LineWise

What LineWise does

LineWise (legal entity Vision Nexus, Inc.) is a San Francisco-headquartered AI startup founded in 2025 that builds an AI-powered virtual engineer platform for manufacturing plants. The platform captures expert operator knowledge from shop-floor video and converts it into step-by-step Standard Operating Procedures, real-time visual guidance overlays, and a persistent institutional knowledge base. Its core technical stack combines generative AI, computer vision, and vision-language models, with the CTO having published in Nature on multimodal LLM-driven materials discovery. The company also operates a research arm called Vision Lab, which partners with manufacturers to benchmark and improve proprietary VLMs on annotated manufacturing data.

The product is sold as subscription SaaS through an enterprise field-sales motion centered on a demo booking workflow that walks prospects through an intro call, live demo, and AI implementation advice. The GTM combines a public-facing website with content and case-study assets plus direct outreach to plant managers, operations directors, and HR leaders. Pricing is quote-based and not publicly disclosed, but the company cites a 6-month typical payback period and has three publicly named reference customers across food manufacturing (Amy's Kitchen), packaging (Unicorr), and technology manufacturing (Heisai Technology). The company is SOC 2 Type 2 compliant and pursues expansion across North America and Asia from its Thailand founding roots.

The company has raised approximately $7.6 million across three rounds between June 2025 and June 2026, anchored by Y Combinator, A2D Ventures, 500 Global, Race Capital, and Foothill Ventures. Headcount is reported at 11-50 employees, led by CEO James Kujareevanich (MIT MBA, Imperial College engineering, ex-McKinsey), CTO Zhichu Ren (MIT PhD), CPO Wenbo Zhang (UPenn robotics/AI, Stanford tech entrepreneurship), and COO Napon Tang-Aromsuk (Imperial College, Pharmcare founding member).

Name

LineWise

Legal name

Vision Nexus, Inc.

Website

https://linewise.io

Company type

Private

Founded year

2025

Operating status

Operating

Headcount range

1–10 employees

Ownership category

akta.pro rank

Product category

Manufacturing AI Software

NAICS

Industrial Design Services (54142)

SIC

Services-Computer Programming Services (7371)

akta.pro primary industry

Production Operations & Shop Floor Systems (MPS, MES basics) (EDAOAGAH)

akta.pro secondary industry

Industry-Specific Low-Code Platforms (Vertical App Platforms) (HDAEAKAL)

Keywords

• Manufacturing AI platform
• Industrial training software
• SOP automation tools
• Factory floor guidance
• AI knowledge management

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Marketing or Sales, Operations, Infrastructure

Revenue model

1. SaaS Platform Subscription: LineWise operates as a SaaS platform for manufacturing clients, likely offering subscription-based access to their AI-powered virtual engineer and knowledge management platform. The platform metrics (6-month payback period) suggest a recurring subscription model with measurable ROI driving customer retention.

Go-to-market motion2 records

Distribution channels1 record

Marketing channels3 records

Core offering

LineWise sells an AI-powered virtual engineer SaaS platform for manufacturing plants that captures expert knowledge from operator videos, automatically generates step-by-step Standard Operating Procedures, and delivers real-time visual guidance and troubleshooting on the factory floor. The platform targets manufacturers in food, can-making, packaging, and other industrial verticals to reduce unplanned downtime, prevent defects, shorten onboarding, and preserve institutional knowledge as workers leave.

Product overview

LineWise offers a unified AI platform for manufacturing that transforms factory knowledge into continuous learning and smarter operations. The core LineWise AI Platform serves as an AI-powered virtual engineer that captures expert knowledge from videos and delivers real-time guidance on the factory floor. It consists of three integrated modules: (1) Instant SOPs from Real Work, which automatically generates step-by-step procedures from video recordings; (2) Live Visual Guidance, which provides on-the-job support through video-based instructions overlaid on work; and (3) the Knowledge Management System, which preserves institutional knowledge across shifts. The subsidiary Vision Lab initiative partners with manufacturers for AI research and model improvement, with participating factories receiving early access to new technology. The platform aims to reduce unplanned downtime, prevent defects, and upskill frontline workers.

