Eightfold
Eightfold is an AI platform that matches people to roles, both the applicants coming in and the employees you already have, and Fortune 500 companies use it for hiring and internal moves. The skills on each profile come from CVs, your HR records, ratings and skills inferred from people with similar careers, and its Digital Twin captures each person’s skills and experience from their work across email, Teams, Slack and the other tools they use. Eightfold does not publish a price, and every sale is priced individually.
An AI matching platform for hiring and internal moves in large organisations, with skills profiles built from CVs, HR records and ratings, and a Digital Twin that reads people’s work.
You are a large employer that wants hiring and internal moves matched in one system, or a US federal or defence body that needs FedRAMP Moderate (the US government’s security authorisation for cloud services) and provisional authorisation at Impact Level 4 (IL4) from the US Defense Information Systems Agency, and your HR team can set the skill level each role needs.
You need people’s skill levels to count in the match scores that decide who is put forward, or you need to see a price before a sales conversation.
Not published. Every sale is a private offer, meaning a price agreed with each buyer, and the US Air Force paid about $330,000 for a single year.
What it does, and where its skills come from
Eightfold is built around matching: it turns every CV and every job description into a profile the software can compare, and scores each person against a position from zero to five stars in half-star steps. It also predicts the job title a person is likely to hold next from their past titles, skills and time in each role, and its model learned from tens of millions of past pairings of candidate and position where the outcome was known. Recruiters use the matching to hire, and employees use it through a talent marketplace of jobs, projects, gigs and mentors. Every match depends on the skills held on each person’s profile, so where those skills come from decides what the scores are worth.
A profile starts from the CV or application and your HR system, including the employers someone has worked for, their career path, time in each role, work locations and performance feedback. Eightfold fills in skills a person is likely to have from what people with similar careers list, and marks them as likely or inferred. Employees add skills themselves, including from courses they complete, and skill levels come from ratings by the employee, their manager or their peers.
On top of those records, Eightfold’s Digital Twin, an AI model personalised for each employee, connects to email, Teams, Slack, sales systems, project tools and code repositories, and captures each person’s skills and experience from their work. That lets the platform offer guidance and opportunities based on what people can do now, as well as what is on file.
Eightfold’s co-founders also started Viven in October 2025, a separate company that sells digital twins to employers and will integrate with Eightfold’s talent management agents. If the Digital Twin is part of why Eightfold is on your list, ask which company’s twin your contract would cover, and how the skills it captures reach a person’s profile.
Eightfold’s scores, in other words, rest on skills from three places: your records and people’s CVs, the ratings people give, and what the Digital Twin captures from their work. The guide to skills intelligence software places Eightfold among the talent platforms that match people to jobs and moves.
What its figures measure
Most of the figures Eightfold publishes are about hiring rather than skills, so it helps to know what each one measures before any of them goes into a business case.
Amdocs uses Eightfold for hiring and for internal moves, and its vice president of global HR describes the company as “becoming a skills-driven organization”. For a skills buyer this is the most relevant of Eightfold’s figures, and it measures how much people move between roles.
The figure measures how many employees have a profile, which shows how widely the company rolled Eightfold out.
Some customers have cut the time it takes to fill a role by 33% with AI Interviewer, Eightfold’s recruiting product that lets candidates interview as soon as they apply. It is a hiring figure rather than a skills figure.
These career histories and skills are what Eightfold learns from when it fills in skills people have not listed. The figure measures how much it has collected, so use the demo to see how well that describes the roles in your own organisation.
About 78% of hires with high match scores were still in post after twelve months, against 73% of lower-scored hires, a gap of about five percentage points. Eightfold measured it on combined, anonymised data from several organisations covering about 377,000 employees, with retail employees under-represented, so it tells a retail employer least.
