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Oppi AI

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uuid000gutz

Namestring
Oppi AI
Legal namestring
Oppi AI Oy
Websiteurl
oppi.ai
Company typeenum
Private
Founded yearint
2018
Descriptiontext

Oppi AI Oy is a Helsinki, Finland-based applied-AI company founded in 2018 by Taras Zagibalov, a computational-linguistics PhD (University of Sussex) with more than a decade of experience across AI, natural language processing, and data science — spanning early NLP research at Brandwatch, EdTech, and now hiring assessment. The company operates a single commercial product, WorkProbe, which is a hiring assessment platform designed for what the company terms "the AI era." WorkProbe measures "judgment under ambiguity" — whether a candidate's independent reasoning holds up when an AI assistant gives a confident but incorrect answer — and targets B2B employers and hiring organizations as its primary customer segment. The company positions itself as addressing a gap in traditional hiring processes, which it argues test knowledge recall rather than the critical-evaluation skills required when working alongside AI systems.

The underlying technology is centered on a proprietary "anti-sycophancy architecture" that Zagibalov built end-to-end and is described as the sole invention of the founder. WorkProbe uses text-based assessment scenarios in which candidates are presented with AI-generated responses and must identify confidently incorrect outputs, applying natural language processing and anomaly-detection capabilities. The methodology is framed as research-grounded in peer-reviewed evidence from MIT, Harvard, and Nature Human Behaviour, though specific studies are not cited in the public materials. No patents, published research papers, or external benchmarks are disclosed, and the boundary between in-house model development and third-party AI dependencies is not publicly documented. The company website describes its philosophy as "judgment-first" — measuring whether AI improves a decision rather than whether it appears impressive.

The business model is not publicly disclosed. Pricing is not listed on either oppi.ai or workprobe.com, no funding rounds are recorded (the company appears bootstrapped and founder-owned with no external shareholders), and revenue is not reported. Distribution is via self-serve web access through workprobe.com, with marketing driven primarily through the corporate website, the product website, and LinkedIn organic social, supplemented by PR and earned media. Geographic operation is centered in Finland, serving European markets without a claimed global footprint. GDPR compliance is documented via the published privacy policy, with EU-region sub-processors (Vercel, PostHog EU, Resend) and Standard Contractual Clauses for any international transfers. The company has been recognized in the ARCTIC15 2026 Top 100 Innovations list for WorkProbe.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
1–10
akta.pro rankint
HeadquartersLahti, Finland
HQ citystring
Lahti
HQ countrystring
Finland
HQ regionstring
Europe
Markets served

Serves global market

Offices2 records

Each record includes

City, Country, Type, Description, Source

Keyword5 values
hiring assessment platform, AI skills assessment, candidate evaluation tools, talent assessment software, judgment testing
Industry3 codes
1Skills Assessment & Talent/Employability Testing Platforms
CodeEDAFADAMPrimaryYes
2Safety & Alignment Evaluation (red-teaming, harmful capability testing)
CodeHDAAAMALPrimaryNo
3AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety)
CodeHDAEANAFPrimaryNo
NAICS code2 codes
  • Employment Placement Agencies561311
  • Employment Services5613
SIC code2 codes
  • Services-Employment Agencies7361
  • Services-Prepackaged Software7372
Product category
Talent Assessment Software
Social media profiles2 records
Marketing channels4 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels1 record

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components5 values
Technology or R&D, Personnel, Operations, Infrastructure, Marketing or Sales
GTM typeB2B
B2B
Offering typeSoftware
Software
Brand1 record
1WorkProbe
Description

Hiring assessment product that measures judgment under ambiguity - whether a candidate's independent reasoning holds up when an AI assistant gives a confident, wrong answer. Grounded in peer-reviewed research from MIT, Harvard, and Nature Human Behaviour.

oppi.ai
Core offering1 text field

Oppi AI builds WorkProbe, a hiring assessment platform that measures candidates' "judgment under ambiguity" — specifically testing whether a candidate's independent reasoning holds up when an AI assistant gives a confident, wrong answer. The platform uses a proprietary anti-sycophancy architecture (invented end-to-end by founder Taras Zagibalov) and is grounded in peer-reviewed research from MIT, Harvard, and Nature Human Behaviour. It targets B2B employers that need to evaluate candidates' ability to critically assess AI-generated outputs.

