# Abacum: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 26 judge labels across 7 categories by 12 of 14 models. Page: https://www.gane.ai/index/finance/vendors/abacum

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Board and investor reporting](https://www.gane.ai/index/finance/planning/board-and-investor-reporting/index.md) | 4% | 8 | 0% | 6 |
| [Financial reporting and dashboards](https://www.gane.ai/index/finance/planning/financial-reporting-and-dashboards/index.md) | 2% | 19 | 0% | 2 |
| [FP&A platforms](https://www.gane.ai/index/finance/planning/fpa-platforms/index.md) | 2% | 12 | 11% | 9 |
| [Cash flow forecasting](https://www.gane.ai/index/finance/treasury/cash-flow-forecasting/index.md) | 0% | 30 | 0% | 4 |
| [Financial modeling and scenario planning](https://www.gane.ai/index/finance/planning/financial-modeling-and-scenario-planning/index.md) | 0% | 23 | 0% | 3 |
| [Accounting software](https://www.gane.ai/index/finance/accounting/accounting-software/index.md) | 0% | 33 | 0% | 1 |
| [AI accounting assistants](https://www.gane.ai/index/finance/accounting/ai-accounting-assistants/index.md) | 0% | 66 | 0% | 1 |

## What the models said for it

- "I'd generally recommend Abacum or Datarails, depending on how your finance team works." (GPT-5.4 mini, Financial reporting)
- "Best for Modern B2B SaaS & Tech Scaleups: Mosaic or Abacum" (Gemini 3.5 Flash, FP&A platforms)
- "I recommend Abacum as the top choice for investor reporting." (Grok 4.20, Board)
- "Abacum is the stronger recommendation" (DeepSeek V4 Flash, Board)

## And against it

- "move planning into a proprietary interface, which buys standardization at the cost of rebuilding models and retraining the team" (Muse Glimmer 30B, FP&A platforms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 2 | 0 | 0 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 1 | 0 | 4 | 0 | 5 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 1 | 0 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 0 | 2 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 2 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 2 | 1 | 1 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Abacum, from 60 of the 62 answers that named it (only the models that return a source list).

### Domains cited

- getaleph.com: 24
- abacum.ai: 23 (its own site)
- prophix.com: 22
- cfoshortlist.com: 19
- g2.com: 19
- golimelight.com: 15
- guideflow.com: 15
- datarails.com: 14
- drivetrain.ai: 10
- resources.rework.com: 10

### Pages cited

- https://golimelight.com/blog/fpa-software-for-small-business: 9
- https://guideflow.com/blog/investor-reporting-software: 9
- https://prophix.com/blog/17-best-fp-a-software-for-high-performing-fp-a-teams: 8
- https://board.com/guide/best-fpa-software: 7
- https://erpresearch.com/erp-add-ons/fpa-planning: 7
- https://corporatefinanceinstitute.com/resources/fpa/fp-a-tools: 6
- https://datarails.com/compare: 6
- https://getaleph.com/answers/board-investor-reporting-software: 6

## In its own words

What Abacum's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The AI-native FP&A platform (https://abacum.ai/)
- For: CFOs (https://abacum.ai/)
- Price stated: Custom pricing — demo available (https://abacum.ai/)
- Starting price: 0 (https://www.abacum.ai/product/data)
- Free plan or trial: demo available (https://www.abacum.ai/product/data)
- Integrations claimed: 700 (https://abacum.ai/)
- Certifications: SOC 2 Type II, ISO 27001, GDPR
- Customers named: RapidSOS, PostHog, Tunnl, Highway, Upvest, Coffman Engineers, Strava, Softonic

## What it publishes

Every page abacum.ai exposes, read 2026-09-29: 950 addresses. By kind, pages and the last 90 days:

- blog: 325 pages, 28 in the last 90 days, latest 2026-09-29
- case study: 29 pages, 0 in the last 90 days, latest 2026-06-11
- webinar or virtual event: 51 pages, 29 in the last 90 days, latest 2026-09-29
- conference or event: 7 pages, 5 in the last 90 days, latest 2026-09-29
- report or ebook: 20 pages, 18 in the last 90 days, latest 2026-09-29
- comparison: 18 pages, 7 in the last 90 days, latest 2026-09-29
- template or tool: 20 pages, 17 in the last 90 days, latest 2026-09-29
- glossary or explainer: 140 pages, 78 in the last 90 days, latest 2026-09-29
- podcast or video: 8 pages, 7 in the last 90 days, latest 2026-09-29
- news or press: 48 pages, 26 in the last 90 days, latest 2026-09-29
- Recent: 2026-09-29 comparison: Vs pigment https://www.abacum.ai/compare/vs-pigment
- Recent: 2026-09-29 comparison: Vs adaptive https://www.abacum.ai/compare/vs-adaptive
- Recent: 2026-09-29 comparison: Vs planful https://www.abacum.ai/compare/vs-planful
- Recent: 2026-09-29 comparison: Vs drivetrain https://www.abacum.ai/compare/vs-drivetrain
- Recent: 2026-09-29 template or tool: Roi calculator https://www.abacum.ai/roi-calculator
- Recent: 2026-09-29 conference or event: Suiteworld 2026 https://www.abacum.ai/events/suiteworld-2026

## 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.