Lance
Lance is an open-source cloud-native columnar data format and LanceDB database ecosystem serving bioinformatics researchers and AI/ML practitioners building RAG and agent systems, with native integrations to DuckDB and Hugging Face.
- Company typePrivate
- Founded2022
- HeadquartersNew York, United States
- Headcount1–10
- GTM typeB2C
- OfferingServices
What Lance does
Lance is an open-source cloud-native columnar data format project, founded around 2022, that provides a unified storage layer for AI/ML workloads including vector search, ML training, interactive exploration, and embedding retrieval. The core offering consists of the Lance Format—a columnar data format with fast random access, ACID-like properties, time travel, and native vector types—together with LanceDB, a database built on top of the format, and SLAF (Single Cell Omics Lake Format), a specialized subproject for single-cell biology datasets that have grown roughly 2,000-fold in less than a decade, with the largest releases reaching 100 million transcriptomic profiles.
The technology stack integrates natively with DuckDB (enabling SQL, vector, full-text, and hybrid search from within DuckDB environments) and Hugging Face (supporting embedding retrieval and ML training workflows). In November 2025, Lance adopted formal Apache Software Foundation-style three-tier community governance (Contributors, Maintainers, PMC) following three years of organic adoption. The core format is distributed as open-source software via GitHub with no publicly disclosed pricing or commercial SKU.
The customer base is horizontal, segmented across bioinformatics/computational biology researchers (primary) and AI/ML practitioners building RAG and agent systems (primary), with no named enterprise customers disclosed. Revenue model is freemium/open-source with no visible monetization mechanism; the firmographics header in the source data appears to reference a separate entity (a 2018-founded freelancer banking app of the same name), creating ambiguity that has been noted but not resolved.
Lance firmographics
Firmographics- Name
- Lance
- Website
- https://lance.app
- Company type
- Private
- Founded year
- 2022
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Lance is an open-source cloud-native columnar data format and LanceDB database ecosystem serving bioinformatics researchers and AI/ML practitioners building RAG and agent systems, with native integrations to DuckDB and Hugging Face.
- Ownership category
- akta.pro rank
Lance industry classification
Industry- Product category
- Small Business Banking (Freelancer / Self-Employed)
- NAICS
- Accounting, Tax Preparation, Bookkeeping, and Payroll Services (54121)
- SIC
- Finance Services (6199)
- akta.pro primary industry
- Contractor / Freelancer Payments (FSAMAKAC)
- akta.pro secondary industry
- Budgeting & Cash-Flow Management (FSAGADAA)
Keywords
Where Lance is headquartered
LocationHeadquarters
- HQ city
- New York
- HQ country
- United States
- HQ region
- North America
Markets served
Lance business model
Business model- GTM type
- B2C
- Offering type
- Services
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales, Others
Revenue model
- Open Source Format (Core): Core Lance format is open-source. Revenue generation model not explicitly disclosed in available sources, likely enterprise support, managed cloud services, or proprietary extensions.
Go-to-market motion2 records
Distribution channels1 record
Marketing channels3 records
Lance product offering
Product offeringCore offering
Lance provides a smart business banking account purpose-built for self-employed individuals and freelancers to proactively manage their backend finances. The product is delivered as a digital account designed to handle the irregular income, invoicing, tax, and expense-management needs typical of independent workers, with the firmographic positioning the product as a banking experience built by and for the freelancer community.
Product overview
Lance is an open-source cloud-native data format and ecosystem designed for AI/ML workloads. The core offering consists of the Lance Format, which provides fast random access, ACID-like properties, time travel, and vector-native types; and LanceDB, a database built on this format. The portfolio also includes SLAF (Single Cell Omics Lake Format), a specialized subproject for single-cell biology data storage, all governed under an Apache-style open-source community model.
Differentiator
Problem solved
Functional benefit
Products and services
- Lance Smart Business Banking Account A smart business banking account offered to self-employed individuals and freelancers to proactively manage their backend finances, including invoicing, expenses, and tax workflows. Delivered as a digital banking experience via the lance.app web platform.
Quantifiable outcome
- Handles 100 million transcriptomic profiles in single dataset (2,000-fold growth in under a decade)
- +1 more outcomes
Companies that use Lance
Customer profileSegments3 records
Ideal customer profiles1 record
Lance technology and API
TechnologyTechnology focussed No
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration2 records
AI capability4 records
Feature7 records
Lance partnerships and signals
Strategic signalPartnerships
Two partnerships are on record, tiered core.
