Parcl Labs
Parcl Labs provides a real-time residential real estate data API covering 70,000+ U.S. markets, offering daily price indices, property-level event history, and institutional investor ownership tracking for developers, financial analysts, researchers, and prediction-market platforms.
- Company typePrivate
- Founded2024
- HeadquartersNew York, United States
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What Parcl Labs does
Parcl Labs is a New York-based real estate analytics company that provides programmatic, real-time housing market data through an API-first platform. Founded in 2024 as a Wyoming LLC, the company ingests hundreds of millions of data points from county registrar records, listing feeds, and transaction histories to deliver standardized property-level and market-level information across 70,000+ U.S. markets, with event history extending back to January 2010. Its core technical offering, the Parcl Labs Price Feed (PLPF), produces daily residential real estate price-per-square-foot estimates using a proprietary methodology of dynamic backpropagation windows, 35th-65th percentile filtering, and exponential decay weighting, achieving a 0.98 correlation with Case-Shiller while eliminating the traditional 3.5-month release lag.
The product surface includes Property Search endpoints, Market Metrics, Investor Metrics, Portfolio Metrics, and a True Entity Ownership mapping that connects institutional single-family rental operators (Invitation Homes, AMH, Tricon, Opendoor, Offerpad, among 15+ others) to their underlying LLCs and individual properties. A January 2026 addition introduces Ed25519 cryptographically signed price messages for oracle integration, and a partnership with Polymarket positions the data as settlement infrastructure for real estate prediction markets.
Parcl Labs operates an API-first, developer-led GTM with three tiers: a free Basic tier (1,000 monthly credits), a Pro tier at $99/month or $999/year with 1M credits and rollover, and negotiated Enterprise API License Agreements for high-volume commercial customers. Distribution is exclusively digital via self-service signup, a Python SDK, comprehensive documentation, and a no-code Intelligence web application. The company serves developers, financial analysts, institutional investors, researchers, and prediction-market platforms, with named customers including the Wall Street Journal, Moody's Analytics, ResiClub, and Polymarket. The company does not publicly disclose revenue, funding, or headcount beyond a 1-10 employee range.
Parcl Labs firmographics
Firmographics- Name
- Parcl Labs
- Legal name
- Parcl Labs, LLC
- Website
- https://parcllabs.com
- Company type
- Private
- Founded year
- 2024
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Parcl Labs provides a real-time residential real estate data API covering 70,000+ U.S. markets, offering daily price indices, property-level event history, and institutional investor ownership tracking for developers, financial analysts, researchers, and prediction-market platforms.
- Ownership category
- akta.pro rank
Parcl Labs industry classification
Industry- Product category
- Real Estate Data and Analytics
- NAICS
- Portfolio Management and Investment Advice (523940)
- SIC
- Services-Prepackaged Software (7372)
- akta.pro primary industry
- Mortgage Point-of-Sale (POS) & Borrower Intake Portals (FSALALAD)
Keywords
Where Parcl Labs is headquartered
LocationHeadquarters
- HQ city
- New York
- HQ country
- United States
- HQ region
- North America
Offices2 records
Markets served
Parcl Labs business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Infrastructure, Personnel, Marketing or Sales, Operations, Others
Revenue model
- API Subscription - Basic Tier: Free tier providing 1,000 API credits per month with full access to all endpoints including property data. Allows informational, internal, non-commercial, or analytical use for research purposes.
- API Subscription - Pro Tier: Paid subscription at $99/month or $999/year providing 1M monthly credits with credit rollover capability. Annual option delivers 12M credits upfront. Users can query up to 1000 parcl_ids per POST request on most endpoints, with Property Search V2 supporting up to 50,000 properties per request.
- Enterprise API License: Custom enterprise agreements for organizations requiring higher volumes, dedicated support, service level commitments, and/or commercial use rights. Negotiated in writing via Order Forms with volume-based Licensed Volume limits.
