What Pearl does

Pearl (Pearl.com LLC) is a privately held AI company founded in 2003 by Andy Kurtzig that operates a hybrid intelligence platform combining large language models with a network of more than 20,000 licensed professionals across 100+ specialties. The platform has accumulated 37M+ expert-verified conversations over 22 years, which it uses as proprietary training, RAG, and evaluation data to ground AI outputs in credentialed human expertise. Its core architecture includes Multi-Model Orchestration, TrustScore expert verification, an MCP Server for agentic AI workflows, and an Outcome Agentic Platform of five specialized agents (Marketing, Sales, Admin, Billing, Customer Service) for independent professionals.

Pearl serves three primary customer segments: (1) consumers and SMBs seeking expert Q&A through the JustAnswer consumer marketplace (21M+ monthly unique visitors, pay-per-question and subscription models); (2) independent professionals (lawyers, doctors, electricians, technicians) served through the Fount legal sub-brand and the Outcome Agentic Platform; and (3) enterprise customers including AI labs, search engines, and corporates who purchase API access, MCP integration, AI Acceleration Services, and Expert Data Services for RLHF, evals, and fine-tuning. Named enterprise customers include Hagerty, LG, and Miami International Airport. Revenue is generated through subscription memberships, pay-per-question transaction fees, enterprise API subscriptions with metered usage, and rights-cleared expert data licensing, with the company operating in 196 countries, 5 languages, and 38 currencies.

The company is bootstrapped, profitable for over 22 years, and headquartered in Covina, California with substantial engineering operations in Ukraine (Lviv, Uzhhorod, Kyiv), additional presence in India, and a board including Charles Schwab, Larry W. Sonsini, and Robert Finocchio Jr. Pearl is led by founder/CEO Andy Kurtzig with CTO JP Beaudry (joined 2022 from 2U/edX) overseeing technology. The portfolio includes the JustAnswer, Fount, Annie (mental wellness, launched February 2026), CarMechanic, Ask Women's Health, and SnapHelp sub-brands.

Name

Pearl

Legal name

Pearl.com LLC

Website

https://pearl.com

Company type

Private

Founded year

2003

Operating status

Operating

Headcount range

501–1,000 employees

Short description

Pearl is a private, bootstrapped AI company that combines large language models with a network of 20,000+ licensed professionals to deliver expert-verified answers across consumer, professional, and enterprise channels, serving 21M+ monthly users through JustAnswer, Fount, and an enterprise AI API.

Ownership category

akta.pro rank

Product category

Hybrid Intelligence / AI Verification Platform

NAICS

Custom Computer Programming Services (541511), Computer Systems Design and Related Services (54151), Software Publishers (51321)

SIC

Services-Computer Programming Services (7371), Services-Computer Programming, Data Processing, Etc. (7370), Services-Prepackaged Software (7372)

akta.pro primary industry

Generative AI & LLM Solutions Services (RAG, Agents, Copilots) (BPAEAHAG)

akta.pro secondary industries

AI/ML Solution Integration & MLOps Enablement (BPAEAAAJ), Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG), AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)

Keywords

• Hybrid intelligence platform
• Expert network marketplace
• Conversational AI platform
• Human data services
• AI verification API

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Offices5 records

Markets served

GTM type

B2B and B2C

Offering type

Software

Cost components

Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure, Others

Revenue model

1. Subscription Membership: Customers pay recurring membership fees (monthly or annually) for access to the platform's Site Access Benefits, including question-and-answer services and AI concierge features. Auto-renewing subscriptions with non-refundable fees except as expressly stated.
2. Pay-Per-Question: Customers select the price they are willing to pay for Site Access Benefits for a single question. Payments are divided between Pearl and the Expert, with Pearl retaining portions for platform access and processing.
3. Additional Premium Services: Fees for additional services outside standard Q&A including 'Information Only' and 'Beyond Information Only' services facilitated off-platform via phone, chat, video, email, or remote desktop.
4. AI + Expert API: Enterprise customers connect to Pearl's expert network via API for customer support, monetization, and expert-verified eval sets. Revenue from metered handoffs, subscriptions, and marketplace-ready pricing.
5. Billing Agent - Payment Processing: Supports fixed-fee consults, service packages, subscriptions, or retainers. Payments processed and disbursed with transparent fees (~3.5%).
6. Expert Data Services: Level-2 expertise data for post-training, RLHF, evals, reasoning, safety & alignment. Rights-cleared, provenance-rich expert-generated data for frontier model teams.

