Small business▼−12Since September 2026: 14% → 2%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.
2%from 14% in September 2026
Cleared the floor by 2 pointsRank 3 → 4 of 80
2 categories · RankedDatabox
99Judge labels
4First choices
7Negative labels
13 / 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.
Best standing
6% in SaaS metrics for mid-market buyers
Rank 4 of 78 in the mid-market standingaccepted challenger
2 of 14 models made it the first choice on the direct prompt; 0% of its 28 labels there were negative.
What the models named instead of Databox →By buyer segmentRead the same way at every buyer size.
Small business4 of 85
2%35 labels
accepted challenger
Mid-market4 of 78
6%28 labels
accepted challenger
Enterprise34 of 109
0%18 labels
accepted challenger
In saas metrics · 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 Databox 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 |
|---|---|---|---|---|---|---|---|
| SaaS metrics and analytics | Planning and analysis | 6% | 4 of 78 | 0% | 28 | accepted challenger | ▼−2Since September 2026: 10% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial reporting and dashboards | Planning and analysis | 0% | 37 of 105 | 20% | 5 | under 10 labels · led by Sage Intacct at 33% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Databox held within the floor in all two categories: no change cleared 10 points.
Best category · SaaS metrics · by segment
Mid-market▼−2Since September 2026: 10% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
7%from 10% in September 2026
Inside the floor by 8 pointsRank 4 → 3 of 75
Enterprise▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 2% in September 2026
Inside the floor by 8 pointsRank 9 → 30 of 99
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| SaaS metrics | 10% | 7% | ▼−2Since September 2026: 10% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 4 of 78, unchanged |
| Financial reporting | 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 99 → 37 of 105 |
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 Databox 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 Databox 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 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 0 | 3 |
| Perplexity Sonar | 0 | 2 | 1 | 1 | 4 |
| Grok 4.1 Fast | 1 | 2 | 1 | 0 | 4 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 3 | 0 | 0 | 4 |
| MiniMax M2.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 2 | 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
Direct23 labels3
Paraphrase4 labelsNone
Comparative33 labels1not counted in share
Budget-constrained18 labels1
Scale-constrained6 labelsNone
Negative15 labels1not counted in share
First choiceAlternativeMentionNegative99 labels in all, every segment counted; 4 of the 6 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 best all-round dashboard is Databox combined with a subscription-revenue backend like ChartMogul” GLM 4.7 FlashX · SaaS metrics · direct prompt · first choice
“the best SaaS metrics dashboard is likely Databox's free plan or Google Looker Studio” Grok 4.1 Fast · SaaS metrics · budget prompt · first choice
“ChartMogul and Databox are the top recommendations” Mistral Small · SaaS metrics · direct prompt · first choice
“best if you want a broader executive dashboard that combines revenue, marketing, and product data” Perplexity Sonar · SaaS metrics · direct prompt · alternative
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.
“Databox: be cautious if you need advanced ETL, manage more than 20 data sources” Perplexity Sonar · Financial reporting · negative prompt · soft negative
Named alongside
The products named in the same answers as Databox, over the 99 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Databox was named but was not.ShowHide
Named alongside
The products named in the same answers as Databox, over the 99 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Databox 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 Databox. 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 99 of the 99 answers that named Databox and are not a share of its labels.
Domains cited
databox.comYour site82
baremetrics.com73
designrevision.com56
cometly.com26
portermetrics.com26
getfairview.com21
indinero.com19
taskade.com19
finance-ai-index.com18
saashero.net18
276 of the 358 domain citations in answers naming Databox came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
databox.com is not in Google's top ten for any of the category's searches. In the answers, Databox takes 6% of first choices and ChartMogul takes 49%.ShowHide
Search and answers
databox.com is not in Google's top ten for any of the category's searches. In the answers, Databox takes 6% of first choices and ChartMogul takes 49%.
ShowHideIn search
Google, US estimatesPosition for “saas metrics tools”
–
not in the top ten
Position for “saas metrics dashboard”
–
not in the top ten
- Searches for its name, Google
- 3,600 a month (“databox”)
- AI search demand for its name, est.
- 68 a month
- Organic visits to its site
- about 60,861 a month
- Searches its site ranks for
- 13,970 · 531 in the top three
- Sites linking to it
- 11,108
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
6%
rank 4 of 78 in saas metrics
Segment leader
49%
ChartMogul
- First choices
- 4 across its categories
- Named in
- 99 answers
- Its own site cited
- in 99 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 databox.com
2,452
subdomains included
Content
873
counted in the table below
Documentation
275
Product · Integration
8 · 2
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 610 | 1 | 2026-07-03 | ||
| Case study | 122 | 0 | 2025-12-10 | ||
| Report or ebook | 74 | 2 | 2026-07-20 | ||
| Comparison | 40 | 1 | 2026-08-28 | ||
| Webinar or virtual event | 9 | 3 | 2026-09-25 | ||
| Template or tool | 9 | 0 | 2023-09-27 | ||
| Podcast or video | 4 | undated | |||
| Glossary or explainer | 2 | undated | |||
| News or press | 2 | 0 | 2026-06-29 | ||
| Conference or event | 1 | 1 | 2026-07-20 |
Most recent
- 2026-09-25Databox webinar series webinar or virtual event
- 2026-09-15Webinar agentic analytics webinar or virtual event
- 2026-09-03Databox webinar series recordings webinar or virtual event
- 2026-08-28Domo alternative comparison
- 2026-07-20Integrate facebook ads with databox report or ebook
- 2026-07-20Integrate facebook pages with databox report or ebook
How it is countedHide how it is counted
Every page databox.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 Databox
What the judge wrote, as written, with how often. The vendor table decides that these count as Databox; a claim can dispute any of them.
Databox Starter 1
Follow Databox
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
Databox is its own company.ShowHide
The company
Databox is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- agentic analytics platform for agencies and teams
- For
- Agencies and Teams
- Price stated
- Start free, or find the plan that fits databox.com
- Starting price
- 0 databox.com/pricing
- Free plan or trial
- No credit card needed · Free-forever plan databox.com
- Integrations claimed
- 130 databox.com
- Certifications
- SOC 2GDPRSOC 2 Type 1
- Customers named
- WinboxConairEdgeyAustin and KatAgency Performance PartnersNovi DigitalPalramClickLearn
- Not stated on the pages read
- Hosting
What Databox's own pages state, read September 28, 2026: databox.com, databox.com/pricing, trust.databox.com, databox.com/product/mobile, databox.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 Databox'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 Databox, 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 Databox by email, built from the raw record of the edition. It shows:
- where Databox 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 Databox, 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.