Differentiator
Functional benefit
Problem solved
Product overview1 text field

Oppi AI is an applied-AI company with a single product focus: WorkProbe. WorkProbe is a hiring assessment tool designed for the AI era that measures candidates' judgment under ambiguity — specifically their ability to identify confident but incorrect AI responses. The product is grounded in peer-reviewed research from MIT, Harvard, and Nature Human Behaviour, and features a proprietary anti-sycophancy architecture invented by founder Taras Zagibalov. The company positions WorkProbe as the first practical application addressing the hiring challenge created by unreliable AI assistants.

Product and service1 record
1WorkProbe
CategoryHiring Assessment / Talent Assessment
Description

WorkProbe is a hiring assessment platform that measures "judgment under ambiguity" — evaluating whether candidates can identify when an AI assistant gives a confident but incorrect answer. The assessment tests independent reasoning that holds up when AI is wrong, addressing a gap in traditional hiring processes for the AI era. It is designed for employers and hiring organizations that need to identify candidates who can critically evaluate AI outputs.

Scale indicator1 record

Each record includes

Type, Value, Description, Source

Expansion highlight4 records

Each record includes

Type, Description

Peers10 records
TypeDirect peer
Description

Skills assessment and talent analytics platform used for pre-hire skills testing and benchmarking. Direct peer to WorkProbe as a B2B assessment vendor selling to enterprise talent acquisition and HR teams.

2Plum
TypeEmerging player
Description

AI-based talent assessment and matching platform using behavioural and cognitive data to predict candidate fit. Comparable in applying AI to pre-hire candidate evaluation, serving HR and talent acquisition teams at growing companies.

TypeDirect peer
Description

Enterprise hiring assessment platform combining video interviews, game-based, and AI-scored assessments. Directly comparable to WorkProbe as a B2B assessment tool evaluating candidate fit for employers, though with a much broader suite of assessment types and far greater scale.

TypeBroad incumbent
Description

Online assessment and proctoring platform owned by Mercer, offering a broad suite of pre-hire and psychometric assessments. Comparable to WorkProbe in employer B2B assessment GTM, but as a much larger incumbent with deep enterprise relationships and a wider product portfolio.

TypeEmerging player
Description

AI-augmented technical and skills assessment platform for enterprise hiring, focused on reducing time-to-hire. Emerging peer in the same B2B assessment category, with overlapping AI-driven evaluation capabilities and a comparable early-to-mid stage scale.

TypeBroad incumbent
Description

Talent intelligence platform applying AI across the hiring and employee development lifecycle, used by large enterprises. Broad incumbent in AI-driven talent assessment, overlapping with WorkProbe's AI-era hiring positioning but at vastly greater scale and scope.

TypeDirect peer
Description

AI-powered skills testing platform that ranks candidates by job-relevant task performance. Direct peer combining AI-based candidate evaluation with employer B2B GTM, very similar buyer and use case to WorkProbe.

TypeDirect peer
Description

Pre-hire skills assessment platform offering a library of tests employers can send to candidates. Direct peer in the B2B hiring-assessment category, competing for the same employer buyer with standardised, evidence-based test content.

TypeDirect peer
Description

Technical skills assessment platform for evaluating developer candidates, widely used by enterprise engineering hiring teams. Direct peer in the online pre-hire assessment space with a focus on standardised, science-backed scoring.

TypeDirect peer
Description

AI-driven soft-skills and cognitive assessment for hiring, using gamified tasks and behavioural data. Direct peer given its AI-based candidate evaluation focus, serving enterprise employers and recruiters with predictive hiring assessments.

Market position
Strengths4 records

Each record includes

Headline, Details, Source

Weaknesses4 records

Each record includes

Headline, Details, Source

Competitive moat3 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights5 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Segment1 record

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile1 record

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
No

Docs URL, Description

AI capability3 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature1 record

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles1 record

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
Compliance1 record

Each record includes

Name, Class, Description

Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Oppi AI

Talent Assessment Softwareoppi.ai

What Oppi AI does

Oppi AI Oy is a Helsinki, Finland-based applied-AI company founded in 2018 by Taras Zagibalov, a computational-linguistics PhD (University of Sussex) with more than a decade of experience across AI, natural language processing, and data science — spanning early NLP research at Brandwatch, EdTech, and now hiring assessment. The company operates a single commercial product, WorkProbe, which is a hiring assessment platform designed for what the company terms "the AI era." WorkProbe measures "judgment under ambiguity" — whether a candidate's independent reasoning holds up when an AI assistant gives a confident but incorrect answer — and targets B2B employers and hiring organizations as its primary customer segment. The company positions itself as addressing a gap in traditional hiring processes, which it argues test knowledge recall rather than the critical-evaluation skills required when working alongside AI systems.