- DuckDBcoreLance and DuckDB released a new extension enabling SQL-based querying, vector search, full-text search, and hybrid search directly on Lance datasets from within DuckDB. The integration allows retrieval results to be joined with metadata, analyzed, and materialized back into Lance without leaving the SQL environment, unifying retrieval and analytics workloads on multimodal AI data.
- Hugging FacecoreLance provides native integration with Hugging Face, enabling embedding retrieval workflows and ML training capabilities from the same canonical data artifact. Supports the broader AI/ML ecosystem through interoperability with popular ML tools.
Scale indicators2 records
Recent moves4 records
Expansion highlights4 records
Lance competitors and assessment
Company assessmentDirect peers
- Lili: Lili is a banking and financial management app purpose-built for freelancers and self-employed workers, offering a business account, tax tools, and expense management. It is the closest direct competitor to Lance, targeting the same freelance segment with a similar self-employed-centric feature set.
- Found: Found provides banking, bookkeeping, and tax tools tailored to self-employed individuals and small business owners. It directly competes with Lance in the freelancer banking niche with overlapping value propositions around backend financial management.
- Novo: Novo is a digital business banking platform aimed at freelancers, small businesses, and SMBs. It offers free business checking, invoicing, and integrations with accounting tools, directly overlapping with Lance's freelancer banking positioning.
- NorthOne: NorthOne provides a digital business banking account for small businesses and the self-employed, with features like integrated invoicing, expense categorization, and tax reserves. It competes with Lance in the freelancer/SMB banking category.
- Relay Financial: Relay is a digital business banking and money management platform for SMBs and self-employed users, offering multiple sub-accounts, expense tools, and integrations. It overlaps with Lance in freelancer/SMB banking with comparable product depth.
- Oxygen: Oxygen is a digital banking platform targeting freelancers, entrepreneurs, and SMBs, offering business accounts, cards, and lending. It is a direct competitor in the self-employed banking niche.
Broad incumbents
- Bluevine: Bluevine offers business checking, lines of credit, and payment solutions to small businesses, including self-employed users. It is a broader incumbent that overlaps with Lance's freelancer banking category but serves a wider SMB market.
- Mercury: Mercury provides digital banking for startups and SMBs, including freelancer-adjacent segments. While it does not focus exclusively on freelancers, its modern UX and product-led growth make it a relevant adjacent competitor.
Emerging players
- Stride: Stride (formerly Peanut Butter) offers banking and financial tools designed for self-employed and 1099 workers, including tax withholding and income smoothing. It is an emerging player with a freelancer-specific feature set closely aligned with Lance's positioning.
- Found Banking / Keeper: Keeper (originally backed by the same Found team lineage) and similar tax/1099-first fintech apps represent emerging single-purpose tools for freelancers that could either complement or compete with Lance's broader freelancer banking offering.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat4 records
Key risks6 records
Key highlights4 records
Customer concentration
Lance social profiles
Digital presenceLance financial estimates
Financial estimateRevenue estimate
Valuation estimate
Lance leadership team
Management profileNumber of profiles
Profiles2 records
Lance funding detail
Funding detailFunding overview
Funding rounds7 records
Investors13 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Lance 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 Lance
What does Lance do?
Lance provides a smart business banking account purpose-built for self-employed individuals and freelancers to proactively manage their backend finances. The product is delivered as a digital account designed to handle the irregular income, invoicing, tax, and expense-management needs typical of independent workers, with the firmographic positioning the product as a banking experience built by and for the freelancer community.
When was Lance founded?
Lance was founded in 2022. It employs 1 to 10 people.
Where is Lance based?
Lance is headquartered in New York, United States, in the North America region.
How does Lance make money?
One revenue line is on record: open Source Format (Core).
Who are Lance's main competitors?
Direct peers on record are Lili, Found, Novo, NorthOne, Relay Financial and Oxygen. Broad incumbents are Bluevine and Mercury. Emerging players are Stride and Found Banking / Keeper.
Does Lance have an API?
No public API is recorded for Lance.
What industry is Lance in?
Lance's product category is Small Business Banking (Freelancer / Self-Employed). Its primary akta.pro industry code is FSAMAKAC, Contractor / Freelancer Payments, with a secondary code of FSAGADAA, Budgeting & Cash-Flow Management. Its NAICS code is 54121 and its SIC code is 6199.