Investor relations software: AI search visibility ranking (2026)
How AI search engines rank investor relations software by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Investor relations software used by public companies to manage shareholder communications, earnings workflows, IR websites, and governance disclosures. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 15, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Nasdaq IR Insight and Irwin jointly lead the investor relations software category, each holding a 37.5% visibility score against a category average of just 3.8%. This gap is substantial: the top two brands account for all measurable AI visibility in the dataset, while the remaining 18 brands score zero. Both brands are new entrants to AI visibility this period, rising from 0.0% previously, which signals a sudden and concentrated shift in how Google AI Mode surfaces this category.
A striking pattern emerges when visibility is set against citation: Nasdaq IR Insight and Irwin are named frequently in AI responses but carry a 0.0% citation rate, identical to every other brand in the category. No brand in this dataset is being cited as a trusted source. This means AI Mode is mentioning brand names without linking to their domains, suggesting the engine draws on third-party intermediaries rather than the brands' own content to construct its answers.
The top cited sources in this category are gartner.com, g2.com, reddit.com, getirwin.com, and several smaller domains including qubit.capital, meridian-ai.com, agorareal.com, and dynamosoftware.com. Google AI Mode appears to anchor on review and analyst platforms rather than vendor websites. The presence of getirwin.com alongside irwin.co in the source list suggests Irwin's microsites or product-specific domains may carry more citation weight than its primary domain.
Movers & shakers since last refresh
Biggest visibility risers
-
Nasdaq IR Insight 0% → 38% · rank #0 → #1+38pp
-
Irwin 0% → 38% · rank #0 → #2+38pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
nasdaq.com
|
38% | 0% | Google AI Mode |
Nasdaq IR Insight shares the top position with a 37.5% visibility score, nearly ten times the 3.8% category average, yet holds a 0.0% citation rate matching every other brand. |
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| 2 |
irwin.co
|
38% | 0% | Google AI Mode |
Irwin matches Nasdaq IR Insight exactly at 37.5% visibility and 0.0% citation, and uniquely has a separate domain (getirwin.com) appearing in the top cited sources list. |
||||
| 3 |
q4inc.com
|
0% | 0% | Google AI Mode |
Q4 holds rank 3 despite scoring 0.0% visibility and 0.0% citation, indicating its position is likely derived from factors outside the current AI Mode snapshot data. |
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| 4 |
notified.com
|
0% | 0% | Google AI Mode |
Notified sits at rank 4 with zero visibility and zero citations, placing it in a large cluster of 18 brands that are entirely absent from Google AI Mode responses. |
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| 5 |
spglobal.com
|
0% | 0% | Google AI Mode |
S&P Global Market Intelligence, despite its broad financial data authority, records 0.0% visibility in this specific category, indistinguishable from smaller niche competitors in AI outputs. |
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| 6 |
investisdigital.com
|
0% | 0% | Google AI Mode |
| 7 |
quartr.com
|
0% | 0% | Google AI Mode |
| 8 |
dfinsolutions.com
|
0% | 0% | Google AI Mode |
| 9 |
broadridge.com
|
0% | 0% | Google AI Mode |
| 10 |
eqs.com
|
0% | 0% | Google AI Mode |
| 11 |
toppanmerrill.com
|
0% | 0% | Google AI Mode |
| 12 |
factset.com
|
0% | 0% | Google AI Mode |
| 13 |
alpha-sense.com
|
0% | 0% | Google AI Mode |
| 14 |
modularfinance.se
|
0% | 0% | Google AI Mode |
| 15 |
semrush.com
|
0% | 0% | Google AI Mode |
| 16 |
lythampartners.com
|
0% | 0% | Google AI Mode |
| 17 |
computershare.com
|
0% | 0% | Google AI Mode |
| 18 |
siblisresearch.com
|
0% | 0% | Google AI Mode |
| 19 |
issuerdirect.com
|
0% | 0% | Google AI Mode |
| 20 |
newswire.ca
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on investor relations software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.
Get your own investor relations software brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about investor relations software AI visibility
Who leads AI visibility in investor relations software?
Nasdaq IR Insight and Irwin jointly lead with 37.5% visibility each, far ahead of the 3.8% category average. All other tracked brands score 0.0% visibility in this audit period.
What sources does Google AI Mode cite most for investor relations software research?
The top cited sources are gartner.com, g2.com, reddit.com, and getirwin.com, alongside smaller domains such as qubit.capital and meridian-ai.com. Vendor domains themselves are not among the primary cited sources.
Are any investor relations software brands being cited directly by Google AI Mode?
No. Every brand in the dataset, including the two visibility leaders, holds a 0.0% citation rate, meaning AI Mode names brands without linking back to their owned domains.
How concentrated is AI visibility in this category?
Visibility is highly concentrated: two brands account for all measurable AI presence while 18 out of 20 tracked brands score zero, producing a category average of only 3.8%.
Did any brands lose AI visibility in the most recent audit period?
The data shows no visibility fallers. The only movement recorded is Nasdaq IR Insight and Irwin each rising from 0.0% to 37.5%, making them new entrants to AI visibility this period.
Why does Irwin appear in both the ranked brands list and the cited sources list?
Irwin's primary domain (irwin.co) is the ranked brand, while getirwin.com appears separately as a top cited source, suggesting a product-specific subdomain carries independent citation weight with Google AI Mode.