The underlying technology is centered on a proprietary "anti-sycophancy architecture" that Zagibalov built end-to-end and is described as the sole invention of the founder. WorkProbe uses text-based assessment scenarios in which candidates are presented with AI-generated responses and must identify confidently incorrect outputs, applying natural language processing and anomaly-detection capabilities. The methodology is framed as research-grounded in peer-reviewed evidence from MIT, Harvard, and Nature Human Behaviour, though specific studies are not cited in the public materials. No patents, published research papers, or external benchmarks are disclosed, and the boundary between in-house model development and third-party AI dependencies is not publicly documented. The company website describes its philosophy as "judgment-first" — measuring whether AI improves a decision rather than whether it appears impressive.

The business model is not publicly disclosed. Pricing is not listed on either oppi.ai or workprobe.com, no funding rounds are recorded (the company appears bootstrapped and founder-owned with no external shareholders), and revenue is not reported. Distribution is via self-serve web access through workprobe.com, with marketing driven primarily through the corporate website, the product website, and LinkedIn organic social, supplemented by PR and earned media. Geographic operation is centered in Finland, serving European markets without a claimed global footprint. GDPR compliance is documented via the published privacy policy, with EU-region sub-processors (Vercel, PostHog EU, Resend) and Standard Contractual Clauses for any international transfers. The company has been recognized in the ARCTIC15 2026 Top 100 Innovations list for WorkProbe.

Oppi AI firmographics

Firmographics
Name
Oppi AI
Legal name
Oppi AI Oy
Website
https://oppi.ai
Company type
Private
Founded year
2018
Operating status
Operating
Headcount range
1–10 employees
Ownership category
akta.pro rank

Oppi AI industry classification

Industry
Product category
Talent Assessment Software
NAICS
Employment Placement Agencies (561311), Employment Services (5613)
SIC
Services-Employment Agencies (7361), Services-Prepackaged Software (7372)
akta.pro primary industry
Skills Assessment & Talent/Employability Testing Platforms (EDAFADAM)
akta.pro secondary industries
Safety & Alignment Evaluation (red-teaming, harmful capability testing) (HDAAAMAL), AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)

Keywords

  • Hiring assessment platform
  • AI skills assessment
  • Candidate evaluation tools
  • Talent assessment software
  • Judgment testing

Where Oppi AI is headquartered

Location

Headquarters

HQ city
Lahti
HQ country
Finland
HQ region
Europe

Offices2 records

Markets served

Oppi AI business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Technology or R&D, Personnel, Operations, Infrastructure, Marketing or Sales

Distribution channels1 record

Marketing channels4 records

Oppi AI product offering

Product offering

Core offering

Oppi AI builds WorkProbe, a hiring assessment platform that measures candidates' "judgment under ambiguity" — specifically testing whether a candidate's independent reasoning holds up when an AI assistant gives a confident, wrong answer. The platform uses a proprietary anti-sycophancy architecture (invented end-to-end by founder Taras Zagibalov) and is grounded in peer-reviewed research from MIT, Harvard, and Nature Human Behaviour. It targets B2B employers that need to evaluate candidates' ability to critically assess AI-generated outputs.

Product overview

Oppi AI is an applied-AI company with a single product focus: WorkProbe. WorkProbe is a hiring assessment tool designed for the AI era that measures candidates' judgment under ambiguity — specifically their ability to identify confident but incorrect AI responses. The product is grounded in peer-reviewed research from MIT, Harvard, and Nature Human Behaviour, and features a proprietary anti-sycophancy architecture invented by founder Taras Zagibalov. The company positions WorkProbe as the first practical application addressing the hiring challenge created by unreliable AI assistants.

Differentiator

Problem solved

Functional benefit

Brands

  • WorkProbe: Hiring assessment product that measures judgment under ambiguity - whether a candidate's independent reasoning holds up when an AI assistant gives a confident, wrong answer. Grounded in peer-reviewed research from MIT, Harvard, and Nature Human Behaviour.

Products and services

  • WorkProbe WorkProbe is a hiring assessment platform that measures "judgment under ambiguity" — evaluating whether candidates can identify when an AI assistant gives a confident but incorrect answer. The assessment tests independent reasoning that holds up when AI is wrong, addressing a gap in traditional hiring processes for the AI era. It is designed for employers and hiring organizations that need to identify candidates who can critically evaluate AI outputs.