Pricing tiers

Go-to-market motion3 records

Distribution channels5 records

Marketing channels7 records

Core offering

Pearl operates a hybrid intelligence platform that pairs large language models with a vetted network of 20,000+ licensed professionals across 100+ specialties to deliver AI answers that are expert-verified in real time. The company sells enterprise APIs (AI + Expert API, MCP Server), consumer and professional expert marketplaces (JustAnswer, Fount), specialized vertical products (Annie for mental wellness), and expert-validated datasets and services for AI training.

Product overview

Pearl is a hybrid intelligence platform and portfolio company operating for over 22 years, combining generative AI with verified human experts to deliver trusted professional services. The platform consists of the core Pearl Platform (AI-powered infrastructure for independent professionals), enterprise solutions (Hybrid Intelligence, Experts-as-a-Service, Human Data Services, AI Acceleration Services, Pearl API), and sub-brands (JustAnswer - world's largest expert marketplace, Fount - legal AI platform, Annie - mental wellness platform). Pearl's Outcome Agentic Platform offers specialized agents for marketing, sales, admin, billing, and customer service that automate workflows and escalate to human experts when judgment matters. The company processes 37M+ AI reasoning steps/month across 20,000+ licensed professionals in 100+ specialties, operating in 196 countries.

Differentiator

Problem solved

Functional benefit

Brands

• JustAnswer: World's largest expert marketplace - pioneering conversational AI and Expert-driven knowledge sharing platform connecting users with professional experts across multiple domains including legal, medical, tech, and more.
• Fount
• CarMechanic
• Ask Women's Health
• SnapHelp.com
• Annie

Products and services

• Pearl Platform The Super Agent for Independent Professionals - an AI-powered platform that empowers independent professionals (lawyers, doctors, electricians, technicians) by handling sales, marketing, and admin while mobilizing human experts to deliver intelligence at the speed of AI.
• Hybrid Intelligence (Enterprise) Enterprise solution combining LLMs with 20,000+ licensed professionals across law, medicine, tech, veterinary, and more. Includes AI Concierge for intent triage, Smart Routing for expert matching, Trust and Safety by Design with credential checks and quality scoring, and AI-assisted Workflow for expert productivity.
• Experts-as-a-Service (EaaS) Embeds licensed professionals directly into agentic workflows providing escalation endpoints for search, monetization, and expert-verified API/eval sets. Includes Escalation API with structured context and SLAs, metered handoffs, subscriptions, and marketplace-ready pricing.
• Human Data Services Expert-validated human feedback for frontier model training. Provides Level 2 expertise data across 150+ specialties for RLHF, evals, chain-of-reasoning, fine-tuning, and red team testing. Includes legal evaluations, red-teaming, adversarial testing, preference training, and reasoning verification.
• AI Acceleration Services Programs that speed up AI pilots, integration, and rollout. Uses proprietary data for fine-tuning, RAG for intelligent retrieval, and human expert verification for deployment confidence. Includes real-world cases with LG and Miami International Airport.
• Pearl API (AI + Expert API) AI + Expert API connecting enterprises with verified specialists. Offers three tiers: Pearl AI standalone, Pearl AI + Expert verification (under 3 min avg), and Pearl AI + Expert assistance with live chat. Includes MCP Server for agentic AI workflows.
• Fount (Legal AI Platform) Legal showcase platform where AI agents and licensed attorneys work together to deliver fast, affordable legal help. Clients connect with attorneys in minutes supported by AI agents for intake, scheduling, and drafting.
• JustAnswer World's largest expert marketplace - pioneer of conversational AI and expert-driven knowledge sharing platform with 20+ years of operation and 30M+ expert conversations.
• Annie Online mental wellness platform launched February 2026 offering empathetic AI chatbot services and access to human mental health professionals. Provides free, judgment-free, accessible environment with optional connection to licensed professionals for a fee.
• Pearl Widget (Universal Widget SDK) Open-source Universal Widget SDK available on GitHub for embedding Pearl's AI + Expert capabilities into third-party applications.

