# Blossom AI — The Market Design Layer for Agentic Labor

Blossom AI builds the infrastructure that makes AI agents deployable. Today: the market design layer — eval, experiment, and governance for enterprises deploying AI agents. Next: the control plane and intelligence layer that orchestrates agent labor in production. We work as embedded engineering partners with enterprise customers in operationally complex verticals.

## Products

Products and capabilities: Ryōkai, routing tasks to agents and agent swarms; Blossom Eval, pre-deployment evaluation and improvement in CI/CD; and Blossom Agents, long-horizon agents with approvals and traces configured per project.

- [Ryōkai](https://blossomai.co/products#ryokai) (両界), From models to agents and swarms: Evolved from Furiwake’s model router, Ryōkai routes tasks to agents and agent swarms. It selects agents or complementary teams within budget, deadline and policy constraints, using the same task specification to evaluate candidates and verify delivered work.
- [Blossom Eval](https://blossomai.co/products#eval) (評価), Pre-deployment evaluation and improvement: Blossom Eval is designed for pre-deployment evaluation and improvement in CI/CD. For well-defined objectives, it combines Origami and meta-heuristics to support RSI. For open-ended tasks, similar methods aim to establish a performance lower bound. Annotation supports the process where needed.
- [Blossom Agents](https://blossomai.co/products#agents) (行動), Long-horizon work: Long-horizon agents for operationally complex work. Human approvals where they matter — high cost, high risk, irreversible — and autonomy where they don't. Traces of decisions and their inputs can be recorded for review, replay and audit.

Details: https://blossomai.co/products/index.md

## Latest research and journal

- [Outcome Is Not Discipline](https://blossomai.co/blog/discipline-stability-hidden-state/index.md): Research, 2026-05-18. A strategic agent can hit the business KPI while failing to preserve the behavior that makes it deployable.
- [When the Trace Decides](https://blossomai.co/blog/trace-prior-rl-market-alignment/index.md): Research, 2026-05-08. An agent can hit the outcome metric while learning the wrong behavior. Better evidence follows the trace.
- [When the Benchmark Ruler Moves](https://blossomai.co/blog/financial-nlp-measurement-risk/index.md): Research, 2026-05-01. A benchmark can have gold labels and still produce unstable evidence if the rubric, metric, or ranking rule moves.
- [Before Truth Arrives](https://blossomai.co/blog/valueblindbench-citation-gates/index.md): Research, 2026-04-28. Some AI evaluation claims become checkable only later. ValueBlindBench asks which claims are safe to cite now.
- [Citations Are Discovery](https://blossomai.co/blog/ai-search-rented-discovery/index.md): Research, 2026-03-30. AI search does not only answer a query. It decides which sources become visible.
- [The Last Mile: How Blossom Lab Bridges GenAI and SME Businesses](https://blossomai.co/blog/the-last-mile-bridging-genai-and-sme/index.md): Vision, 2026-01-01. As we enter 2026, the AI landscape has transformed dramatically. But for SMEs, the gap between cutting-edge AI and practical business value remains. Here's how Blossom Lab is building the 'Last Mile' connection.

Full archive: https://blossomai.co/blog/index.md

## Pages

- [Home](https://blossomai.co/) (Markdown: https://blossomai.co/index.md)
- [About](https://blossomai.co/about)
- [Products](https://blossomai.co/products) (Markdown: https://blossomai.co/products/index.md)
- [Labs](https://blossomai.co/labs)
- [Team](https://blossomai.co/team)
- [Journal](https://blossomai.co/blog) (Markdown: https://blossomai.co/blog/index.md)
- [Contact](https://blossomai.co/contact)
- [For agents](https://blossomai.co/agents)

## Offices

- San Francisco, USA: Commercial HQ
- Tokyo, Japan: Research lab, Asia GTM

## Contact

- Email: hello@blossomai.co
- Languages: English, Japanese
- https://www.linkedin.com/company/blossomai-co/
- https://x.com/BlossomAILabs
- https://github.com/Blossom-AI-co
- Ryōkai: https://ryokai.blossomai.co (Routes tasks to agents and agent swarms, by Blossom AI.)

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Source: Blossom AI (https://blossomai.co/)