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Finance AI Index
Index › Products › Causal · October 2026 Edition
3 categories · Named, not ranked

Causal

27Judge labels
3First choices
7Negative labels
10 / 14Models named it
3Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Standing
7 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Causal was named 7 times in FP&A platforms and 2 other categories, where Planful led with 20%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In fp&a platforms · 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 Causal 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.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
FP&A platformsPlanning and analysis0%48 of 7425%4under 10 labels · led by Planful at 20%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
Financial modeling and scenario planningPlanning and analysis0%65 of 7750%2under 10 labels · led by Microsoft Excel at 14%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
Cash flow forecastingTreasury and cash0%43 of 1010%1under 10 labels · led by Agicap at 13%newNew since September 2026: not ranked then, 0% now.

Movement

Since September 2026, Causal held within the floor in all three categories: no change cleared 10 points.

Best category · FP&A platforms · by segment

Small business▼−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 → 33 of 79
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 25 → 58 of 73

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
FP&A platforms0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Within noiseRank 25 → 48 of 74
Financial modeling0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Within noiseRank 40 → 65 of 77
Cash flow forecasting0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 43 of 101, 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 Causal across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.501001
GPT-5.4 mini00000
Gemini 3.5 Flash00112
Perplexity Sonar00000
Grok 4.1 Fast01001
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash01001
Kimi K200011
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00101

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
Direct3 labels1
Paraphrase3 labels1
Comparative4 labelsNone
Budget-constrained7 labelsNone
Scale-constrained7 labels1
Negative3 labels1not counted in share
First choiceAlternativeMentionNegative27 labels in all, every segment counted; 3 of the 4 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.

“Causal offers three pricing tiers starting at $250/month for the Launch tier, making it very budget-friendly.” Claude Haiku 4.5 · FP&A platforms · budget prompt · alternative
“If you need to replace complex, broken spreadsheets with a visual dashboard: Look at Causal.” Qwen 3.7 Flash · Cash flow forecasting · comparative prompt · alternative
“Emerging affordable SaaS: Causal or Cube (~$50+/month entry-level” Grok 4.1 Fast · Financial modeling · 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.

“Avoid discontinued tools: Causal, Pry, and Mosaic have been acquired and shut down” Kimi K2 · Financial modeling · budget prompt · hard negative
“Causal (acquired by LucaNet and shifted upmarket)” Gemini 3.5 Flash · FP&A platforms · budget prompt · hard negative

Named alongside

The products named in the same answers as Causal, over the 27 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Causal was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Cube17 of 270Not among the top eight
Fathom14 of 274Not among the top eight
Workday Adaptive Planning14 of 271Not among the top eight
Anaplan14 of 270Not among the top eight
Jirav14 of 270Not among the top eight
Datarails13 of 270Not among the top eight
Finmark9 of 270Not among the top eight
Pigment9 of 270Not among the top eight
Planful8 of 270Not among the top eight
Clockwork7 of 273Not among the top eight
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 Causal. 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 26 of the 27 answers that named Causal and are not a share of its labels.

Domains cited

drivetrain.ai15
cubesoftware.com13
abacum.ai11
clockwork.ai11
g2.com9
learn.g2.com8
datarails.com7
getaleph.com7
centage.com6
coefficient.io6

Ninety-three of the ninety-three domain citations in answers naming Causal came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

lucanet.com is not in Google's top ten for any of the category's searches. In the answers, Causal takes 0% of first choices and Planful takes 20%.
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In search

Google, US estimates
Position for “fp&a software”
–
not in the top ten
Position for “fp&a platforms”
–
not in the top ten
Searches for its name, Google
49,500 a month (“causal”)
AI search demand for its name, est.
3,471 a month
Organic visits to its site
about 342 a month
Searches its site ranks for
248 · 9 in the top three
Sites linking to it
1,674
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on Google
None found in Google's ad transparency records for the US

In answers

This edition
Share of first choices
0%
rank 48 of 74 in FP&A platforms
Segment leader
20%
Planful
First choices
3 across its categories
Named in
27 answers
Its own site cited
in 26 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
Addresses on lucanet.com
2,532
subdomains included
Content
379
counted in the table below
Documentation
752
Product · Integration
33 · 3
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog163122026-09-23ESG and carbon reporting, Accounting software
Case study68undatedFinancial consolidation
Report or ebook67undatedFinancial consolidation, Accounting software
Webinar or virtual event4802025-12-02Financial consolidation
News or press1812026-08-11
Podcast or video7undated
Comparison3undatedLease accounting
Glossary or explainer3undated
Conference or event202025-11-12
How it is countedHide how it is counted

Every page lucanet.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. Of its titles that name a category, most name financial consolidation (11); 0 name its categories the models place it in. 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.

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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 Causal'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 Causal, 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 Causal by email, built from the raw record of the edition. It shows:

  • where Causal 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 Causal, 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.
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A verification link goes to your work email; an address at lucanet.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.