Quantifiable outcome

• 55% more helpful than ChatGPT in internal helpfulness evaluations
• +8 more outcomes

Named customers3 records

Segments5 records

Ideal customer profiles5 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration1 record

AI capability9 records

Feature7 records

Partnerships

Three partnerships are on record, tiered core.

• HagertycoreStrategic or Co-development PartnerPartnership to deliver white glove mechanic assistance to Hagerty members. Pearl's hybrid intelligence platform powers expert-verified automotive assistance with 1.1 minute median time for expert response. This case study demonstrates proof of outcomes for Pearl's hybrid intelligence model in the automotive vertical.
• LGcoreStrategic or Co-development PartnerPearl helped LG fine-tune its support assistant using expert feedback loops. The partnership resulted in boosting accuracy and reducing escalations by double digits. Pearl trained a custom support AI on internal data, verified by Pearl Experts and LG technicians.
• Miami International AirportcoreStrategic or Co-development PartnerPearl built a hybrid RAG system for Miami International Airport, powering an AI concierge and verified staff support with trusted, on-time information. Dual-use AI deployment for both staff and travelers powered by verified operational and hospitality data.

Scale indicators14 records

Recent moves7 records

Expansion highlights6 records

Broad incumbents

• Zendesk: Zendesk is a broad customer service and engagement platform with AI agents and human handoff. Larger incumbent serving similar enterprise customer support buyers as Pearl Hybrid Intelligence.
• Intercom: Intercom's Fin AI is a broad customer service platform with AI agents and human handoff for SaaS companies. Larger incumbent in customer support AI overlapping with Pearl's enterprise vertical.

Others

• Scale AI: Scale AI is the largest provider of human-labeled training data, RLHF, and evaluations for foundation model labs. Directly comparable to Pearl's Human Data Services and AI Expert Data Services business line.
• Appen: Appen provides training data and human-in-the-loop annotation services for AI systems. Comparable to Pearl's Human Data Services and expert verification data business for AI labs.
• Surge AI: Surge AI provides expert-labeled data and evaluation services for frontier AI companies. Comparable to Pearl's Human Data Services offering for RLHF, evals, and reasoning verification.
• Outlier: Outlier connects domain experts with AI labs for RLHF, evaluations, and reasoning tasks. Comparable to Pearl's Human Data Services and Expert-as-a-Service for frontier model training.

Direct peers

• Ada: Ada is an AI customer service agent platform with automated resolution and human handoff capabilities. Comparable to Pearl in serving enterprise customer support with AI + human hybrid model.
• Forethought: Forethought provides AI customer support automation with human handoff (Triage, Assist, Discover). Comparable to Pearl in solving AI deflection plus expert escalation for enterprise support.
• Decagon: Decagon builds AI customer support agents with human handoff pathways for enterprise brands. Direct competitor to Pearl's Hybrid Intelligence and EaaS products in agentic AI customer service.
• Sierra: Sierra develops AI agents for customer experience with built-in escalation to human agents. Closely comparable to Pearl's enterprise hybrid intelligence platform and experts-as-a-service offering.

Market position

Strengths5 records

Weaknesses4 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• GitHubgithub.com/Pearl-com
• LinkedInlinkedin.com/company/pearl-com-ai
• Facebookfacebook.com/profile.php

Compliance3 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles17 records

Subsidiaries5 records

Funding overview

Funding rounds

Investors

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

M&A

Investments

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

Frequently asked questions about Pearl