1 category · Named, not rankedBrightfin
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| IT financial management | IT operations and endpoint | 0% | 51 of 159 | 0% | 3 | under 10 labels · led by Nicus ITFM Platform at 9% |
Movement
By model
How each model treated Brightfin across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| 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 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 |
| 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
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Best for Combined IT, Telecom & SaaS Expense Optimization: Brightfin” Gemini 3.5 Flash · IT financial mgmt · 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.
Named alongside
The products named in the same answers as Brightfin, over the 6 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Brightfin was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 6 of the 6 answers that named Brightfin and are not a share of its labels.
Domains cited
Thirty-one of the thirty-one domain citations in answers naming Brightfin came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
brightfin.com is not in Google's top ten for any of the category's searches. In the answers, Brightfin takes 0% of first choices and Nicus ITFM Platform takes 9%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 720 a month (“brightfin”)
- AI search demand for its name, est.
- 1 a month
- Organic visits to its site
- about 138 a month
- Searches its site ranks for
- 150 · 4 in the top three
- Sites linking to it
- 790
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This edition- First choices
- 0 across its categories
- Named in
- 6 answers
- Its own site cited
- in 6 of the answers that named it
Search figures are US estimates from DataForSEO, read October 5, 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
ShowHide| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 465 | 9 | 2026-09-28 | ||
| Comparison | 8 | 1 | 2026-09-04 | ||
| Glossary or explainer | 7 | 0 | 2021-08-13 | ||
| Case study | 4 | 0 | 2021-04-20 | ||
| Webinar or virtual event | 2 | 0 | 2022-01-19 | ||
| Conference or event | 2 | 0 | 2026-06-09 | ||
| Report or ebook | 1 | undated |
Most recent
- 2026-09-28Brightfin announces budget clarity ai blog
- 2026-09-24Best it spend visibility tools for cios in 2026 blog
- 2026-09-23Dan mcnamara blog
- 2026-09-17Brightfin names dan mcnamara chief customer officer blog
- 2026-09-15Ai use and customer data policy blog
- 2026-09-04Apptio alternatives evaluate your next itfm platform comparison
Events in person
- July 20, 2026 to July 24, 2026ITFMA 2026Rosen Plaza Hotel, Orlando, United States · spoke
As the event pages on brightfin.com state them, read October 5, 2026.
How it is countedHide how it is counted
Every page brightfin.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 October 5, 2026.
Follow Brightfin
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
Brightfin is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- AI-native Total Spend Intelligence platform for Technology and IT Financial Management
- For
- CIOs, CFOs, IT finance teams, and IT asset managers at enterprises and public-sector organizations managing complex technology spend
- Customers named
- Siemens
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations, certifications, hosting
What Brightfin's own pages state, read October 5, 2026: brightfin.com, brightfin.com/solutions, brightfin.com/partners. A claimed page can correct any of them.
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 Brightfin'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 Brightfin, 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 Brightfin by email, built from the raw record of the edition. It shows:
- where Brightfin 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 Brightfin, 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.