Small businessgoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 10 pointsNot ranked
2 categories · Named, not rankedAico
5Judge labels
0First choices
0Negative labels
4 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Standing
3 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Aico was named 3 times in Account reconciliation and 1 other category, where FloQast led with 33%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small businessnot named
0%
No model named it for this buyer.
Mid-market32 of 82
0%2 labels
under the label threshold
Enterprise34 of 72
0%1 label
under the label threshold
In account reconciliation · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Aico for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Account reconciliation | Accounting and close | 0% | 32 of 82 | 0% | 2 | under 10 labels · led by FloQast at 33% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial consolidation | Accounting and close | 0% | 72 of 102 | 0% | 1 | under 10 labels · led by Prophix at 24% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, Aico held within the floor in all two categories: no change cleared 10 points.
Best category · Account reconciliation · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 23 → 30 of 77
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 22 → 30 of 66
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Account reconciliation | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 23 → 32 of 82 |
| Financial consolidation | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 72 of 102, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Aico across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Aico across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct1 labelNone
Paraphrase0 labelsNone
Comparative4 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative5 labels in all, every segment counted; 0 of the 0 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
No positive label carried a quote.
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
No model argued against it.
Named alongside
The products named in the same answers as Aico, over the 5 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Aico was named but was not.ShowHide
Named alongside
The products named in the same answers as Aico, over the 5 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Aico was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Aico. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 5 of the 5 answers that named Aico and are not a share of its labels.
Domains cited
worldmetrics.org4
highradius.com3
numeric.io3
prophix.com3
satvasolutions.com3
airwallex.com2
g2.com2
gitnux.org2
guideflow.com2
klippa.com2
Twenty-six of the twenty-six domain citations in answers naming Aico came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on aico.ai
471
subdomains included
Content
434
counted in the table below
Documentation
0
Product · Integration
0 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 232 | 0 | 2025-11-24 | Revenue recognition, Cash application | |
| Blog | 141 | 1 | 2026-07-22 | Account reconciliation, Financial close manageme | |
| Webinar or virtual event | 43 | 0 | 2025-10-07 | Account reconciliation | |
| Comparison | 8 | 0 | 2025-09-22 | ||
| Case study | 5 | undated | |||
| Template or tool | 3 | 0 | 2025-10-16 | ||
| Report or ebook | 2 | undated | Account reconciliation |
Most recent
- 2026-07-22How to reconcile trial balances across multiple entities and erps blog
- 2025-12-01What tasks can ai automate during month end close blog
- 2025-11-28Is ai accurate enough for financial close blog
- 2025-11-24What is intelligent process automation glossary or explainer
- 2025-11-24From black box to configurable ai blog
- 2025-11-12What is the average time for month end close glossary or explainer
How it is countedHide how it is counted
Every page aico.ai 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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Follow Aico
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Aico is its own company.ShowHide
The company
Aico is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- AI-Powered Financial Close Software That Simplifies R2R
- For
- large enterprises
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations, certifications, hosting, customers
What Aico's own pages state, read October 6, 2026: aico.ai, aico.ai/glossary/compliance, aico.ai/glossary/integrations. A claimed page can correct any of them.
Is this your product?
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Aico's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Aico, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Aico by email, built from the raw record of the edition. It shows:
- where Aico is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Aico, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.