6 categories · RankedFloat
Strongest at small business, contested with Cash Flow Frog. Ranked 101 of 102 for enterprise buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Ranked first, contested: Cash Flow Frog has 20%.
Agicap is first at 17%. 0 of 14 models made it the first choice when asked directly.
Kyriba is first at 34%.
Why models recommend it
“Float: Best for small businesses, praised for ease of use and integration with Xero, QuickBooks Online, and Sage Intacct.”Mistral Small · Comparative question · first choice
“For a company on a tight budget, I'd start with Float—not a full enterprise TMS—if your main need is cash forecasting.”GPT-6 Luna · Budget-constrained question · first choice
“For most growing businesses: Start with Float for its simplicity and strong accounting software integrations.”GLM 4.7 FlashX · Comparative question · first choice
“For Startups/SMBs: Start with Float or Cash Flow Frog for ease and affordability.”Grok 4.20 · Comparative question · first choice
What gives them pause
“Float, where documentation notes a sync cadence rather than instant updates, which can be a gap when cash timing changes quickly.”Claude Haiku 4.5 · Negative question · warning
“While Float generally rates well (4.4–4.8 on G2/Capterra), there are specific concerns”DeepSeek V4 Flash · Negative question · warning
“Borderline for a tight budget if you only have basic cash flow needs.”Gemini 3.5 Flash · Budget-constrained question · warning
Also on the shortlist
The products named in the same answers as Float, over the 138 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 61 | 9 | View → | |
| 55 | 1 | View → | |
| 41 | 12 | View → | |
| 37 | 5 | View → | |
| 37 | 0 | View → | |
| 36 | 1 | View → | |
| 35 | 2 | View → | |
| 34 | 2 | View → | |
| 31 | 0 | View → | |
| 26 | 2 | View → |
What the models named instead of Float →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Float's own site, not checked by Gane.
- For
- finance team
- Price stated
- 14-day free trial. No credit card required.
- Starting price
- 0
- Free plan or trial
- 14-day free trial. No credit card required.
- Integrations
- 2
- Certifications
- Cyber Essentials
- Customers named
- Voco Consulting, Networkology, BLEND, Ink Innovation, Summit 17, CFO Centre, OFCO
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 120 of the 138 answers that named Float and are not a share of its labels.
Domains cited
299 of the 348 domain citations in answers naming Float came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.20 | 1 | 1 | 2 | 0 | 4 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 1 | 3 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 4 | 0 | 5 |
| Kimi K2 | 0 | 1 | 4 | 0 | 5 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 3 | 2 | 0 | 5 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 49 | 31 | 2026-09-23 | Cash flow forecasting | |
| Comparison | 6 | 6 | 2026-09-02 | Cash flow forecasting | |
| Case study | 5 | undated |
Most recent
- 2026-09-23How much cash in reserve blog
- 2026-09-23Monthly cash narrative board blog
- 2026-09-23Spreadsheet cash forecast cost blog
- 2026-09-23Weekly cash review finance team blog
- 2026-09-23Why float forecasts cash not profit blog
- 2026-09-0913 week cash flow forecast template blog
How it is countedHide how it is counted
Every page floatapp.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.