AEO for cash flow forecasting software: AI search visibility ranking
How AI search engines rank cash flow forecasting software by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Cash flow forecasting tools used to project liquidity, monitor inflows and outflows, model scenarios, and improve finance planning. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers ask AI engines about Cash flow forecasting software, they consistently name Float as the leader in this field. Xero and QuickBooks are also frequently mentioned as reliable choices. Float stands out with a significant visibility percentage of 50.0%, indicating its prominent presence in AI-driven discussions.
The rankings are shaped by where AI engines pull their data from, with top-cited sources being cashflowfrog.com and tesorio.com, among others. These sources are heavily relied upon by AI engines, often serving as aggregation and review sites where they derive comprehensive evaluations and comparisons of different software options.
For buyers, this means considering what AI engines value, recent reviews, third-party validation, and topical authority in cash flow forecasting. When choosing from the ranked list, prioritize brands that not only lead in mentions but also appear consistently in authoritative and up-to-date sources.
At a glance
What we observed in this category
Float, Xero, and QuickBooks share the top three ranks with identical visibility scores of 50.0% and composite scores of 35.0, placing them well above the category average of 11.2%. Float is notable as the biggest riser, jumping from rank 4 to rank 1 with a 25-point visibility gain. The gap between these three leaders and rank 4 Fathom (12.5% visibility) is substantial, meaning the top tier captures disproportionate AI mention share across this category.
The most striking divergence between visibility and citation sits at rank 4, where Fathom holds only 12.5% visibility but a 37.5% citation rate, the highest citation figure in the entire top 10. Float, Xero, and QuickBooks all carry 0.0% citation despite their 50.0% visibility, meaning Google AI Mode names them frequently but does not link back to their domains. Fathom and Dryrun appear more trusted as source references even while being less often mentioned by name.
Every brand in the top 10 lists Google AI Mode as its top engine, confirming this category's AI visibility is almost entirely driven by a single engine. The top cited sources list includes third-party and niche domains such as cashflowfrog.com, tesorio.com, and transformance.ai, alongside fathomhq.com. This pattern suggests Google AI Mode is anchoring its answers on review and comparison content from smaller specialist sites rather than the homepages of the most visible brands.
Movers & shakers since last refresh
Biggest visibility risers
-
Float 25% → 50% · rank #4 → #1+25pp
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Cube 0% → 25% · rank #13 → #5+25pp
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Pulse 0% → 12% · rank #10 → #6+12pp
Biggest visibility fallers
-
Xero 62% → 50% · rank #2 → #2-12pp
-
QuickBooks 62% → 50% · rank #1 → #3-12pp
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Fathom 25% → 12% · rank #3 → #4-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
float.com
|
50% | 0% | Google AI Mode |
Float leads with 50.0% visibility, nearly 4.5 times the 11.2% category average, after rising 3 ranks and gaining 25 visibility points, but retains a 0.0% citation rate. |
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| 2 |
xero.com
|
50% | 0% | Google AI Mode |
Xero holds 50.0% visibility but slipped 12.5 points from 62.5% previously and carries 0.0% citations, suggesting it is named but not sourced by Google AI Mode. |
||||
| 3 |
intuit.com
|
50% | 0% | Google AI Mode |
QuickBooks fell from rank 1 to rank 3, losing 12.5 visibility points and 12.5 citation points, now sharing the same composite score of 35.0 as Float and Xero. |
||||
| 4 |
fathomhq.com
|
12% | 38% | Google AI Mode |
Fathom has the highest citation rate in the top 10 at 37.5%, despite only 12.5% visibility, making it the most cited-per-mention brand among all ranked competitors. |
||||
| 5 |
cube.so
|
25% | 0% | Google AI Mode |
Cube jumped 8 ranks to reach 5th place with a 25-point visibility gain from 0.0% to 25.0%, but holds 0.0% citations, mirroring the named-but-not-sourced pattern of the top three. |
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| 6 |
pulseapp.com
|
12% | 12% | Google AI Mode |
| 7 |
anaplan.com
|
12% | 0% | Google AI Mode |
| 8 |
venasolutions.com
|
12% | 0% | Google AI Mode |
| 9 |
dryrun.com
|
0% | 12% | Google AI Mode |
| 10 |
runway.com
|
0% | 12% | Google AI Mode |
| 11 |
agicap.com
|
0% | 0% | Google AI Mode |
| 12 |
spotlightreporting.com
|
0% | 0% | Google AI Mode |
| 13 |
centage.com
|
0% | 0% | Google AI Mode |
| 14 |
datarails.com
|
0% | 0% | Google AI Mode |
| 15 |
jirav.com
|
0% | 0% | Google AI Mode |
| 16 |
planful.com
|
0% | 0% | Google AI Mode |
| 17 |
mosaic.tech
|
0% | 0% | Google AI Mode |
| 18 |
sage.com
|
0% | 0% | Google AI Mode |
| 19 |
cashanalytics.com
|
0% | 0% | Google AI Mode |
| 20 |
prophix.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on cash flow forecasting 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 AEO 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. More on visibility →
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. More on citation rate →
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. How AI engines pick sources →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own cash flow forecasting software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for cash flow forecasting software
Who leads AI visibility in cash flow forecasting software?
Float, Xero, and QuickBooks are tied at the top with 50.0% visibility each, all well above the 11.2% category average. Float holds rank 1 after the largest recent gain in the category, rising 25 visibility points.
Which brand is cited most often by Google AI Mode in this category?
Fathom has the highest citation rate at 37.5%, despite only 12.5% visibility. The top three brands by visibility all carry 0.0% citation rates.
What sources does Google AI Mode anchor on for cash flow forecasting software answers?
The top cited sources include third-party and niche domains such as cashflowfrog.com, tesorio.com, transformance.ai, and trezy.io, alongside fathomhq.com. Brand homepages of the most visible players are not among the top cited sources.
Which brands are rising fastest in AI visibility for this category?
Float gained 25 visibility points and rose 3 ranks to reach number 1. Cube gained 25 visibility points and jumped 8 ranks from 13th to 5th.
Which brands are losing ground in AI visibility for cash flow forecasting software?
Xero and QuickBooks each dropped 12.5 visibility points from 62.5% to 50.0%. Fathom fell one rank and lost 37.5 citation points, its steepest decline.
Is AI visibility for cash flow forecasting software concentrated across multiple engines?
No. Every brand in the top 10 lists Google AI Mode as its sole top engine, indicating the entire measured visibility landscape for this category is driven by one engine.