OneStream, Workday Adaptive Planning, Pigment |
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. Every category by buyer.
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.
The rest of the record on FP&A platforms
Every answer, every label and its evidence quote are in the record, sent on request. The page is published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.