BABL AI audited the matching model under New York City’s Local Law 144, the city’s bias-audit rule for automated hiring and promotion tools, and Eightfold passed on disparate impact by gender and by race or ethnicity, on governance and on risk assessment, across more than 29 million candidate assessments. The score is used mainly on outside applications and only occasionally for internal decisions such as promotions, so the audit covers hiring from outside most closely.
None of these figures measures how often a skill Eightfold fills in turns out to be right, so ask for that number on the demo.
Who it suits
You want hiring and internal moves matched in one system
If you would rather buy hiring and internal mobility from one supplier than connect two separate systems, Eightfold sells both, and Amdocs uses it for both.
Your security review is the hardest gate
Your security team will find the certificates it normally asks for: FedRAMP Moderate; ISO 42001, the standard for managing AI; ISO 27001, 27017 and 27701, which cover information security, cloud security and privacy; and SOC 2 Type II, an independent auditor’s report on security controls. In July 2025 Eightfold also received provisional authorisation at the IL4 level from the US Defense Information Systems Agency, and US defence buyers use it: the US Air Force buys it on a fixed-price contract, and the Department of Defense’s GigEagle marketplace runs on it, with over 3,000 profiles created by service members. Eightfold does not use identifiable customer data to train its models, and its contract lets it train them on anonymised data created from yours, so raise model training with your data protection lead.
Hiring volume is your most pressing problem
If the pressure on you is filling roles rather than understanding skills, that is where most of Eightfold’s results sit. Its AI Interviewer lets candidates interview as soon as they apply, and Eaton, which hires nearly 15,000 people a year, uses Eightfold for recruiting.
You want courses suggested where people fall short of their role’s skill levels
HR sets a level for each skill on each role, people are rated against it, and the gaps drive suggestions for courses, projects and development plans. When manager ratings are switched on, course suggestions use the manager’s rating instead of the employee’s own for any skill both have rated. If your aim is better-targeted learning rather than deciding who is ready to move up, this is where Eightfold’s skill levels do the most work.
Where it stops
Most of these limits matter only for particular uses, so read them against what you plan to do with Eightfold.
Skill levels drive development and stay out of match scores
In recruiting, a person’s skill level does not change their match score, and switching levels on adds a slider to the screen where a role is set up. Ratings are not used to match employees to internal jobs, and career-path suggestions do not use levels either. Levels drive course, project and development suggestions. If a promotion shortlist will lean on match scores, the levels you set will not be part of that decision.
HR sets every level for every role
The level an employee is measured against is the one HR enters on the role, so somebody in your team sets and maintains every level, role by role, comparing up to 10 roles at a time. Suggested levels for job profiles are on Eightfold’s roadmap for the second half of 2026.
A candidate’s assessed skills did not follow them into the job
As of July 2025, skills assessed while someone was a job candidate did not carry over to their employee profile once they were hired. For a company buying one system for hiring and internal moves, ask whether they carry over today.
Profiles are as current as your records
Employee profiles draw on your own HR records, so if those records are patchy, the profiles will be too. Eightfold has had problems with how well and how quickly profiles refresh, and for candidate profiles it addressed them through a direct partnership with LinkedIn.
It can gather information from outside your systems
When a customer instructs it, Eightfold gathers information about potential job candidates from LinkedIn, Stack Overflow and GitHub, and it can enrich employee profiles from public sources such as LinkedIn and GitHub. Decide what you want for candidates and for employees, and have it written into the contract.
The product documentation is for customers only
Eightfold’s product documentation and training sit behind a customer login, so before you sign, the demo and what Eightfold will put in writing are how you learn how the product behaves. Ask for written answers to the detailed questions.
What it costs, and what leaving costs
Eightfold does not publish a price. Its listing on Microsoft’s Azure Marketplace carries a single plan marked “for illustrative purposes only”, and every sale is a private offer, so the first number you see will come from a sales conversation.