Differentiator

Problem solved

Functional benefit

Products and services

• LineWise AI Platform An AI-powered virtual engineer SaaS platform for manufacturing plants that captures expert knowledge from operator videos, automatically generates step-by-step Standard Operating Procedures, and delivers real-time visual troubleshooting and guidance on the factory floor. Built for enterprise manufacturers in food, can-making, packaging, and other industrial verticals to reduce unplanned downtime, prevent defects, shorten onboarding, and preserve institutional knowledge across shifts.
• Vision Lab A research and model-development program that partners with manufacturers to advance LineWise's AI vision models by providing high-quality annotated data and running benchmark evaluations on real manufacturing challenges. Participating factories gain early access to new vision capabilities deployed in their operations, creating a co-development loop between LineWise's AI stack and end-user production environments.

Quantifiable outcome

• 2x faster employee onboarding with AI-assisted training
• +4 more outcomes

Named customers3 records

Segments3 records

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability9 records

Feature6 records

Scale indicators5 records

Recent moves7 records

Expansion highlights6 records

Direct peers

• Tulip Interfaces: Tulip is a frontline operations platform for manufacturers that builds no-code apps for operators, SOPs, and machine data capture. Directly comparable to LineWise on the operator-facing knowledge and SOP generation layer for discrete and process manufacturers.
• Instrumental: Instrumental uses AI and computer vision to detect manufacturing defects and assist engineers in remote debugging of production lines. Closely comparable on the AI-powered visual defect diagnosis and troubleshooting capability LineWise sells into packaging and can-making customers.
• Augury: Augury provides AI-driven machine health and process diagnostics for manufacturing and commercial buildings. Comparable as an AI-for-manufacturing-reliability vendor with similar enterprise sales motion and customer overlap in food/packaging verticals.
• Sight Machine: Sight Machine is a manufacturing analytics platform that combines plant data, AI, and domain expertise to improve yield, quality, and uptime. Comparable as a SaaS AI platform selling into plant operations leadership with similar ROI-driven messaging.
• Braincube: Braincube offers an Industrial AI platform for manufacturers covering production analytics, optimization, and knowledge management. Comparable in the manufacturing-AI SaaS category with overlapping use cases in continuous improvement and operational knowledge capture.
• Falkonry: Falkonry provides time-series AI for industrial operations including anomaly detection and predictive maintenance. Comparable as a specialized AI vendor for plant-floor decision support, though more focused on equipment signals than operator knowledge.

Broad incumbents

• SparkCognition: SparkCognition is a broader industrial AI platform spanning predictive maintenance, computer vision, and generative AI for manufacturing and defense. Comparable category but operates at a much larger scale with broader portfolio than LineWise's operator-focused niche.
• Cognex: Cognex is a large incumbent in machine vision and industrial barcode reading used widely in factory automation including packaging and can-making. Comparable as an established vision-based quality and inspection vendor competing for the same manufacturing budgets as LineWise.
• Uptake: Uptake is an industrial AI software company serving asset-heavy industries with predictive analytics and operational intelligence. Comparable in industrial AI SaaS but with broader scope (energy, rail, defense) than LineWise's manufacturing-operator focus.

Emerging players

• Veo Robotics: Veo Robotics applies 3D sensing and AI to enable safe human-robot collaboration on factory floors. Comparable as an early-stage AI-for-shop-floor vendor, though focused on robotics safety rather than knowledge management and SOPs.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks5 records

Key highlights6 records

Customer concentration

• LinkedInlinkedin.com/company/vision-lab-ai
• Xx.com/linewise_ai

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles7 records

Funding overview

Funding rounds3 records

Investors9 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about LineWise