Fixpoint
Fixpoint is a New York-based, Y Combinator-backed platform that automates expert annotator sourcing, vetting, and HR for AI data companies via white-glove staffing services and a programmatic Vetting API for credential verification.
- Company typePrivate
- Founded2023
- HeadquartersNew York, United States
- Headcount1–10
- GTM typeB2B
- OfferingServices
What Fixpoint does
Fixpoint is a New York-based, Y Combinator-backed company that automates human data operations for AI data companies through two integrated offerings: a white-glove Expert Staffing service that sources, vets, and manages remote teams of expert annotators, and a programmatic Vetting API that verifies candidate education, credentials, publications, and professional licenses in minutes. Its core technology combines AI-powered web research agents with multi-source cross-referencing across academic databases (Google Scholar, ORCID), professional license registries, university websites, and publication records, augmented by entity resolution and confidence scoring to disambiguate common names and surface fraud — claimed to catch 10x more fraudulent applicants than manual review at $3 per verification versus $12+ for traditional services.
The company serves AI data companies that need to scale expert workforces for tasks such as contract review, clinical research, data science, and localization, across verticals including legal, medical, STEM, coding, and linguistics. Its go-to-market pairs enterprise field sales (demos and multi-year custom staffing contracts) with self-serve API access for automated onboarding verification, supported by documentation, developer relations via GitHub, and organic social channels. Fixpoint monetizes through professional-services staffing fees and usage-based API pricing, and is pursuing GDPR, CCPA, and SOC 2 Type 2 compliance to access enterprise and regulated buyers.
Founded in 2023 by Dylan Mikus (CEO) and Jakub Cichon (CTO), Fixpoint operates with 1–10 employees from its headquarters at 169 Madison Ave, New York, and raised $500K from Y Combinator in December 2025.
Fixpoint firmographics
Firmographics- Name
- Fixpoint
- Legal name
- Fixpoint, Inc.
- Website
- https://fixpoint.co
- Company type
- Private
- Founded year
- 2023
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Fixpoint is a New York-based, Y Combinator-backed platform that automates expert annotator sourcing, vetting, and HR for AI data companies via white-glove staffing services and a programmatic Vetting API for credential verification.
- Ownership category
- akta.pro rank
Fixpoint industry classification
Industry- Product category
- AI Data Services
- NAICS
- Investigation and Personal Background Check Services (561611), Testing Laboratories and Services (541380)
- SIC
- Services-Help Supply Services (7363), Services-Prepackaged Software (7372)
- akta.pro primary industry
- Human Oversight, Review & Content Moderation Tooling (HDAAAMAH)
- akta.pro secondary industries
- Audit, Explainability & Accountability Tooling (traceability, reporting) (HDAAAKAL), Responsible AI, AI Governance & Compliance Services (BPAEAHAJ), Data Quality, Profiling & Validation (within Integration) (HDAEACAI)
Keywords
Where Fixpoint is headquartered
LocationHeadquarters
- HQ city
- New York
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Fixpoint business model
Business model- GTM type
- B2B
- Offering type
- Services
- Cost components
- Personnel, Operations, Technology or R&D, Marketing or Sales
Revenue model
- White-Glove Expert Staffing Services: Fixpoint sources, vets, and hires expert annotator teams for AI data companies. They manage the entire HR process including sourcing, vetting, compliance, time tracking, and payments. Revenue generated through staffing fees based on team size and project scope.
- Vetting API: API-based verification service starting at $3 per verification. Customers plug the API into their onboarding workflow to automatically verify education, credentials, and backgrounds of applicants in minutes.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Usage-based | Pay-as-you-go | Vetting API - Per verification at $3 |
| Subscription | Multi-year contract | Expert Staffing Services - Custom pricing |
Go-to-market motion3 records
Distribution channels2 records
Marketing channels5 records
Fixpoint product offering
Product offeringCore offering
Fixpoint supplies on-demand, pre-vetted domain experts to AI data companies through a white-glove staffing service. The company also offers a Vetting API that programmatically verifies education, credentials, and professional backgrounds for organizations that need reliable background checks at scale.
Differentiator
Problem solved
Functional benefit
Products and services
- Expert Staffing (White-Glove) A white-glove staffing service that matches AI data companies with vetted domain experts (including PhDs) for short- and long-term engagements. Buyers are AI training data and data labeling organizations that need qualified human experts.
- Vetting API An API that programmatically verifies education, credentials, and professional backgrounds of candidates or contractors. Designed for AI data companies, staffing firms, and any organization that needs reliable background checks at scale. Includes PhD verification as a sub-feature.