One public contract gives a sense of scale. The US Department of the Air Force paid $329,925.63, at a firm fixed price, for one year from 24 September 2025 to 23 September 2026, with no value put on extending it. It pays for a talent management system that matches its people, whom the contract calls “Airmen and Guardians”, to jobs, assignments and training based on their skills. One buyer’s price for one year says nothing about what a company of your size would be quoted.
If you already buy from Oracle or Microsoft, you have two other ways to pay. Oracle customers can pay for Eightfold’s AI Interviewer with Oracle Universal Credits, the cloud credits Oracle sells, and Eightfold’s platform has been on the Azure Marketplace since June 2025. Both change how you pay, but neither puts a price in front of you any sooner.
Eightfold publishes no minimum company size, seat count or contract value. It counts Fortune 500 companies among its customers, and more than 100 organisations in 155 countries used it by June 2025. Eightfold ran a pilot in two Puerto Rican government agencies with under 300 employees, as the first stage of a system for 55 agencies. If you employ a few hundred to a few thousand people, ask on the first call whether Eightfold sells to companies your size, before you invest time in a demo.
If you are signing for more than a year, the company matters as well. Eightfold is independent, with no parent company, and no acquisition or layoffs have been reported. Its last announced funding round was a $220 million Series E in June 2021, at a $2.1 billion valuation, led by SoftBank Vision Fund 2, so ask how it is funded today.
What leaving costs depends on what Eightfold sits beside. It works alongside Workday rather than replacing it, and it is not a learning or HR system. It has had its own applicant tracking system since May 2024 and works with whichever one you use. If Eightfold sits on top of your HR system, your core employee records stay there, and what you would lose is what Eightfold builds on top of them: the filled-in skills, the ratings, the role levels and the match scores.
Eightfold’s contract gives you 30 days after termination to request your data electronically, after which Eightfold may delete it. Eightfold owns the “Anonymized Learnings” it creates from your data and may use them to train its models, and it owns what it calls “Services Generated Data”, so ask whether the filled-in skills, the ratings and the match scores count as your data.
There is a second route to this. The same job, built on the systems you already run, is usually a narrower piece of work, and we have mapped what that version looks like. See it as an agent
What to ask on the demo
- Open one employee’s profile and show us where each skill came from: the CV, our HR system, a skill inferred from similar careers, something the employee added, a rating, or the Digital Twin. Can the employee see which is which, and delete an inferred skill?
- Your Digital Twin captures skills from email, work apps and tasks. Do we buy it from you or from Viven, what does it read, and how do the skills it captures reach a person’s profile?
- Are skill ratings used anywhere in matching employees to internal jobs, and will you put the answer in the contract?
- Skill levels do not change match scores in recruiting. If an expert and a beginner in a required skill can get the same star rating, how should our recruiters read it?
- Do skills assessed during hiring now carry into a new starter’s employee profile?
- How often does a skill Eightfold fills in turn out to be right, and how do you measure it?
- Can gathering information from LinkedIn, GitHub and similar sites be switched off, for candidates and for employees, and written into the contract?
- Your contract gives us 30 days after termination to ask for our data, and says you own “Services Generated Data”. Which of the filled-in skills, the ratings, the role levels and the match scores do we get back, and in what format?
- Your contract makes us solely responsible for employment decisions. If the court in the Kistler case decides your match scores count as consumer reports, what changes for us, and who pays?
- Which customer of around our size can we speak to?
Alternatives to Eightfold, including buying nothing
Alternatives to Eightfold come in three kinds: Gloat for an internal talent marketplace, TechWolf and Microsoft People Skills for skills worked out from people’s work, and, if you already run Workday, SAP or Oracle, that suite’s own skills module: Workday Skills Cloud, SAP Talent Intelligence Hub or Oracle Dynamic Skills. Holding off on any purchase is the other route.
If what you want is an internal talent marketplace, put Gloat next to Eightfold. Gloat’s marketplace brings career growth, project work, learning, mentoring and internal hiring together in one place, and Eightfold offers employees a hub of jobs, projects, gigs and mentors. Both sell to large enterprises and no single difference settles the choice, so choose on how each connects to your HR system, what each will commit to in the contract, and how each answers the questions you would put to Eightfold.
