Fundraising Fox

Lark

YC S25

San Francisco, US Β· Founded 2025 Β· 5 employees Β· 2 known investors

Lark provides AI-powered testing infrastructure for engineering teams that can test UIs, APIs, SDKs, and async workflows through natural language tests. The platform integrates with CI/CD pipelines like GitHub Actions and GitLab CI, and alerts teams via Slack, email, or PagerDuty when tests fail.

Also known as getlark.ai

Founders & leadershipΒ· Y Combinator alumni (S25)

Lark was founded in 2025 by Vijit Dhingra and Jack Brown.

VDVijit Dhingra
Vijit Dhingrain𝕏FounderVijit is the co-founder of Lark. He previously worked at Stripe as a tech lead for five years, where he built usage-based billing and payments infrastructure products and contributed to testing infrastructure for developer productivity and reliability.
JBJack Brown
Jack BrowninFounderJack Brown co-founded Lark. Previously, he worked at Stripe where he developed usage-based billing systems, and led engineering teams at fast-growing startups building developer tools infrastructure.

Investors Β· 2

Company profile

researched Aug 2026

Lark builds an end-to-end testing layer aimed at AI-assisted software development. Teams describe tests in plain English rather than writing test code, and Lark's agents execute them against dashboards, API endpoints, SDKs, and multi-step product flows, including asynchronous workflows. Tests can be run continuously on feature branches, inside CI, or against production environments.

The product is delivered as a hosted service with a CLI (npx/npm package @getlark/cli, requiring Node.js 18+) and a dashboard for API key management. The CLI organizes tests as "workflows" that can be created, updated, grouped, archived, invoked in bulk and polled for results, with exit codes designed for CI gating. Workflows run in either an "ai_driven" or "deterministic" mode, support cron schedules and named secret contexts, and produce executions, generations (the background process that compiles a workflow into an executable artifact) and repairs (AI-driven repair attempts after a failed execution). Failures return logs, screenshots, videos and reproducible test scripts.

Integrations include native support for GitHub Actions, GitLab CI and other CI tools, alerting through Slack, email and PagerDuty, and the ability to block pull requests from merging when tests fail. Lark also publishes agent skills and a CLI for coding agents such as Claude Code, Cursor and Codex, plus open-source components from its engineering team including runtimeuse (running AI agents in sandboxes over WebSockets) and previewuse (automated preview environment generation).

Founding story

Lark was founded in 2025 by Vijit Dhingra and Jack Brown, who met as engineers working on usage-based billing at Stripe. Dhingra spent five years at Stripe as a tech lead building its usage-based billing product and other payments infrastructure, and contributed to internal testing infrastructure intended to improve developer productivity and product reliability. Brown also built usage-based billing at Stripe for the pricing models of large AI companies, and previously led engineering teams at startups where he worked on developer tooling infrastructure.

Business model

Lark sells testing infrastructure to engineering organizations as a hosted product, accessed via a dashboard, API keys and a CLI, with website calls to action directed at booking a demo.

Traction

Y Combinator lists Lark as an active Summer 2025 company with a team size of 5. Public GitHub repositories from the organization show modest community traction (openlily 26 stars, runtimeuse 10 stars, previewuse 7 stars) with commits through 2026, and the company publishes public sample test runs for at least one customer-facing example.

Latest developments

Publication of a CLI and documentation covering workflow groups, scheduled runs, secret contexts, AI repairs and asynchronous bulk jobs such as workflow import, alongside agent skills that let coding agents author, run and manage end-to-end test workflows. Repository activity in the company's GitHub organization continues into 2026.

β–ΈFull profile β€” market position, technology, go-to-market, geography, history

Market position

Lark positions itself against code-based browser automation frameworks such as Playwright, arguing that code-based tests are harder to write and maintain, are brittle under product changes, and cover frontends only, whereas Lark's natural-language tests also cover backend APIs and SDKs.

Natural-language test authoring instead of test code, self-healing tests that adapt to product changes, coverage spanning UIs, APIs, SDKs and async workflows, first-class support for coding agents (Claude Code, Cursor, Codex), and debugging artifacts such as downloadable reproducible scripts, logs, screenshots and videos.

Technology

Agent-based test execution driven by natural-language test definitions. Workflows are compiled into executable artifacts through a generation step and run in either AI-driven or deterministic mode; a self-healing mechanism adapts tests when the product changes and flags the change, and AI repair runs can be triggered after failures. Execution produces reproducible test scripts, logs, screenshots and videos. Supporting open-source projects include sandboxed agent runtimes over WebSockets and automated preview environment generation, and the organization maintains a fork of Microsoft's Playwright.

Go-to-market

Developer-led distribution combined with a demo request motion: a public npm-installable CLI, published documentation, open-source repositories and agent skills for coding agents, native CI integrations, and public sample test runs (tests.getlark.ai). Y Combinator affiliation provides additional visibility.

Engineering and developer teams at B2B software and AI companies that need to validate dashboards, API endpoints, SDKs and full product flows, including teams shipping code with AI coding agents.

Geography

Headquartered in San Francisco; the product is delivered as a cloud service and CLI.

History

The company was founded in 2025 and participated in Y Combinator's Summer 2025 batch, with Brad Flora as its primary partner. Its Y Combinator profile records earlier product directions under the Lark name β€” "Lark: AI Agents for Billing" and "Lark: Stripe without the workarounds," a billing platform at uselark.ai supporting credit-based, usage-based, hybrid, dimensional and token-based pricing with checkout and a customer-facing portal β€” before the current positioning as an end-to-end testing layer for AI-driven development at getlark.ai.

Compiled by commissioned research from 8 cited public sources β€” announcements, filings, and press listed under research sources below.

Key figures

latest reported
Github stars openlilyAug 202626 stars
Github stars previewuseJun 20267 stars
Github stars runtimeuseMay 202610 stars
HeadcountAug 20262
Team sizeJan 20255 people
Yc batchJan 2025Summer 2025

Company-reported or press-reported figures, each dated to when it was claimed β€” not independently audited.

Images

Lark photo

Timeline Β· 4

launches, deals, and filings
May 2026
Lark agent skills and CLI for coding agents

Public repositories for a TypeScript CLI and agent skills that let coding agents author, run and manage end-to-end test workflows, plus a GitHub Actions app repository.

source β†—

Jan 2025
Selected for Y Combinator Summer 2025 batch

Lark participated in Y Combinator's Summer 2025 batch, with Brad Flora as primary partner; the YC profile lists the company as active and based in San Francisco.

source β†—

Jan 2025
Earlier launch: Lark AI agents for billing

A previous Lark launch described building AI agents to resolve billing issues for subscription companies.

source β†—

Jan 2025
YC launch: Lark billing platform (uselark.ai)

Company launch post presenting Lark as a billing platform supporting credit-based, usage-based, hybrid, dimensional and token-based pricing, including checkout, a customer-facing portal, frontend SDKs and per-customer LLM cost/margin tracking.

source β†—

Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.

In the news

β–ΈResearch sources Β· 8

primary sources listed
  • Larkgetlark.ai Β· web

8 public sources were cited for this profile; the first-party ones are listed here.

Frequently asked questions

What does Lark do?
Lark is a YC-backed end-to-end testing platform that lets teams write tests for UIs, APIs and SDKs in plain English.
Who founded Lark?
Lark was founded by Vijit Dhingra, Jack Brown in 2025.
Who are Lark's investors?
Lark's investors include Y Combinator, King River Capital.
Where is Lark headquartered?
Lark is headquartered in San Francisco, US.