- Data Product Licensing: The company explicitly prohibits users from creating, operating, managing, or administering a financial market or exchange using the Company Offering. The Data Product and Enterprise Data Product are licensed for informational, internal, non-commercial, or analytical use for research purposes, with enterprise users potentially negotiating broader commercial terms.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Free tier with 1,000 monthly credits for evaluation and research |
| Subscription | Monthly | Paid tier at $99/month with 1M monthly credits and rollover |
| Subscription | Multi-year contract | Custom enterprise agreement for high-volume commercial users |
Go-to-market motion2 records
Distribution channels5 records
Marketing channels6 records
Parcl Labs product offering
Product offeringCore offering
Parcl Labs provides real-time residential real estate data and analytics through its Housing Metrics API, covering 50,000+ U.S. residential markets. The core product is the Parcl Labs Price Feed (PLPF), a daily price-per-square-foot indicator, complemented by market metrics, investor metrics, portfolio metrics, and property search endpoints. Access is sold via a free Basic tier, a $99/month Pro tier, and negotiated Enterprise API License Agreements for commercial and high-volume use.
Product overview
Parcl Labs is a real-time real estate analytics platform built around the Parcl Labs Housing Metrics API. The core product provides programmatic access to housing stock, sales, listings, rentals, and investor activity data across 50,000+ U.S. residential markets. Key offerings include the Parcl Labs Price Feed (PLPF) for daily price estimates, Property Search endpoints for querying properties by various criteria, Market Metrics for aggregate housing data, Investor Metrics for tracking investor behavior, and Portfolio Metrics for single-family home segmentation by portfolio size. The platform also features True Entity Ownership tracking that maps corporate entities to individual properties. Access is tiered: Basic (free with 1,000 monthly API credits), Pro ($99/month with 1M credits), and Enterprise levels.
Differentiator
Problem solved
Functional benefit
Products and services
- Parcl Labs Housing Metrics API A programmatic API providing real-time residential real estate data and analytics covering housing stock, sales, listings, rentals, and investor activity across 50,000+ U.S. residential markets. Available via Basic (free, 1,000 monthly credits), Pro ($99/month or $999/year, 1M monthly credits with rollover), and Enterprise tiers. Designed for software developers, financial analysts, and enterprises building applications on residential real estate data.
- Parcl Labs Price Feed (PLPF) A daily estimate of residential real estate price per square foot across multiple markets and property types, generated using a proprietary methodology that combines historical sales data with real-time listing sources via exponentially decaying weights. Achieves a 0.98 average correlation with Case-Shiller 20 metro indexes while providing daily updates instead of a 3.5-month lag.
- Parcl Labs Intelligence A consumer-facing web application at app.parcllabs.com providing market exploration and analysis of Parcl Labs housing intelligence without requiring API integration. Enables users to access price indices, market metrics, and investor activity data through an interactive dashboard.
- Enterprise API License Agreement A custom-negotiated enterprise licensing arrangement for organizations requiring higher volumes, commercial use rights, dedicated support, service level commitments, and unlimited Authorized Users. Licensed Volume and service terms are defined per Order Form, providing flexibility beyond self-service API tiers.
- Signed Prices Endpoint (Ed25519 Price Oracle) A cryptographically signed price feed product using Ed25519 signatures for pull oracle integration. The 74-byte signed price message includes date field, price, expiry, and publish timestamp with a pre-signing validation layer mirroring on-chain oracle checks, enabling verifiable price feed consumption by smart contracts and prediction market platforms such as Polymarket.
Quantifiable outcome
- 0.98 average correlation with Case-Shiller 20 metro indexes while providing daily updates instead of 3.5-month lag
- +3 more outcomes
Companies that use Parcl Labs
Customer profileNamed customers4 records
Segments5 records
Ideal customer profiles5 records
Parcl Labs technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability4 records
Feature6 records
Parcl Labs partnerships and signals
Strategic signalPartnerships
One partnership is on record.
- PolymarketflagshipPolymarket and Parcl Labs announced a partnership to launch real estate prediction markets that allow traders to take positions on home price direction across major US cities without owning property. Parcl provides its daily housing price indices for settlement while Polymarket hosts and manages the prediction markets. Initial listings focus on high-volume US housing markets with expansion planned based on user interest. The rollout happens in stages as both teams work on standard formats for future listings.
Scale indicators5 records
Recent moves6 records
Expansion highlights6 records
Parcl Labs competitors and assessment
Company assessmentDirect peers
- HouseCanary: HouseCanary provides residential real estate analytics, valuation, and market data via API to lenders, investors, and proptech companies. It is a direct competitor in the residential price index and property data API space, with overlapping product methodology and customer base.
- ATTOM Data: ATTOM Data is a property data API provider offering nationwide parcel, sales, mortgage, and ownership data across 155M+ US properties. It competes directly with Parcl Labs in serving investors and analysts with programmatic residential real estate data.