TechWolf is a different kind of purchase. It works out skills from people’s work and writes them into Workday, SAP SuccessFactors and Oracle HCM, leaving the decisions to the talent tools you already have, while Eightfold brings its own matching, hiring and mobility tools. Choosing between them means choosing between new tools for those decisions and better skills data inside the systems you already run. Our TechWolf review sets out what it does.
If your people work mainly in Microsoft 365, Microsoft People Skills reads that work for $0 extra, so far, on top of a Copilot or Viva licence. It reads what happens in Microsoft 365 only, and Microsoft says it is not designed for promotion or pay decisions, but it will show you what your own systems already know before you spend time in anyone’s sales process. Our Microsoft People Skills review sets out what it costs you in practice.
If you run Workday, SAP or Oracle, find out what your suite vendor already sells for skills before adding a platform beside it, and read the licence terms closely: SAP’s skills inference needs a separately purchased AI units licence.
Buying nothing yet is a real option too. If your CVs, HR records and role levels are thin, Eightfold has little to work with, and getting them in order is work you would do before it could help. Our guide to skills intelligence software sets out when that work, rather than a purchase, is the right answer.
https://eightfold.ai/ · Eightfold homepage · read 14 Sep 2026
https://eightfold.ai/products/talent-management/ · Eightfold Talent Management page · read 14 Sep 2026
https://eightfold.ai/solutions/skills-intelligence/ · Eightfold skills intelligence page · read 14 Sep 2026
https://eightfold.ai/customers/ · Eightfold customers page · read 14 Sep 2026
https://eightfold.ai/pricing/ · Eightfold pricing address, which returns page not found · read 14 Sep 2026
https://docs.eightfold.ai/ · Eightfold product documentation, customer login only · read 14 Sep 2026
https://eightfold.ai/privacy-notice/ · Eightfold privacy notice · read 14 Sep 2026
https://eightfold.ai/msa/ · Eightfold Master Subscription Agreement · read 14 Sep 2026
https://eightfold.ai/trust/security/ · Eightfold security and compliance centre · read 14 Sep 2026
https://eightfold.ai/trust/bias-audit-results/ · Eightfold bias audit results · read 14 Sep 2026
https://eightfold.ai/wp-content/uploads/Workday_Career_Hub_Paper.pdf · Augmenting Workday with Eightfold’s Career Hub, 2022 · read 14 Sep 2026
https://eightfold.ai/blog/trust-but-validate/ · Eightfold blog, Trust but validate, 2019 · read 14 Sep 2026
https://eightfold.ai/blog/meet-viven-ai/ · Eightfold blog, Meet Viven AI, 15 Oct 2025 · read 14 Sep 2026
https://eightfold.ai/company/press/press-releases/talent-intelligence-to-talent-advantage-eightfold-ai-revolutionizes-hr-through-agentic-ai/ · Eightfold Digital Twin release, 8 May 2025 · read 14 Sep 2026
https://eightfold.ai/engineering-blog/ai-powered-talent-matching-the-tech-behind-smarter-and-fairer-hiring/ · Eightfold engineering blog, talent matching, 13 Aug 2025 · read 14 Sep 2026
https://eightfold.ai/engineering-blog/retaining-and-growing-talent-through-skills-based-hiring-insights-from-eightfold-ais-match-score/ · Eightfold engineering blog, match score and retention, 10 Sep 2025 · read 14 Sep 2026
