Company: Arionix

Website: Visit Website

Business Type: Startup

Company Type: Product

Business Model: B2B

Funding Stage: Pre-seed

Industry: Information Technology

Salary Range: ₹ 15-45 Lacs PA

Job Description

What You'll Do

Design and evolve the ontology/schema for the enterprise context graph — entities (people, teams, systems, products, projects, customers, policies), relationships, and metadata that reflect how the organization operates.
Build ingestion pipelines that extract structured context from source systems (CRM, ticketing, HRIS, wikis, code repos, data warehouses) and unstructured context (documents, Slack/Teams, meeting transcripts) using a mix of ETL, NLP, and LLM-based extraction.
Implement entity resolution and deduplication so the same person, system, or concept is correctly linked across disparate sources.
Architect the storage and query layer (graph database, hybrid graph + vector store) for low-latency retrieval by both applications and AI agents.
Build APIs and retrieval interfaces (including MCP servers or similar protocols)



so LLM agents and internal tools can query the graph for grounded, up-to-date context.
Establish freshness, versioning, and provenance mechanisms — every fact in the graph should be traceable to a source and timestamp, and stale or conflicting data should be surfaced, not silently trusted.
Partner with security and data governance teams to enforce access control at the entity/relationship level, since context graphs often surface sensitive cross-departmental information.
Define and track quality metrics for the graph — coverage, accuracy, staleness, resolution rate — and instrument pipelines to catch regressions.
Collaborate closely with applied AI/ML teams building agents and copilots that consume the graph, iterating based on what actually improves grounding and reduces hallucination.

What We're Looking For

5+ years in data engineering, knowledge engineering, or backend systems, with real experience shipping pro

📌 Software Engineer (Hyderabad)
🏢 Sourcingxpress
📍 Hyderabad