Companies that use Oppi AI

Customer profile

Segments1 record

Ideal customer profiles1 record

Oppi AI technology and API

Technology

Technology focussed Yes

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

AI capability3 records

Feature1 record

Oppi AI partnerships and signals

Strategic signal

Scale indicators1 record

Expansion highlights4 records

Oppi AI competitors and assessment

Company assessment

Direct peers

  • iMocha: Skills assessment and talent analytics platform used for pre-hire skills testing and benchmarking. Direct peer to WorkProbe as a B2B assessment vendor selling to enterprise talent acquisition and HR teams.
  • HireVue: Enterprise hiring assessment platform combining video interviews, game-based, and AI-scored assessments. Directly comparable to WorkProbe as a B2B assessment tool evaluating candidate fit for employers, though with a much broader suite of assessment types and far greater scale.
  • Vervoe: AI-powered skills testing platform that ranks candidates by job-relevant task performance. Direct peer combining AI-based candidate evaluation with employer B2B GTM, very similar buyer and use case to WorkProbe.
  • TestGorilla: Pre-hire skills assessment platform offering a library of tests employers can send to candidates. Direct peer in the B2B hiring-assessment category, competing for the same employer buyer with standardised, evidence-based test content.
  • Codility: Technical skills assessment platform for evaluating developer candidates, widely used by enterprise engineering hiring teams. Direct peer in the online pre-hire assessment space with a focus on standardised, science-backed scoring.
  • Pymetrics (Harver Pymetrics): AI-driven soft-skills and cognitive assessment for hiring, using gamified tasks and behavioural data. Direct peer given its AI-based candidate evaluation focus, serving enterprise employers and recruiters with predictive hiring assessments.

Emerging players

  • Plum: AI-based talent assessment and matching platform using behavioural and cognitive data to predict candidate fit. Comparable in applying AI to pre-hire candidate evaluation, serving HR and talent acquisition teams at growing companies.
  • Filtered: AI-augmented technical and skills assessment platform for enterprise hiring, focused on reducing time-to-hire. Emerging peer in the same B2B assessment category, with overlapping AI-driven evaluation capabilities and a comparable early-to-mid stage scale.

Broad incumbents

  • Mettl (Mercer Mettl): Online assessment and proctoring platform owned by Mercer, offering a broad suite of pre-hire and psychometric assessments. Comparable to WorkProbe in employer B2B assessment GTM, but as a much larger incumbent with deep enterprise relationships and a wider product portfolio.
  • Eightfold AI: Talent intelligence platform applying AI across the hiring and employee development lifecycle, used by large enterprises. Broad incumbent in AI-driven talent assessment, overlapping with WorkProbe's AI-era hiring positioning but at vastly greater scale and scope.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat3 records

Key risks6 records

Key highlights5 records

Customer concentration

Oppi AI social profiles

Digital presence

Oppi AI compliance and trust

Trust signal

Compliance1 record

Oppi AI financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Oppi AI leadership team

Management profile

Number of profiles

Profiles1 record

Oppi AI funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Oppi AI M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Oppi AI

What does Oppi AI do?

Oppi AI builds WorkProbe, a hiring assessment platform that measures candidates' "judgment under ambiguity" — specifically testing whether a candidate's independent reasoning holds up when an AI assistant gives a confident, wrong answer. The platform uses a proprietary anti-sycophancy architecture (invented end-to-end by founder Taras Zagibalov) and is grounded in peer-reviewed research from MIT, Harvard, and Nature Human Behaviour. It targets B2B employers that need to evaluate candidates' ability to critically assess AI-generated outputs.

Is Oppi AI a public or private company?

Oppi AI is a private company. It is classified as founder individual operated bootstrapped and is currently operating.

When was Oppi AI founded?

Oppi AI was founded in 2018. It employs 1 to 10 people.

Where is Oppi AI based?

Oppi AI is headquartered in Lahti, Finland, in the Europe region.

Who are Oppi AI's main competitors?

Direct peers on record are iMocha, HireVue, Vervoe, TestGorilla, Codility and Pymetrics (Harver Pymetrics). Emerging players are Plum and Filtered. Broad incumbents are Mettl (Mercer Mettl) and Eightfold AI.

Does Oppi AI have an API?

No public API is recorded for Oppi AI.

What industry is Oppi AI in?

Oppi AI's product category is Talent Assessment Software. Its primary akta.pro industry code is EDAFADAM, Skills Assessment & Talent/Employability Testing Platforms, with a secondary code of HDAAAMAL, Safety & Alignment Evaluation (red-teaming, harmful capability testing). Its NAICS code is 561311 and its SIC code is 7361.

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