# Irwin: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/finance/vendors/irwin

## 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) | 0% | 54 | 33% | 3 |

## What the models said for it

- "Irwin if you're a more IR-heavy company that needs broader investor relations / capital markets functionality." (GPT-5.4 mini, Board)
- "## Alternative: Irwin (FactSet)" (GLM 4.7 FlashX, Board)

## And against it

- "avoiding tools geared toward public IR (e.g., Q4, Irwin)" (Grok 4.20, Board)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Irwin, from 6 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 6
- guideflow.com: 4
- getaleph.com: 3
- maxio.com: 3
- fitsmallbusiness.com: 2
- kurums.com: 2
- sourceforge.net: 2
- thecfoclub.com: 2
- accion.org: 1
- adaptcfo.com: 1

### Pages cited

- https://g2.com/categories/investor-reporting: 4
- https://guideflow.com/blog/investor-reporting-software: 4
- https://g2.com/categories/investor-reporting/small-business: 3
- https://getaleph.com/answers/board-investor-reporting-software: 3
- https://fitsmallbusiness.com/accounting/best-reporting-tools: 2
- https://g2.com/products/visible-for-investors/reviews: 2
- https://kurums.com/best-investor-relations-software-2026-comparison: 2
- https://maxio.com/saas-metrics-tour: 2

## In its own words

What Irwin's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Investor relations software platform that helps companies discover and connect with investors, monitor shareholder changes, and track interactions with automated features and proactive insights. (https://getirwin.com/)
- For: IR teams; public companies; investment banks; IR consultancies (https://getirwin.com/)
- Customers named: WSP Global, H&E Equipment Services, Clermont Partners, Docebo, Sunrun, Pentair, SilverCrest Metals Inc., Tourmaline Oil Corp

## What it publishes

Every page getirwin.com exposes, read 2026-09-29: 391 addresses. By kind, pages and the last 90 days:

- blog: 157 pages, 22 in the last 90 days, latest 2026-09-29
- case study: 10 pages, 0 in the last 90 days, latest 2025-05-06
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest 2025-02-27
- conference or event: 6 pages, 2 in the last 90 days, latest 2026-07-29
- report or ebook: 60 pages, 2 in the last 90 days, latest 2026-07-14
- comparison: 4 pages, 0 in the last 90 days, latest 2025-05-06
- glossary or explainer: 2 pages, 0 in the last 90 days, latest 2022-10-14
- podcast or video: 30 pages, 2 in the last 90 days, latest 2026-07-28
- news or press: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-29 blog: The human edge in ir what ai will never replace https://production.getirwin.com/blog/the-human-edge-in-ir-what-ai-will-never-replace
- Recent: 2026-09-24 blog: Investor relations is becoming a financial fluency job https://getirwin.com/blog/investor-relations-is-becoming-a-financial-fluency-job
- Recent: 2026-09-22 blog: Why investor relations must evolve beyond the earnings call https://getirwin.com/blog/why-investor-relations-must-evolve-beyond-the-earnings-call
- Recent: 2026-09-17 blog: Your stock price isnt the scorecard your cost of capital is https://getirwin.com/blog/your-stock-price-isnt-the-scorecard-your-cost-of-capital-is
- Recent: 2026-09-08 blog: What the buy side really wants from corporate access in 2026 https://production.getirwin.com/blog/what-the-buy-side-really-wants-from-corporate-access-in-2026
- Recent: 2026-09-08 blog: What the buy side really wants from corporate access in 2026 https://getirwin.com/blog/what-the-buy-side-really-wants-from-corporate-access-in-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.