Small businessnewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 21 of 63, unchanged
6 categories · RankedRillet
39Judge labels
8First choices
4Negative labels
13 / 14Models named it
6Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
11% in AI accounting assistants for mid-market buyers
Rank 2 of 85 in the mid-market standingaccepted challenger
3 of 14 models made it the first choice on the direct prompt; 6% of its 17 labels there were negative.
What the models named instead of Rillet →By buyer segmentStrongest at mid-market.
Small business22 of 67
0%3 labels
under the label threshold
Mid-market2 of 85
11%17 labels
accepted challenger
Enterprise5 of 100
6%10 labels
accepted challenger
In ai accounting assistants · 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 Rillet 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 |
|---|---|---|---|---|---|---|---|
| AI accounting assistants | Accounting and close | 11% | 2 of 85 | 6% | 17 | accepted challenger | newNew since September 2026: not ranked then, 8% now. |
| Board and investor reporting | Planning and analysis | 0% | 31 of 99 | 0% | 2 | under 10 labels · led by OnBoard at 26% | newNew since September 2026: not ranked then, 0% now. |
| Account reconciliation | Accounting and close | 0% | 48 of 82 | 0% | 1 | under 10 labels · led by FloQast at 33% | newNew since September 2026: not ranked then, 0% now. |
| Accounting software | Accounting and close | 0% | 37 of 55 | 0% | 1 | under 10 labels · led by Sage Intacct at 44% | newNew since September 2026: not ranked then, 0% now. |
| ERP systems | Accounting and close | 0% | 46 of 73 | 0% | 1 | under 10 labels · led by Oracle NetSuite at 39% | newNew since September 2026: not ranked then, 0% now. |
| Revenue recognition | Accounting and close | 0% | 41 of 77 | 0% | 1 | under 10 labels · led by Maxio at 20% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, Rillet held within the floor in all six categories: no change cleared 10 points.
Best category · AI accounting assistants · by segment
Mid-marketnewNew since September 2026: not ranked then, 8% now.
8%from 0% in September 2026
Inside the floor by 2 pointsRank 4 of 72, unchanged
Enterprise=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
2%from 2% in September 2026
Inside the floor by 10 pointsRank 14 → 10 of 87
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| AI accounting assistants | 0% | 8% | newNew since September 2026: not ranked then, 8% now. | New this edition | Rank 2 of 85, unchanged |
| Board | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 31 of 99, unchanged |
| Account reconciliation | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 48 of 82, unchanged |
| Accounting software | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 37 of 55, unchanged |
| ERP systems | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 46 of 73, unchanged |
| Revenue recognition | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 41 of 77, 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 Rillet 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 Rillet 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 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 2 | 1 | 1 | 5 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 2 | 0 | 1 | 0 | 3 |
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
Direct13 labels6
Paraphrase8 labels2
Comparative9 labelsNone
Budget-constrained0 labelsNone
Scale-constrained5 labelsNone
Negative4 labels2not counted in share
First choiceAlternativeMentionNegative39 labels in all, every segment counted; 8 of the 10 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.
“the strongest recommendation for an AI-driven accounting solution is Rillet, specifically leveraging its Aura AI agents.” Qwen 3.7 Flash · AI accounting assistants · paraphrase prompt · first choice
“Tools like Rillet, which pair AI with human oversight and a full audit trail, are safer choices.” Mistral Small · AI accounting assistants · negative prompt · first choice
“Rillet with Aura AI agents is the most purpose-built AI agent layer for accounting tasks” Muse Glimmer 30B · AI accounting assistants · paraphrase prompt · first choice
“or Rillet if you want a more *AI-native* accounting system for a scaling team” Perplexity Sonar · AI accounting assistants · direct prompt · first choice
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.
