With data and AI agents,
reshape your business insight
ProInsight delivers an integrated capability — from agent-based application development, full-lifecycle data governance and professional data annotation, to elastic compute and token orchestration — helping enterprises put data and AI to work where it matters.
Four capabilities, delivered as one
From agents to data, from annotation to compute — covering the critical steps of putting AI into production.
Agent-Based Development
Build production-ready AI digital workers and intelligent workflows on the open-source CrewMeld platform, with private deployment support.
Learn moreData Governance
Our proprietary PIDG platform delivers full-link, full-lifecycle governance — from ingestion and standards to quality, assets and services.
Learn moreData Annotation
Our in-house annotation base in Yinchuan serves autonomous driving, large models and embodied AI, with deep project delivery experience.
Learn moreCompute & Token
A multi-upstream resource pool that routes dynamically by price, latency and model — elastic, controllable compute and token supply.
Learn moreProprietary and open-source, together
One built in the open, one fully self-controllable — together powering enterprise intelligence.
CrewMeld
Enterprise AI digital workforce platform
Orchestrate and deploy AI agents as "digital employees" that work alongside human teams. Visual SOP orchestration, multi-channel integration and knowledge-base RAG, with private deployment.
- Visual SOP workflow orchestration
- 13+ mainstream LLM providers
- 8+ channels: WeCom / DingTalk / Lark & more
PIDG
Full-lifecycle data governance platform
A full-lifecycle governance platform for complex scenarios such as product R&D, connecting ingestion & cleansing, standards & quality, and analytics & services, with domestic-stack adaptation.
- Ingestion · Standards · Quality · Assets · Services
- Ontology layer unifying business semantics
- Private deployment · domestic database support
High-quality data for smarter models
Our professional annotation subsidiary in Yinchuan runs scaled teams and multi-tier QA across three frontier domains, ensuring data security and compliant delivery.
Autonomous Driving
Point-cloud 3D boxes, lane lines, semantic segmentation, 4D annotation
Large Models
SFT, RLHF, preference ranking, red-teaming, multilingual corpora
Embodied AI
Robot motion, grasping, trajectories and multimodal alignment
Multi-source compute, intelligently scheduled
We aggregate multiple upstream compute and model sources into one unified compute / token pool, routing dynamically by price, latency and model so every call is faster and more economical.
Multi-upstream access
Aggregate many compute and model providers, avoiding single-point dependency.
Dynamic routing
Schedule resources in real time by price, latency and model capability.
Transparent billing
Unified usage monitoring and cost visibility, elastic and on demand.
Make AI and data truly land
Proprietary + open-source
Self-controllable PIDG plus the openly built CrewMeld — trusted capability, open ecosystem.
Full-stack data capability
From governance and annotation to analytics services, covering the full data value chain.
Multi-source elastic compute
A multi-upstream token / compute pool with dynamic routing, balancing cost and latency.
Engineering-grade delivery
Spec-driven, traceable and auditable delivery, adapted to enterprise and domestic-stack environments.
Ready to put AI and data to work?
Whether it’s agent development, data governance, annotation or compute, we provide end-to-end support.