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 54 → 88 of 89
Prism
7Judge labels
0First choices
4Negative labels
5 / 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.
Standing
7 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Prism was named 7 times in Business bill pay and 1 other category, where BILL led with 32%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small businessnot named
0%
No model named it for this buyer.
Mid-market96 of 98
0%6 labels
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
In business bill pay · 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 Prism 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 |
|---|---|---|---|---|---|---|---|
| Business bill pay | Treasury and cash | 0% | 96 of 98 | 67% | 6 | under 10 labels · led by BILL at 32% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Board and investor reporting | Planning and analysis | 0% | 54 of 99 | 0% | 1 | under 10 labels · led by OnBoard at 26% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, Prism held within the floor in all two categories: no change cleared 10 points.
Best category · Business bill pay · by segment
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Business bill pay | 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 54 → 96 of 98 |
| Board | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 54 of 99, 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 Prism 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 Prism 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 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 2 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| 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
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
Paraphrase1 labelNone
Comparative4 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative2 labelsNone
First choiceAlternativeMentionNegative7 labels in all, every segment counted; 0 of the 0 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.
“Established apps like Mint Bills, Prism, or utility apps directly (fewer red flags in searches).” Grok 4.1 Fast · Business bill pay · negative prompt · alternative
“I'd consider Prism or a more focused investor-relations/reporting tool” GPT-5.4 mini · Board · paraphrase 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.
“several standalone consumer bill pay apps — including Prism, MyCheckFree, and SilverBills — all shut down” DeepSeek V4 Flash · Business bill pay · comparative prompt · hard negative
“beloved standalone bill-aggregation apps like Prism and Mint permanently shut down” Gemini 3.5 Flash · Business bill pay · comparative prompt · hard negative
“Prism permanently shut down on February 20, 2024.” DeepSeek V4 Flash · Business bill pay · negative prompt · hard negative
“Smaller biller network; discontinued updates in some reviews.” Grok 4.1 Fast · Business bill pay · comparative prompt · soft negative
Named alongside
The products named in the same answers as Prism, over the 7 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Prism was named but was not.ShowHide
Named alongside
The products named in the same answers as Prism, over the 7 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Prism 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 Prism. 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 7 of the 7 answers that named Prism and are not a share of its labels.
Domains cited
doxo.com5
play.google.com5
thepennyhoarder.com4
apps.apple.com3
bill.com3
financecopilothq.com3
getfinny.app3
gobankingrates.com3
reddit.com3
slash.com3
No domain is on file for Prism, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Prism stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Prism stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimates- Searches for its name, Google
- 165,000 a month (“prism”)
- AI search demand for its name, est.
- 29,828 a month
- Its own site
- No site of its own on file, so no site figures
In answers
This editionShare of first choices
0%
rank 96 of 98 in business bill pay
Segment leader
32%
BILL
- First choices
- 0 across its categories
- Named in
- 7 answers
- Its own site cited
- No site on file to match
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.
Follow Prism
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.
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 Prism'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 Prism, 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 Prism by email, built from the raw record of the edition. It shows:
- where Prism 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 Prism, 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.