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Investment memo · Updated January 2026

Investor overview.The production layer for enterprise AI.

Confidential summary for qualified investors. Full data room available on request. Founded by Sundeep V R.

Market thesis

Enterprise AI is moving from experiments to production infrastructure.

Organizations that deploy measurable, auditable intelligence systems, not isolated chatbot demos, will capture disproportionate operational efficiency and revenue growth over the next decade.

Sunray Labs builds the production layer: multi-agent orchestration, RAG pipelines, computer vision, and evaluation frameworks that enterprises need to deploy AI with confidence, compliance, and ROI accountability.

Product ecosystem

Five products. One intelligence stack.

Each product integrates into a unified infrastructure stack, enabling cross-product data flows and shared evaluation frameworks.

  • 01

    EnTX

    Enterprise intelligence and conversational agents

  • 02

    EndowX

    Financial intelligence and portfolio analytics

  • 03

    CyneX

    Computer vision and document verification

  • 04

    LenX

    Creative asset generation and brand pipelines

  • 05

    AutopilotX

    Workflow automation and route optimization

Business model

Three revenue lines.

Enterprise contracts include SLAs, dedicated support, and custom data residency. Usage-based inference covers high-volume workloads.

01

Platform licences

Annual licences, tiered by seats and inference volume.

02

Implementation services

Integration and deployment under fixed-scope SOWs.

03

Managed intelligence operations

Ongoing retainer for running and improving deployed systems.

Why now

The gap

LLM capabilities have crossed the threshold for production use cases, but most enterprises lack the engineering infrastructure to deploy safely. Sunray Labs fills the gap between model APIs and business outcomes, with evals, observability, and compliance built in from day one.

The team

Deep ML engineering combined with enterprise delivery experience across fintech, retail, manufacturing, and logistics verticals.

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