Black Swan Group

Black Swan Group — Product & Engineering Studio

Engineering overlooked opportunities.

Black Swan Group is an independent product and engineering studio developing software, systems, and physical products.

Black Swan Group LLC

Approach

How an opportunity becomes a product

Black Swan Group looks for markets and workflows that have accepted unnecessary complexity, fragility, cost, or lock-in. The method stays the same regardless of the domain.

  1. 01

    Observe

    Valuable opportunities often hide inside ordinary frustrations.

  2. 02

    Understand

    We study the systems behind the problem: workflows, incentives, technologies, suppliers, constraints, and failure modes.

  3. 03

    Build

    We create the smallest credible version and test it against real use.

  4. 04

    Validate

    Promising experiments advance through evidence, not presentation alone.

  5. 05

    Develop

    The strongest opportunities become maintained products, operating businesses, or licensable systems.

Selected Explorations

Work at different stages of maturity

Three areas of active investigation. Projects vary widely, but share a common set of principles: owner control, portability, interoperability, durability, and commercial discipline. Stages are shown honestly — an exploration is not a shipped product.

Applied software and automation

FIG. 10
In development2026

Black Swan Procurement

Problem — Sourcing hardware and components across sellers means re-typing the same intent into a dozen incompatible search boxes.

A product-search and procurement system that turns natural-language purchase intent into structured, portable requests across sellers and interfaces.

Purchase intent should be portable: written once, machine-readable, and usable across whichever seller or interface responds best.

FIG. 07
Concept validation2026

Personal Data Intelligence

Problem — Personal media and records accumulate across local drives and cloud accounts faster than anyone can organize or make sense of them.

A portable analysis layer for organizing, transforming, and understanding personal media and information across local and cloud storage.

Analysis should travel with the owner's data, not lock it inside a single vendor's storage or search index.

Connected systems and infrastructure

FIG. 02
Prototype2025

Owner-Controlled Infrastructure

Problem — Home and small-office infrastructure is increasingly rented rather than owned, with workloads locked to a single cloud vendor.

Local-first compute, storage, and network systems designed to remain portable across home infrastructure and public cloud environments.

Infrastructure should default to owner control, with public cloud as an option rather than a dependency.

Durable physical products

FIG. 06
Research2025

Durable Control Systems

Problem — Premium input hardware is typically sealed, unrepairable, and disposable once a single component fails.

Repairable, modular, premium input hardware designed around long service life, material quality, and component replacement.

A control device is a long-term instrument, not a consumable -- it should be built and sold accordingly.

Principles

How we decide what to build

  • 01Owner-controlled

    Products should preserve the customer's practical control over their data, hardware, and workflows.

  • 02Durable

    Systems should be maintainable, repairable, and designed for long-term use.

  • 03Interoperable

    Open formats, portable workloads, replaceable infrastructure, and standards-based integration are preferred.

  • 04Technically rigorous

    Decisions should account for implementation constraints, lifecycle costs, reliability, and operational realities.

  • 05Commercially disciplined

    Ideas must create meaningful customer value and withstand scrutiny around cost, distribution, manufacturing, support, and defensibility.

  • 06Evidence-led

    Projects advance based on observed use, technical feasibility, and market evidence rather than enthusiasm alone.

About

Founder-led, Seattle-based

Black Swan Group LLC is a Seattle-based, founder-led product and engineering company. Its work draws on deep experience in distributed systems, connected devices, interoperability standards, cloud infrastructure, developer tooling, and consumer technology.

FIG. 04

James Swan

FounderSeattle, Washington

James leads Black Swan Group's research, engineering, and product decisions. His background spans distributed systems, connected-device platforms, and developer infrastructure, and informs the studio's preference for durable, interoperable, owner-controlled systems over disposable ones.

Contact

Working on a problem that fits this thesis?

Black Swan Group is interested in product and technology partnerships, design partners, supplier and manufacturing relationships, licensing opportunities, and selectively aligned commercial discussions.

  • Product partnerships
  • Technology partnerships
  • Suppliers
  • Manufacturers
  • Design partners
  • Early customers
  • Licensing
  • Commercial opportunities
  • Investment discussions
  • Selective technical advisory work
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