The AI-native operating system for primary-market investing.

Jinyuan Invest OS embeds LLM-powered Agents across pre-investment research, multi-party diligence, IC support, and post-investment governance — with full on-prem deployment for sensitive deal data.

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Jinyuan Invest OS

Our flagship product — a vertical AI platform built exclusively for PE/VC institutions, powered by the proprietary PRIMIS Core large model.

Pre · In · Post Full lifecycle coverage from sourcing to portfolio synergy

LLM + Agent Multi-modal orchestration — OCR, transcription, vector RAG, IC drafts

On-Prem Ready Sensitive DD data stays inside the client network

Core Product

Jinyuan Invest OS — the primary-market investment operating system.

Built for PE/VC institutions: Jinyuan Invest OS is our end-to-end AI platform for investment decision support and post-investment lifecycle management. Powered by the proprietary PRIMIS Core LLM, it fuses multi-modal Agent orchestration — parsing decks, transcripts, financials, and industry data into structured diligence outputs while keeping founder interviews, DD workpapers, and IC materials fully local when required.

Multi-modal Agent orchestration

OCR, audio transcription, vector retrieval, and LLM inference chained into automated workflows — from BP parsing and speaker-diarized interview analysis to risk cross-validation and IC memo drafts.

Hybrid cloud architecture

Public cloud for industry research and open-market data; on-prem for sensitive assets — interview recordings, DD files, portfolio financials, and deal registers never leave the client network.

Vertical investment intelligence

Covers screening, sector research, multi-stakeholder interview parsing, risk verification, IC assistance, archive governance, portfolio monitoring, and listed-company synergy mapping — end to end.

Deploy as SaaS, full private on-prem, or hybrid: internal data stays local; only abstract task instructions reach the cloud — raw documents and recordings remain on client infrastructure.

Full Lifecycle Workflow

Pre-investment · In-flight diligence · Post-investment — one AI Agent stack.

Jinyuan Invest OS maps to how PE/VC teams actually work: from FA notes and founder first calls through multi-party DD to portfolio archives, monitoring, and listed-company synergy — with clear separation of confidential vs. public data.

Pre-Investment

Sourcing & sector research

Ingest FA records, founder call notes, roadshow decks, BPs, industry reports, and policy data.

Structure chats & recordings into visit memos and one-pagers
Auto-map sector size, chain players, tech shifts, policy risk
Comp-set screening with thesis-fit scoring for initial filter

In-Flight Diligence

Deep DD & multi-party interviews

Process executive, customer, supplier, competitor, and expert interviews — plus financials and DD workpapers.

Speaker-diarized transcription with cross-interview contradiction detection
Flag financial anomalies — margin swings, receivables, ledger risks
Aggregate all DD into risk lists, thesis logic, and IC report drafts

Post-Investment

Archive, monitoring & industry synergy

Govern agreements, financials, and post-investment meetings; link portfolio companies to listed-company resources.

Private knowledge base with versioned full-text search across all deal files
Auto monthly/quarterly reviews; alerts on ops shifts, key hires, policy risk
Portfolio ↔ listed-company matching for supply-chain, M&A, and exit paths

About Us

Hangzhou Jinyuan Technology — AI Agent company for primary-market investors.

Founded in 2024, Jinyuan Technology serves global PE/VC institutions with Jinyuan Invest OS — our core product and proprietary primary-market AI investment platform — covering pre-investment sector analysis, in-flight diligence, post-investment asset governance, and industry synergy.

Unlike general-purpose AI, our product is shaped by real investment workflows: screening, sector research, multi-stakeholder interview parsing, risk cross-checks, IC support, intelligent archiving, portfolio monitoring, and listed-company linkage. We rebuild primary-market research and post-investment systems with vertical AI — professional, secure, and deployable.

Core team

Our founders unite seasoned venture operators, AI algorithm engineers, cloud architects, and industry researchers — combining decades of primary-market practice with production-grade LLM, multi-modal, Agent orchestration, and hybrid-cloud engineering. Graduates of Zhejiang University, Tsinghua, Peking University, NYU, and Rochester, the team builds from real investment workflows rather than generic AI — deeply coupling Agent capabilities across pre-, in-, and post-investment to help institutions cut cost, raise quality, control risk, and unlock industrial value.

Industry depth
Founders with 10+ years on the VC front line — DD, IC, portfolio, and exit — driving hyper-vertical product scenarios.
Elite talent
Top CN & US university backgrounds blending finance, industry research, and frontier AI engineering.
Purpose-built Agent
A primary-market AI Agent tailored to PE/VC — not a repurposed general LLM wrapper.
Secure delivery
Overseas cloud and China on-prem deployment options aligned with global institutional compliance.

Data Sovereignty & Compliance

Intelligence in the cloud. Sensitive data stays inside.

PE/VC's highest-grade assets — interview recordings, DD workpapers, IC documents, portfolio registers — can remain fully on-prem with zero egress to public cloud. Jinyuan Invest OS supports SaaS, private deployment, and hybrid modes so institutions keep commercial data sovereignty while leveraging LLM scale.

On-prem pipeline
Agent engine, vector DB, OCR, and audio transcription deploy on client servers — interview audio and DD files processed entirely within the intranet.
Local LLM inference
Open-weight models run locally for private knowledge bases; public industry queries may optionally call cloud APIs without uploading raw documents.
Human IC authority
Partners retain final investment authority. The Agent produces auditable drafts and risk signals — it does not replace accountability.
Audit & access control
Full-chain operation logs and role-based permissions meet internal control and LP audit requirements.

Engagement

See Jinyuan Invest OS applied to your deal flow and portfolio.

Schedule a private briefing with Jinyuan Technology — for investment partners evaluating Invest OS, our LLM-powered pre-, in-, and post-investment platform with on-prem data control.

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