“worth evaluating ... However, migration effort is a real cost, so weigh that carefully.” DeepSeek V4 Flash · AI accounting assistants · paraphrase prompt · soft negative
Named alongside
The products named in the same answers as Rillet, over the 39 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rillet was named but was not.ShowHide
Named alongside
The products named in the same answers as Rillet, over the 39 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rillet 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 Rillet. 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 39 of the 39 answers that named Rillet and are not a share of its labels.
Domains cited
rillet.comYour site33
intuit.com18
ramp.com18
numeric.io13
resources.rework.com13
zoneandco.com12
dualentry.com11
fueler.io11
industrytoday.com11
articsledge.com10
117 of the 150 domain citations in answers naming Rillet came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
rillet.com is not in Google's top ten for any of the category's searches. In the answers, Rillet takes 11% of first choices and Sage Intacct takes 22%.ShowHide
Search and answers
rillet.com is not in Google's top ten for any of the category's searches. In the answers, Rillet takes 11% of first choices and Sage Intacct takes 22%.
ShowHideIn search
Google, US estimatesPosition for “ai accounting tools”
–
not in the top ten
Position for “ai bookkeeping tool”
–
not in the top ten
- Searches for its name, Google
- 8,100 a month (“rillet”)
- AI search demand for its name, est.
- 168 a month
- Organic visits to its site
- about 4,712 a month
- Searches its site ranks for
- 218 · 49 in the top three
- Sites linking to it
- 1,319
- Paid Google search
- 2 searches its ads show for, about 145 clicks and $4,776 a month (estimate)
In answers
This editionShare of first choices
11%
rank 2 of 85 in AI accounting assistants
Segment leader
22%
Sage Intacct
- First choices
- 8 across its categories
- Named in
- 39 answers
- Its own site cited
- in 39 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on rillet.com
413
subdomains included
Content
261
counted in the table below
Documentation
0
Product · Integration
25 · 62
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 197 | 89 | 2026-09-28 | Revenue recognition, Accounting software | |
| Case study | 23 | undated | |||
| Comparison | 22 | 9 | 2026-09-21 | ||
| Webinar or virtual event | 9 | undated | |||
| Glossary or explainer | 8 | 4 | 2026-09-28 | ||
| Conference or event | 1 | 1 | 2026-08-17 | ||
| Template or tool | 1 | 1 | 2026-09-28 |
Most recent
- 2026-09-28100m series c blog
- 2026-09-28Accounts receivable automation blog
- 2026-09-28Agentic erp finance guide blog
- 2026-09-28Claude excel finance blog
- 2026-09-28Flexible gaap reporting guide saas finance teams blog
- 2026-09-28Inside the raab methodology the rubric we use to grade ai on accounting blog
How it is countedHide how it is counted
Every page rillet.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. 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.
Names read as Rillet
What the judge wrote, as written, with how often. The vendor table decides that these count as Rillet; a claim can dispute any of them.
Rillet + Aura AI 1
Follow Rillet
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
Rillet is its own company.ShowHide
The company
Rillet is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- AI-native ERP and accounting platform for scaling SaaS companies.
- For
- Series A through pre-IPO SaaS companies with $5M–$200M+ ARR that are outgrowing QuickBooks or looking for a NetSuite alternative.
- Price stated
- Enterprise pricing — request a demo for a custom quote rillet.com
- Certifications
- GAAP-compliantASC 606IFRS 15
- Hosting
- US
- Customers named
- JumpScribeHausWindsurfVSeeLunai BioworksHighwayHalcyon
- Not stated on the pages read
- Starting price, free plan or trial, integrations
What Rillet's own pages state, read October 5, 2026: rillet.com, rillet.com, trust.rillet.com, rillet.com/solution/cfo, rillet.com/customers. 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 Rillet'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 Rillet, 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 Rillet by email, built from the raw record of the edition. It shows:
- where Rillet 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 Rillet, 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.
Badges
Wins only: a badge exists where Rillet is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Wins only: a badge exists where Rillet is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideRillet is among the products AI models recommend first in AI accounting assistants this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Wide · 320 × 104 Website, beside other badges
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.