Mid-marketgoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 10 pointsNot ranked
1 category · Named, not rankedEightfold AI
3Judge labels
0First choices
1Negative labels
3 / 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. Eightfold AI was named 1 time in Strategic sourcing, where oboloo led with 15%. 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-market50 of 128
0%1 label
under the label threshold
Enterprise62 of 77
0%2 labels
under the label threshold
In strategic sourcing · 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 Eightfold AI 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 |
|---|---|---|---|---|---|---|---|
| Strategic sourcing | Spend and procurement | 0% | 50 of 128 | 0% | 1 | under 10 labels · led by oboloo at 15% | goneNot named this edition; 0% in September 2026. |
Movement
Since September 2026, Eightfold AI held within the floor in its one category: no change cleared 10 points.
Best category · Strategic sourcing · by segment
Enterprise=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 48 → 50 of 63
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Strategic sourcing | 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 50 of 128, 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 Eightfold AI 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 Eightfold AI 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 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 0 | 1 |
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
Comparative2 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative1 labelNone
First choiceAlternativeMentionNegative3 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.
“"Eightfold AI fits larger organizations that want sourcing connected to internal mobility and workforce intelligence."” Muse Glimmer 30B · Strategic sourcing · 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 Eightfold AI, over the 3 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Eightfold AI was named but was not.ShowHide
Named alongside
The products named in the same answers as Eightfold AI, over the 3 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Eightfold AI 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 Eightfold AI. 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 3 of the 3 answers that named Eightfold AI and are not a share of its labels.
Domains cited
guideflow.com2
leonar.app2
lever.co2
100hires.com1
aihr.com1
aitoolsbakery.com1
cisa.gov1
corporatenavigators.com1
cyber.gc.ca1
energy.gov1
Thirteen of the thirteen domain citations in answers naming Eightfold AI came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
eightfold.ai is not in Google's top ten for any of the category's searches. In the answers, Eightfold AI takes 0% of first choices and oboloo takes 15%.ShowHide
Search and answers
eightfold.ai is not in Google's top ten for any of the category's searches. In the answers, Eightfold AI takes 0% of first choices and oboloo takes 15%.
ShowHideIn search
Google, US estimatesPosition for “sourcing tools”
–
not in the top ten
Position for “strategic sourcing software”
–
not in the top ten
- Searches for its name, Google
- 4,400 a month (“eightfold ai”)
- AI search demand for its name, est.
- 187 a month
- Organic visits to its site
- about 53,360 a month
- Searches its site ranks for
- 4,402 · 346 in the top three
- Sites linking to it
- 8,807
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
0%
rank 50 of 128 in strategic sourcing
Segment leader
15%
oboloo
- First choices
- 0 across its categories
- Named in
- 3 answers
- Its own site cited
- in 3 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 eightfold.ai
1,800
subdomains included
Content
1,427
counted in the table below
Documentation
216
Product · Integration
29 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 678 | 10 | 2026-09-21 | ||
| Glossary or explainer | 631 | undated | |||
| News or press | 56 | undated | |||
| Case study | 23 | undated | |||
| Conference or event | 17 | undated | |||
| Webinar or virtual event | 9 | 0 | 2025-09-24 | ||
| Report or ebook | 4 | undated | |||
| Comparison | 4 | 0 | 2026-01-12 | ||
| Podcast or video | 3 | undated | |||
| Template or tool | 2 | undated |
Most recent
- 2026-09-21Ai hiring laws nyc illinois colorado eu blog
- 2026-09-21How ai bias testing works blog
- 2026-09-21Ai hiring bias myths and receipts blog
- 2026-09-17Candidate evaluation next frontier talent acquisition blog
- 2026-09-09Change exhaustion to competitive edge adaptive workforce blog
- 2026-08-20Ai interviewing military defense public safety blog
How it is countedHide how it is counted
Every page eightfold.ai 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 Eightfold AI
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
Eightfold AI is its own company.ShowHide
The company
Eightfold AI is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Eightfold is the agentic talent intelligence company that gives every HR leader, recruiter, and people manager the intelligence to see, develop, and deploy the full depth of talent around them.
- For
- HR leader, recruiter, and people manager
- Certifications
- SOC 2 Type II certifiedISO 42001 certifiedFR Moderate AttestedSOC 2ISOFedRAMPSOC 2 Type IIISO 42001
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations, hosting, customers
What Eightfold AI's own pages state, read September 28, 2026: eightfold.ai/eightfold-ai-for-slack, eightfold.ai/content-eightfold-ai-home, eightfold.ai/nyc-eightfold-matching-model, eightfold.ai/eightfold-ai-for-microsoft-teams, community.eightfold.ai/eightfold-change-management-56. 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 Eightfold AI'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 Eightfold AI, 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 Eightfold AI by email, built from the raw record of the edition. It shows:
- where Eightfold AI 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 Eightfold AI, 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.