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 32 → 38 of 77
1 category · Named, not rankedIBM InfoSphere QualityStage
1Judge labels
0First choices
0Negative labels
1 / 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
1 label, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. IBM InfoSphere QualityStage was named 1 time in Account reconciliation, where FloQast led with 33%. 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-market41 of 82
0%1 label
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
In account reconciliation · 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 IBM InfoSphere QualityStage 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 |
|---|---|---|---|---|---|---|---|
| Account reconciliation | Accounting and close | 0% | 41 of 82 | 0% | 1 | under 10 labels · led by FloQast at 33% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, IBM InfoSphere QualityStage held within the floor in its one category: no change cleared 10 points.
Best category · Account reconciliation · by segment
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Account reconciliation | 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 32 → 41 of 82 |
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 IBM InfoSphere QualityStage 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 IBM InfoSphere QualityStage 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 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 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 | 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
Paraphrase0 labelsNone
Comparative1 labelNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative1 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.
“Informatica/IBM (enterprise data quality)” DeepSeek V4 Flash · Account reconciliation · 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 IBM InfoSphere QualityStage, over the 1 answer that named it. Took the first choice instead counts the answers where the other product was the first choice and IBM InfoSphere QualityStage was named but was not.ShowHide
Named alongside
The products named in the same answers as IBM InfoSphere QualityStage, over the 1 answer that named it. Took the first choice instead counts the answers where the other product was the first choice and IBM InfoSphere QualityStage 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 IBM InfoSphere QualityStage. 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 1 of the 1 answers that named IBM InfoSphere QualityStage and are not a share of its labels.
Domains cited
airwallex.com1
blackline.com1
cfoshortlist.com1
financecopilothq.com1
g2.com1
gitnux.org1
hevodata.com1
kanerika.com1
maxima.ai1
numeric.io1
Ten of the ten domain citations in answers naming IBM InfoSphere QualityStage came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
ibm.com is not in Google's top ten for any of the category's searches. In the answers, IBM InfoSphere QualityStage takes 0% of first choices and FloQast takes 33%.ShowHide
Search and answers
ibm.com is not in Google's top ten for any of the category's searches. In the answers, IBM InfoSphere QualityStage takes 0% of first choices and FloQast takes 33%.
ShowHideIn search
Google, US estimatesPosition for “reconciliation tools”
–
not in the top ten
Position for “account reconciliation software”
–
not in the top ten
- Organic visits to its site
- about 31,137,701 a month
- Searches its site ranks for
- 562,131 · 83,264 in the top three
- Sites linking to it
- 426,759
- Paid Google search
- 21 searches its ads show for, about 177 clicks and $2,518 a month (estimate)
In answers
This editionShare of first choices
0%
rank 41 of 82 in account reconciliation
Segment leader
33%
FloQast
- First choices
- 0 across its categories
- Named in
- 1 answers
- Its own site cited
- in 1 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 ibm.com
12,886
subdomains included
Content
2,707
counted in the table below
Documentation
14
Product · Integration
2,160 · 81
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Case study | 1,341 | 3 | 2026-08-26 | ||
| News or press | 882 | 4 | 2026-09-28 | ||
| Conference or event | 192 | 3 | 2026-08-25 | ||
| Glossary or explainer | 97 | 28 | 2026-09-08 | ||
| Blog | 69 | 3 | 2026-09-23 | ||
| Podcast or video | 50 | 9 | 2026-09-25 | ||
| Report or ebook | 38 | 1 | 2026-09-09 | ||
| Webinar or virtual event | 15 | 3 | 2026-09-11 | ||
| Template or tool | 14 | 9 | 2026-09-10 | ||
| Comparison | 9 | 0 | 2026-02-19 |
Most recent
- 2026-09-28Ai forecasters new opportunity business hire humans too news or press
- 2026-09-25Eth zurich robot hand walks on fingers news or press
- 2026-09-25New frontier ai models podcast or video
- 2026-09-23From ai pilots autonomous ams blog
- 2026-09-23Shadow ai has reached soc security teams blind spots blog
- 2026-09-23Ai labs ignoring cybersecurity podcast or video
Events in person
Last twelve months
- June 9, 2026Mizuho Technology ConferenceNew York · spoke
- March 3, 20262026 Morgan Stanley Technology, Media and Telecom ConferenceSan Francisco · spoke
As the event pages on ibm.com state them, read September 28, 2026.
How it is countedHide how it is counted
Every page ibm.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 IBM InfoSphere QualityStage
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
IBM InfoSphere QualityStage is its own company.ShowHide
The company
IBM InfoSphere QualityStage is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Investigate, cleanse and manage data to gain more value from your information assets
- For
- data quality and information governance initiatives
- Price stated
- precios de suscripción ibm.com/es-es/products/infosphere-qualitystage
- Not stated on the pages read
- Starting price, free plan or trial, integrations, certifications, hosting, customers
What IBM InfoSphere QualityStage's own pages state, read October 6, 2026: ibm.com/products/infosphere-qualitystage, ibm.com/es-es/products/infosphere-qualitystage, ibm.com/fr-fr/products/infosphere-qualitystage, ibm.com/it-it/products/infosphere-qualitystage, ibm.com/id-id/products/infosphere-qualitystage. 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 IBM InfoSphere QualityStage'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 IBM InfoSphere QualityStage, 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 IBM InfoSphere QualityStage by email, built from the raw record of the edition. It shows:
- where IBM InfoSphere QualityStage 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 IBM InfoSphere QualityStage, 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.