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Particula Tech Stack

AI-powered rating and data platform for tokenized digital assets

Financial Services München, Bayern 11–50 employees Founded 2022 Partnership

Particula rates and analyzes tokenized assets for institutional investors using a tech stack built around Python, PyTorch, LangChain, and AWS. The company's project roadmap centers on LLM-powered rating features and RAG-based data pipelines, paired with on-chain rating infrastructure and multi-chain smart contract integration — revealing a dual focus on both off-chain AI analysis and on-chain protocol integration. Leadership hiring (director-level roles) alongside distributed data teams across US and Germany suggests scaling toward institutional distribution and regulatory compliance.

Tech Stack 22 technologies

Core StackPython PyTorch Hugging Face LangChain RAG AWS AWS Lambda SageMaker n8n Docker MLflow Rust Transformers LangGraph Bedrock Git CI/CD RAGAS Solidity Vyper Ethereum Ethereum Virtual Machine

What Particula Is Building

Challenges

  • Improving data collection automation
  • Ensuring data quality compliance
  • Product alignment with business objectives
  • Integrating ratings into defi protocols
  • Cross-chain rating infrastructure
  • Smart contract security audit
  • Scaling adoption of risk ratings
  • Growing international footprint
  • Building revenue-generating partnerships
  • Ensuring data accuracy

Active Projects

  • Holistic rating framework improvement
  • Rating and monitoring platform for digital assets
  • Llm-powered rating and monitoring features
  • Rag data ingestion and indexing pipelines
  • Evaluation and observability dashboards for rag
  • On-chain rating infrastructure
  • Smart contract integration patterns
  • Multi-chain deployment
  • Data collection automation enhancement
  • Improving rating framework

Hiring Activity

Steady7 roles · 3 in 30d

Department

Data
3
Engineering
1
Product
1
Research
1
Sales
1

Seniority

Mid
4
Lead
2
Director
1

Notable leadership hires: Institutional Head

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About Particula

Particula builds a rating and data platform designed specifically for digital assets and tokenized securities. The platform evaluates tokens and on-chain assets across economic, environmental, compliance, and technical dimensions, targeting professional investors navigating fragmented market data. Founded in 2022 and headquartered in Munich, the company operates as a partnership with 11–50 employees. Core challenges include automating data collection, maintaining ratings across multiple blockchains, integrating with DeFi protocols, and scaling adoption among institutional buyers.

HeadquartersMünchen, Bayern
Company Size11–50 employees
Founded2022
Hiring MarketsUnited States, Germany

Frequently Asked Questions

What tech stack does Particula use?

Python, PyTorch, Transformers, Hugging Face, LangChain, and LangGraph for AI/ML; AWS Lambda, Bedrock, and SageMaker for infrastructure; Solidity and Vyper for smart contracts; MLflow and RAGAS for observability.

Is Particula hiring engineers?

Yes. Active roles span data (3 open), engineering (1), product (1), research (1), and sales (1), with seniority ranging from mid-level to director. Hiring in United States and Germany.

What is Particula working on?

LLM-powered rating features, RAG data pipelines, on-chain rating infrastructure, multi-chain smart contract deployment, evaluation dashboards, and data collection automation for tokenized assets.

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