Datasets:

openbenchmarks
/

OB-Company-Lookalikes

case_id string	seed_slug string	seed_name string	seed_domain string	query string	description string	short_description string	anchor string	capabilities list	category string
public-hubspot	hubspot	HubSpot	hubspot.com	Find companies similar to HubSpot (hubspot.com): CRM platforms for go-to-market teams that also offer any of marketing automation, email campaigns, sales pipeline management, customer service ticketing, or landing pages and CMS. Return companies a buyer would realistically evaluate alongside HubSpot.	CRM and marketing automation platform for SMB and mid-market go-to-market teams	the CRM and marketing automation platform	CRM platform for go-to-market teams	[ "marketing automation", "email campaigns", "sales pipeline management", "customer service ticketing", "landing pages and CMS" ]	b2b-saas
public-cloudflare	cloudflare	Cloudflare	cloudflare.com	Find companies similar to Cloudflare (cloudflare.com): internet infrastructure platforms that also offer any of application security, networking, performance, developer services, or edge computing. Return companies a buyer would realistically evaluate alongside Cloudflare.	Internet infrastructure platform for application security, networking, performance, developer services, and edge computing.	the internet infrastructure and security company	internet infrastructure platform	[ "application security", "networking", "performance", "developer services", "edge computing" ]	cybersecurity
public-shopify	shopify	Shopify	shopify.com	Find companies similar to Shopify (shopify.com): e-commerce platforms for merchants that also offer any of online store creation, payment processing, fulfillment and shipping, or retail operations. Return companies a buyer would realistically evaluate alongside Shopify.	Commerce platform for merchants to create online stores, manage payments, fulfillment, and retail operations	the e-commerce platform	e-commerce platform for merchants	[ "online store creation", "payment processing", "fulfillment and shipping", "retail operations" ]	ecommerce
public-wise	wise	Wise	wise.com	Find companies similar to Wise (wise.com): cross-border money transfer platforms for consumers and businesses that also offer any of multi-currency accounts, foreign exchange conversion, business payouts, debit cards, or a payments API for platforms. Return companies a buyer would realistically evaluate alongside Wise.	Cross-border payments and foreign-exchange platform for consumers and businesses.	the cross-border payments company	cross-border money transfer platform for consumers and businesses	[ "multi-currency accounts", "foreign exchange conversion", "business payouts", "debit cards", "a payments API for platforms" ]	fintech
public-jobber	jobber	Jobber	getjobber.com	Find companies similar to Jobber (getjobber.com): field service management platforms for home service businesses that also offer any of job scheduling and dispatch, quoting and invoicing, online booking, payment processing, or customer CRM. Return companies a buyer would realistically evaluate alongside Jobber.	Field-service management platform for home-service businesses covering scheduling, dispatch, invoicing, and payments.	the field-service management platform	field service management platform for home service businesses	[ "job scheduling and dispatch", "quoting and invoicing", "online booking", "payment processing", "customer CRM" ]	home-services
public-servicetitan	servicetitan	ServiceTitan	servicetitan.com	Find companies similar to ServiceTitan (servicetitan.com): software platforms for trades contractors that also offer any of dispatch, CRM, billing, marketing, or field service operations. Return companies a buyer would realistically evaluate alongside ServiceTitan.	Vertical SaaS for trades contractors: dispatch, CRM, billing, marketing, and field service operations	the software platform for trades contractors	software platform for trades contractors	[ "dispatch", "CRM", "billing", "marketing", "field service operations" ]	home-services
public-toast	toast	Toast	toasttab.com	Find companies similar to Toast (toasttab.com): restaurant point-of-sale platforms that also offer any of payments, online ordering, payroll, or inventory management. Return companies a buyer would realistically evaluate alongside Toast.	Restaurant point-of-sale, payments, online ordering, payroll, and operations platform	the restaurant point-of-sale and operations platform	restaurant point-of-sale platform	[ "payments", "online ordering", "payroll", "inventory management" ]	hospitality
public-siemens	siemens	Siemens	siemens.com	Find companies similar to Siemens (siemens.com): industrial technology companies that also offer any of automation, electrification, smart infrastructure, mobility, or software. Return companies a buyer would realistically evaluate alongside Siemens.	Industrial technology company spanning automation, electrification, smart infrastructure, mobility, and software	the industrial technology company	industrial technology company	[ "automation", "electrification", "smart infrastructure", "mobility", "software" ]	industrial
public-project44	project44	project44	project44.com	Find companies similar to Project44 (project44.com): supply-chain visibility platforms that also offer any of freight tracking, shipments visibility, carriers visibility, or logistics operations visibility. Return companies a buyer would realistically evaluate alongside Project44.	Supply-chain visibility platform for tracking freight, shipments, carriers, and logistics operations.	the supply-chain visibility platform	supply-chain visibility platform	[ "freight tracking", "shipments visibility", "carriers visibility", "logistics operations visibility" ]	logistics
public-vts	vts	VTS	vts.com	Find companies similar to VTS (vts.com): commercial real estate operating platforms that also offer any of leasing, asset management, tenant experience, or property data. Return companies a buyer would realistically evaluate alongside VTS.	Commercial-real-estate operating platform for leasing, asset management, tenant experience, and property data.	the commercial real estate platform	commercial real estate operating platform	[ "leasing", "asset management", "tenant experience", "property data" ]	real-estate

Company Lookalikes: Public Set

10 seed companies in the same format as the set the openbenchmarks.com/lookalikes benchmark is scored on. Every provider receives the same seed and returns the companies most similar to it.

The leaderboard on is scored on a held-out private set that is not distributed.

Dataset Description

10 seed companies across 9 market categories.

Each row is one seed company:

case_id: stable identifier, prefixed public-.
seed_slug, seed_name: the seed company's slug and name.
seed_domain: the domain sent to providers that take a company as input.
query: the natural-language request sent to providers that take text as input.
description, short_description: what the seed company sells.
anchor: what the seed fundamentally is and who buys it, for example restaurant point-of-sale platform. A lookalike must match it.
capabilities: what the seed's product does. A lookalike needs to share at least one.
category: one of 9 market categories.

Scoring

Every provider receives the same seed and returns up to 100 companies. A panel of LLM judges labels each returned company relevant or not by majority vote. A company is relevant when it sells the same kind of product as the seed and its buyers overlap with the seed's buyers. Company size, geography, funding, and maturity are not relevance requirements. Customers of the seed's category, parent or holding companies, agencies or integrators that serve the category, companies in an unrelated industry, and the seed itself are not relevant.

The headline metrics are precision at 10, 25, and 100: the share of the top K returned companies that are relevant, averaged over seeds. A provider that errors or returns nothing for a seed scores N/A on that seed, not zero.

Scores on this set are not comparable to the leaderboard.

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Number of rows:

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12.5 kB