Small businessnewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 81 of 100, unchanged
Spotlight · 4 categories · Named, not rankedSpotlight Reporting
10Judge labels
1First choices
3Negative labels
7 / 14Models named it
4Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Standing
6 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Spotlight Reporting was named 6 times in Cash flow forecasting and 3 other categories, where Agicap led with 13%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business87 of 107
0%1 label
under the label threshold
Mid-market95 of 101
0%3 labels
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
In cash flow forecasting · 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 Spotlight Reporting 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 |
|---|---|---|---|---|---|---|---|
| Cash flow forecasting | Treasury and cash | 0% | 95 of 101 | 67% | 3 | under 10 labels · led by Agicap at 13% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Corporate performance management | Planning and analysis | 0% | 49 of 99 | 0% | 1 | under 10 labels · led by Planful at 22% | |
| Financial consolidation | Accounting and close | 0% | 87 of 102 | 0% | 1 | under 10 labels · led by Prophix at 24% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial reporting and dashboards | Planning and analysis | 0% | 57 of 105 | 0% | 1 | under 10 labels · led by Sage Intacct at 33% | goneNot named this edition; 0% in September 2026. |
Movement
Since September 2026, Spotlight Reporting held within the floor in all four categories: no change cleared 10 points.
Best category · Cash flow forecasting · 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 49 → 93 of 96
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Cash flow forecasting | 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 49 → 95 of 101 |
| Corporate performance ma | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 49 of 99, unchanged |
| Financial consolidation | 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 83 → 87 of 102 |
| 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 38 → 57 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 Spotlight Reporting 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 Spotlight Reporting 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 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| 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 | 2 | 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
Direct0 labelsNone
Paraphrase2 labelsNone
Comparative1 labelNone
Budget-constrained2 labelsNone
Scale-constrained2 labels1
Negative3 labelsNone
First choiceAlternativeMentionNegative10 labels in all, every segment counted; 1 of the 1 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.
“Choose Spotlight Reporting if you want finance-owned, audit-ready monthly packs with scheduled refresh” Muse Glimmer 30B · Financial reporting · paraphrase prompt · alternative
“Spotlight Reporting or Kepion are the lowest-cost financial EPM options mentioned for SMBs” Muse Glimmer 30B · Corporate performance ma · budget 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.
“Tools to Be Cautious About: Management Reporting Platforms (Fathom, Reach Reporting, Spotlight Reporting, LiveFlow)” Mistral Small · Cash flow forecasting · negative prompt · soft negative
“Reporting Platforms Masquerading as Forecasting Tools (e.g., ... Spotlight Reporting, LiveFlow)” Grok 4.1 Fast · Cash flow forecasting · negative prompt · soft negative
Named alongside
The products named in the same answers as Spotlight Reporting, over the 10 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Spotlight Reporting was named but was not.ShowHide
Named alongside
The products named in the same answers as Spotlight Reporting, over the 10 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Spotlight Reporting 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 Spotlight Reporting. 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 10 of the 10 answers that named Spotlight Reporting and are not a share of its labels.
Domains cited
worldmetrics.org5
clockwork.ai3
consolidate.io3
cubesoftware.com3
datarails.com3
fathomhq.com3
floatapp.com3
fuelfinance.me3
guideflow.com3
prophix.com3
Thirty-two of the thirty-two domain citations in answers naming Spotlight Reporting 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 spotlightreporting.com
1,349
subdomains included
Content
760
counted in the table below
Documentation
364
Product · Integration
19 · 3
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 463 | 0 | 2020-08-28 | Accounting software, Cash flow forecasting | |
| Webinar or virtual event | 235 | undated | |||
| Report or ebook | 23 | undated | |||
| Podcast or video | 20 | undated | |||
| Conference or event | 11 | undated | |||
| Case study | 5 | undated | |||
| Glossary or explainer | 2 | undated | |||
| Comparison | 1 | undated |
Most recent
- 2020-08-283 ways spotlight can help your business survive blog
- 2020-08-20Moving with the digital age blog
- 2020-08-18Powered by spotlight dwell housing trust blog
- 2020-08-13Powered by spotlight nigel smellie blog
- 2020-07-29Midwinter christmas blog
- 2020-07-27Powered by spotlight pwc blog
How it is countedHide how it is counted
Every page spotlightreporting.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.
Follow Spotlight Reporting
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
Spotlight is the company behind Spotlight Reporting.ShowHide
The company
Spotlight is the company behind Spotlight Reporting.
ShowHideOn record
Company records- Also from Spotlight
- Spotlight Forecasting
In its own words
Stated by the vendor, not checked- Positioning
- The comprehensive solution for all your reporting and cash flow forecasting needs. Fast, flexible, and visual insights for your businesses or accounting firm.
- For
- accounting firms and businesses
- Price stated
- You get more than just software with our pricing plans for Advisors. spotlightreporting.com
- Starting price
- 295 spotlightreporting.com/pricing
- Free plan or trial
- Free Trial; Start your 14-day free trial spotlightreporting.com
- Certifications
- Spotlight CertificationISO27001 compliantGDPR compliant
- Hosting
- AWS Sydney region
- Customers named
- BlueRockSilverstripeWilliam BuckMoracleSan ChurrosJuna Financial SolutionsForvis MazarsBT Corporate Advisor
- Not stated on the pages read
- Integrations
What Spotlight Reporting's own pages state, read October 6, 2026: spotlightreporting.com, spotlightreporting.com, spotlightreporting.com/pricing, spotlightreporting.com/security, spotlightreporting.com/product/ai. 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 Spotlight Reporting'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 Spotlight Reporting, 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 Spotlight Reporting by email, built from the raw record of the edition. It shows:
- where Spotlight Reporting 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 Spotlight Reporting, 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.