https://community.eightfold.ai/have-a-question-115/how-does-proficiency-influence-succession-planning-career-navigator-4120 · Eightfold Community, proficiency in succession and Career Navigator, 20 Apr 2026 · read 14 Sep 2026
https://community.eightfold.ai/have-a-question-115/determining-proficiency-benchmarks-4099 · Eightfold Community, proficiency benchmarks, 14 Apr 2026 · read 14 Sep 2026
https://community.eightfold.ai/have-a-question-115/how-does-proficiency-influence-matches-in-the-jobs-marketplace-4268 · Eightfold Community, proficiency in the jobs marketplace, 12 Jun 2026 · read 14 Sep 2026
https://community.eightfold.ai/have-a-question-115/how-does-proficiency-influence-match-scores-in-ta-4425 · Eightfold Community, proficiency in recruiting match scores, 10 Aug 2026 · read 14 Sep 2026
https://community.eightfold.ai/have-a-question-115/what-employee-content-drives-course-recommendations-4297 · Eightfold Community, course recommendations, 10 Aug 2026 · read 14 Sep 2026
https://community.eightfold.ai/have-a-question-115/what-is-the-benefit-of-using-years-of-experience-in-calibration-when-profiles-in-eightfold-are-not-always-up-to-date-2272 · Eightfold Community, profile refreshes, 3 Dec 2024 · read 14 Sep 2026
https://community.eightfold.ai/have-a-question-115/skills-from-calibration-and-linking-to-employee-skills-profile-when-hired-3343 · Eightfold Community, candidate skills after hiring, 18 Jul 2025 · read 14 Sep 2026
https://eightfold.ai/blog/6-features-boost-functionality-talent-products/ · Eightfold product update, 29 Feb 2024 · read 14 Sep 2026
https://eightfold.ai/blog/6-new-features-improve-candidate-employee-experiences/ · Eightfold product update, 16 Nov 2023 · read 14 Sep 2026
https://eightfold.ai/customers/customer-stories/amdocs-taps-into-new-talent-resources-with-ai/ · Eightfold customer story, Amdocs · read 14 Sep 2026
https://eightfold.ai/customers/customer-stories/coca-cola-europacific-partners-addresses-skills-gaps-with-eightfold/ · Eightfold customer story, Coca-Cola Europacific Partners · read 14 Sep 2026
https://eightfold.ai/customers/customer-stories/closing-the-talent-gap-at-eaton/ · Eightfold customer story, Eaton · read 14 Sep 2026
https://eightfold.ai/customers/customer-stories/quality-automotive-services/ · Eightfold customer story, Quality Automotive Services · read 14 Sep 2026
https://eightfold.ai/customers/customer-stories/department-of-defense/ · Eightfold customer story, Department of Defense · read 14 Sep 2026
https://eightfold.ai/blog/eightfold-improves-internal-mobility/ · Eightfold blog, internal mobility and Puerto Rico, 19 Feb 2026 · read 14 Sep 2026
https://eightfold.ai/company/press/press-releases/eightfold-ai-now-available-in-microsoft-azure-marketplace/ · Eightfold Azure Marketplace release, 2 Jun 2025 · read 14 Sep 2026
https://catalogapi.azure.com/offers?api-version=2018-08-01-beta&$filter=publisherDisplayName%20eq%20'Eightfold%20AI' · Microsoft Azure Marketplace listings published by Eightfold · read 14 Sep 2026
https://eightfold.ai/company/press/press-releases/eightfold-ai-announces-integration-of-agentic-interviewing-with-oracle-fusion-cloud-recruiting/ · Eightfold and Oracle release, 7 May 2026 · read 14 Sep 2026
https://eightfold.ai/company/press/press-releases/eightfold-ai-grows-talent-agents-to-2-0/ · Eightfold Talent Agents 2.0 release, 15 Jul 2026 · read 14 Sep 2026
