Small businessgoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 13 pointsNot ranked
1 category · Named, not rankedIvalua
22Judge labels
1First choices
3Negative labels
12 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Standing
4 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Ivalua was named 4 times in Contingent workforce man, where VectorVMS led with 16%. 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-market24 of 121
0%4 labels
under the label threshold
Enterprise10 of 83
2%8 labels
under the label threshold
In contingent workforce man · 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 Ivalua 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 |
|---|---|---|---|---|---|---|---|
| Contingent workforce management | Workforce planning and analytics | 0% | 24 of 121 | 0% | 4 | under 10 labels · led by VectorVMS at 16% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Ivalua held within the floor in its one category: no change cleared 13 points.
Best category · Contingent workforce man · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 13 pointsRank 23 of 111, unchanged
Enterprise▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 11 pointsRank 26 → 10 of 79
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Contingent workforce man | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 23 → 24 of 121 |
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 13 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 Ivalua 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 Ivalua 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 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| 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
Direct3 labelsNone
Paraphrase0 labelsNone
Comparative14 labelsNone
Budget-constrained1 label1
Scale-constrained0 labelsNone
Negative4 labelsNone
First choiceAlternativeMentionNegative22 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.
“Best for: Enterprises needing source-to-pay functionality” MiniMax M2.5 · Contingent workforce man · comparative 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.
No model argued against it.
Named alongside
The products named in the same answers as Ivalua, over the 22 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Ivalua was named but was not.ShowHide
Named alongside
The products named in the same answers as Ivalua, over the 22 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Ivalua 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 Ivalua. 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 22 of the 22 answers that named Ivalua and are not a share of its labels.
Domains cited
gitnux.org13
worldmetrics.org11
peoplemanagingpeople.com10
hrtechsaas.com9
appsruntheworld.com7
spendflo.com7
talentdesk.io7
wifitalents.com7
guideflow.com6
instawork.com6
Eighty-three of the eighty-three domain citations in answers naming Ivalua came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
ivalua.com is not in Google's top ten for any of the category's searches. In the answers, Ivalua takes 0% of first choices and VectorVMS takes 16%.ShowHide
Search and answers
ivalua.com is not in Google's top ten for any of the category's searches. In the answers, Ivalua takes 0% of first choices and VectorVMS takes 16%.
ShowHideIn search
Google, US estimatesPosition for “contingent workforce platforms”
–
not in the top ten
Position for “vendor management system for contingent workers”
–
not in the top ten
- Searches for its name, Google
- 3,600 a month (“ivalua”)
- AI search demand for its name, est.
- 87 a month
- Organic visits to its site
- about 35,515 a month
- Searches its site ranks for
- 3,021 · 891 in the top three
- Sites linking to it
- 3,242
- Paid Google search
- 1 searches its ads show for, about 4 clicks and $0 a month (estimate)
In answers
This editionShare of first choices
0%
rank 24 of 121 in contingent workforce man
Segment leader
16%
VectorVMS
- First choices
- 1 across its categories
- Named in
- 22 answers
- Its own site cited
- in 22 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 ivalua.com
2,541
subdomains included
Content
2,113
counted in the table below
Documentation
0
Product · Integration
83 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| News or press | 663 | 10 | 2026-09-25 | ||
| Glossary or explainer | 564 | 0 | 2026-06-30 | ||
| Blog | 529 | 34 | 2026-09-28 | ||
| Podcast or video | 202 | 8 | 2026-09-15 | ||
| Case study | 122 | 2 | 2026-09-02 | ||
| Comparison | 12 | 1 | 2026-08-10 | ||
| Report or ebook | 10 | undated | |||
| Webinar or virtual event | 8 | 0 | 2020-04-15 | ||
| Conference or event | 3 | 0 | 2019-06-13 |
Most recent
- 2026-09-28Procure to pay process blog
- 2026-09-25Best procurement software blog
- 2026-09-25Ivalua recognized for employee happiness perks and work life balance news or press
- 2026-09-22Ivalua named a leader in the idc marketscape worldwide ai enabled direct spend news or press
- 2026-09-15Vendor risk assessment blog
- 2026-09-15Season 3 ep 14 should procurement be looking for savings feat roberto fabris podcast or video
How it is countedHide how it is counted
Every page ivalua.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 Ivalua
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
Ivalua is its own company.ShowHide
The company
Ivalua is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- AI-powered procurement software for complete spend & supplier management on a unified source-to-pay platform
- For
- procurement
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations, certifications, hosting, customers
What Ivalua's own pages state, read September 28, 2026: ivalua.com, trust.ivalua.com, ivalua.com/solutions/business/naspo, ivalua.com/company/partners. 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 Ivalua'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 Ivalua, 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 Ivalua by email, built from the raw record of the edition. It shows:
- where Ivalua 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 Ivalua, 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.