Quantifiable outcome
- Staff hundreds of qualified experts in weeks instead of months
- +3 more outcomes
Companies that use Fixpoint
Customer profileSegments2 records
Ideal customer profiles1 record
Fixpoint technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration3 records
AI capability5 records
Feature5 records
Fixpoint partnerships and signals
Strategic signalScale indicators3 records
Recent moves6 records
Expansion highlights6 records
Fixpoint competitors and assessment
Company assessmentEmerging players
- Checkr: Checkr is a background check API platform for employment screening. It is comparable to Fixpoint's Vetting API in product form (developer-first API for credential verification), though Checkr's primary use case is general employment background checks rather than AI annotator vetting.
- Snorkel AI: Snorkel AI provides programmatic data labeling and AI data development platforms. It overlaps with Fixpoint as a tooling layer for AI training data, though it focuses more on weak supervision and synthetic labeling than on expert human annotation.
Direct peers
- CloudFactory: CloudFactory provides managed teams of trained data labelers for AI and machine learning projects. It is a direct competitor to Fixpoint's expert staffing offering, focused on delivering scalable annotated workforces.
- Scale AI: Scale AI is the dominant AI data labeling and evaluation platform serving foundation model labs and enterprises. It is the most direct competitor to Fixpoint's expert staffing and annotation services, operating at much greater scale with full-stack RLHF and evaluation tooling.
- Surge AI: Surge AI is a frontier data labeling platform focused on expert annotation for foundation models, with a comparable emphasis on quality and domain expertise (legal, medical, creative). It is a directly competing specialist in the same niche Fixpoint targets.
- Toloka AI: Toloka AI is a crowdsourced data labeling platform serving AI companies with a global contributor base. It competes with Fixpoint on both expert annotation sourcing and on providing verifiable contributor quality at scale.
- Labelbox: Labelbox is a data labeling platform with a managed workforce offering for AI teams. Its combination of annotation tooling plus staffed labeling services overlaps directly with Fixpoint's white-glove staffing and API approach.
- Invisible Technologies: Invisible Technologies provides AI training data operations and managed expert workforces for AI companies. It is a direct competitor to Fixpoint's expert staffing motion, with broader process outsourcing capabilities.
- Sama: Sama is an AI data annotation provider operating secure, vetted workforces for computer vision and NLP model training. It is a directly comparable peer given its emphasis on quality-controlled expert annotator teams for AI customers.
Broad incumbents
- Appen: Appen is a publicly-traded incumbent providing large-scale data annotation and crowdsourcing services for AI. It competes broadly with Fixpoint's expert staffing offering, though it focuses more on volume data labeling than vetted expert teams.
Market position
Strengths5 records
Weaknesses2 records
Competitive moat4 records
Key risks6 records
Key highlights6 records
Customer concentration
Fixpoint social profiles
Digital presenceFixpoint compliance and trust
Trust signalCompliance3 records
Fixpoint financial estimates
Financial estimateRevenue estimate
Valuation estimate
Fixpoint leadership team
Management profileNumber of profiles
Profiles2 records
Fixpoint funding detail
Funding detailFunding overview
Funding rounds1 record
Investors1 record
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Fixpoint M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Fixpoint
What does Fixpoint do?
Fixpoint supplies on-demand, pre-vetted domain experts to AI data companies through a white-glove staffing service. The company also offers a Vetting API that programmatically verifies education, credentials, and professional backgrounds for organizations that need reliable background checks at scale.
Is Fixpoint a public or private company?
Fixpoint is a private company. It is classified as venture growth investor backed and is currently operating.
When was Fixpoint founded?
Fixpoint was founded in 2023. It employs 1 to 10 people.
Where is Fixpoint based?
Fixpoint is headquartered in New York, United States, in the North America region.
How does Fixpoint make money?
Two revenue lines are on record. White-Glove Expert Staffing Services are the primary driver. The others are vetting API.
Who are Fixpoint's main competitors?
Emerging players on record are Checkr and Snorkel AI. Direct peers are CloudFactory, Scale AI, Surge AI, Toloka AI, Labelbox, Invisible Technologies and Sama. Appen is listed as a broad incumbent.
Does Fixpoint have an API?
Yes. Fixpoint's Vetting API allows AI companies to automatically verify education, credentials, and backgrounds of job applicants. Developers can submit candidate details (resume, LinkedIn profile, or credential ID) and receive automated verification results including education verification, publication verification, licensed professional checks (medical, law, financial credentials), and AI-powered disambiguation with confidence scoring. The API provides verification reports, research profiles, and flagged inconsistencies within minutes. Pricing starts at $3 per verification. GDPR and FCRA aligned. Developer documentation is at api.fixpoint.co/redoc.
What industry is Fixpoint in?
Fixpoint's product category is AI Data Services. Its primary akta.pro industry code is HDAAAMAH, Human Oversight, Review & Content Moderation Tooling, with a secondary code of HDAAAKAL, Audit, Explainability & Accountability Tooling (traceability, reporting). Its NAICS code is 561611 and its SIC code is 7363.