https://eightfold.ai/company/press/press-releases/eightfold-ai-talent-tracking-brings-an-ai-native-ats-to-every-organization/ · Eightfold Talent Tracking release, 15 May 2024 · read 14 Sep 2026
https://eightfold.ai/company/press/press-releases/eightfold-ai-secures-disa-il4-provisional-authorization/ · Eightfold DISA IL4 release, 1 Jul 2025 · read 14 Sep 2026
https://eightfold.ai/blog/eightfold-ai-raises-220m/ · Eightfold Series E announcement, 10 Jun 2021 · read 14 Sep 2026
https://eightfold.ai/press_releases-sitemap.xml · Eightfold press release index · read 14 Sep 2026
https://api.usaspending.gov/api/v2/awards/CONT_AWD_FA701425C0049_9700_-NONE-_-NONE-/ · USAspending.gov, US Air Force award FA701425C0049 · read 14 Sep 2026
https://api.usaspending.gov/api/v2/search/spending_by_award/ · USAspending.gov award search for Eightfold · read 14 Sep 2026
https://www.courtlistener.com/api/rest/v4/search/?q=docket_id%3A72351430&type=rd&order_by=entry_date_filed%20asc · Kistler v Eightfold AI Inc, docket entries · read 14 Sep 2026
https://storage.courtlistener.com/recap/gov.uscourts.cand.465146/gov.uscourts.cand.465146.1.0_2.pdf · Kistler v Eightfold AI Inc, notice of removal · read 14 Sep 2026
https://storage.courtlistener.com/recap/gov.uscourts.cand.465146/gov.uscourts.cand.465146.42.0.pdf · Kistler v Eightfold AI Inc, Eightfold reply brief, 9 Jul 2026 · read 14 Sep 2026
https://storage.courtlistener.com/recap/gov.uscourts.cand.465146/gov.uscourts.cand.465146.43.0.pdf · Kistler v Eightfold AI Inc, order vacating hearing · read 14 Sep 2026
https://www.courtlistener.com/api/rest/v4/search/?q=Eightfold&type=r · Federal dockets naming Eightfold, including Kistler and Glenn · read 14 Sep 2026
https://www.courtlistener.com/api/rest/v4/search/?q=docket_id%3A73176876&type=rd&order_by=entry_date_filed%20desc · Glenn v Eightfold AI Inc, docket entries · read 14 Sep 2026
https://www.courtlistener.com/api/rest/v4/search/?q=%22Yuan%20v.%20Eightfold%22&type=r · Yuan v Eightfold AI Inc, California, type of case · read 14 Sep 2026
https://www.courtlistener.com/api/rest/v4/search/?q=docket_id%3A68949102&type=rd&order_by=entry_date_filed%20desc · Yuan v Eightfold AI Inc, California, docket entries · read 14 Sep 2026
https://www.courtlistener.com/api/rest/v4/search/?q=docket_id%3A73541694&type=rd&order_by=entry_date_filed%20desc · Yuan v Eightfold AI Inc, Massachusetts, docket entries · read 14 Sep 2026
https://gloat.com/platform/the-talent-marketplace/ · Gloat Talent Marketplace page · read 14 Sep 2026
https://gloat.com/newsrooms/gloat-brings-agentic-hr-to-microsoft-365-copilot-and-microsoft-teams/ · Gloat Agentic HR release, April 2026 · read 14 Sep 2026
https://www.techwolf.ai/faqs/skills-intelligence-vs-talent-intelligence · TechWolf FAQ, skills intelligence and talent intelligence · read 14 Sep 2026
https://learn.microsoft.com/en-us/microsoft-365/copilot/people-skills-overview · Microsoft People Skills price on top of a Microsoft Copilot or Viva licence · read 14 Sep 2026
https://learn.microsoft.com/en-us/microsoft-365/copilot/people-skills-ai-inferencing · What Microsoft People Skills will read · read 11 Sep 2026
https://support.microsoft.com/en-us/people-skills/ai-transparency-in-people-skills · What Microsoft says People Skills is not for · read 14 Sep 2026
https://help.sap.com/doc/89d44f35c6ad402fab3a008c0ef53926/2605/en-US/SF_PLT_Admin_Center.pdf · What SAP SuccessFactors skills inference needs on top of the suite · read 14 Sep 2026