- Reonomy: Reonomy provides commercial and residential property intelligence, including ownership, transaction, and market data, to investors and brokers. It overlaps with Parcl Labs in property-level data, ownership tracking, and investor analytics.
- Clear Capital: Clear Capital provides residential property valuations, analytics, and data products to lenders, investors, and servicers. It competes directly with Parcl Labs in residential price indices and valuation analytics.
- Mashvisor: Mashvisor provides residential real estate investment analytics including market data, rental yields, and property-level insights via API and dashboards. It is a direct peer serving investors with housing market analytics comparable to Parcl Labs' offering.
- PropStream: PropStream is a real estate data and marketing platform for investors and agents offering property records, comps, and ownership data. It overlaps with Parcl Labs in investor-oriented housing data but is more SMB/agent-focused.
Broad incumbents
- CoreLogic: CoreLogic is a large incumbent real estate data and analytics provider serving mortgage, capital markets, and government clients with property, flood, and valuation data. It competes broadly with Parcl Labs in housing market data and indices, with much deeper institutional penetration.
- Zillow Group: Zillow operates the largest US residential real estate platform with the Zillow Home Value Index (ZHVI) and an extensive listing/property data infrastructure. It is a broad incumbent whose housing indices and listing data compete with Parcl Labs' PLPF on mindshare.
- Black Knight: Black Knight (now ICE Mortgage Technology) is a large incumbent providing mortgage and real estate data, analytics, and technology across the housing lifecycle. It competes broadly with Parcl Labs in housing market data, though it is more focused on loan-level data.
Emerging players
- Cherre: Cherre is a real estate data and analytics platform aggregating property, ownership, and transaction data for institutional investors. It overlaps with Parcl Labs in investor analytics and ownership tracking but focuses more on commercial and portfolio workflows.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks5 records
Key highlights7 records
Customer concentration
Parcl Labs social profiles
Digital presenceParcl Labs financial estimates
Financial estimateRevenue estimate
Valuation estimate
Parcl Labs leadership team
Management profileNumber of profiles
Parcl Labs funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Parcl Labs 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 Parcl Labs
What does Parcl Labs do?
Parcl Labs provides real-time residential real estate data and analytics through its Housing Metrics API, covering 50,000+ U.S. residential markets. The core product is the Parcl Labs Price Feed (PLPF), a daily price-per-square-foot indicator, complemented by market metrics, investor metrics, portfolio metrics, and property search endpoints. Access is sold via a free Basic tier, a $99/month Pro tier, and negotiated Enterprise API License Agreements for commercial and high-volume use.
Is Parcl Labs a public or private company?
Parcl Labs is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Parcl Labs founded?
Parcl Labs was founded in 2024. It employs 1 to 10 people.
Where is Parcl Labs based?
Parcl Labs is headquartered in New York, United States, in the North America region.
How does Parcl Labs make money?
Four revenue lines are on record. API Subscription - Basic Tier is the primary driver. The others are API Subscription - Pro Tier, enterprise API License and data Product Licensing.
Who are Parcl Labs's main competitors?
Direct peers on record are HouseCanary, ATTOM Data, Reonomy, Clear Capital, Mashvisor and PropStream. Broad incumbents are CoreLogic, Zillow Group and Black Knight. Cherre is listed as an emerging player.
Does Parcl Labs have an API?
Yes. The Parcl Labs Housing Metrics API provides programmatic access to housing stock, sales, listings, rentals, and investor activity across 50,000+ U.S. residential markets. The API covers market metrics (sale price index, rental price index, gross yield, housing stock), listings & events (rolling new-listing counts, housing event counts, property events), investor activity (portfolio search, investor profiles, properties owned, investment activity), and property & location search (resolve markets and properties by name, address, or ID). Authentication is via API Key. Pricing tiers: Basic (1,000 free monthly credits, full API access), Pro ($99/month or $999/year with 1M monthly credits + rollover), and Enterprise options. Multiple API versions exist (v1, v2) with the v2 property search endpoint now stable. Developer documentation is at docs.parcllabs.com.
What industry is Parcl Labs in?
Parcl Labs's product category is Real Estate Data and Analytics. Its primary akta.pro industry code is FSALALAD, Mortgage Point-of-Sale (POS) & Borrower Intake Portals. Its NAICS code is 523940 and its SIC code is 7372.