LineWise
LineWise is an AI-powered training platform that converts manufacturing floor video into auto-generated SOPs, real-time operator visual guidance, and a continuously expanding institutional knowledge base. Founded in 2025 in San Francisco and Y Combinator-backed, it sells custom annual subscriptions to enterprise manufacturers in food, electronics, packaging, and sensors.
- Company typePrivate
- Founded2025
- HeadquartersCalifornia, United States
- Headcount51–100
- GTM typeB2B
- OfferingSoftware
What LineWise does
LineWise (legally Vision Nexus, Inc.) is an early-stage AI software company that builds a video-driven training and knowledge-capture platform for manufacturing operations. Its core product converts video recordings of expert operators on the factory floor into automatically generated Standard Operating Procedures, real-time on-the-job visual guidance for frontline operators, and a continuously expanding institutional knowledge base. The technology stack combines proprietary multimodal AI and domain-specific vision-language model (VLM) benchmarking on manufacturing footage, with a publicly stated roadmap toward an autonomous troubleshooting agent for the physical world. Ancillary product initiatives include Vision Lab, a research partnership that licenses operational footage in exchange for early access to model improvements, and Design Lab, a benchmarking platform that evaluates AI-generated CAD against real engineering criteria.
The company sells primarily through a consultative, sales-led enterprise go-to-market motion that targets manufacturing facilities, offering intro calls, live plant-specific product demos, and AI implementation advice under custom-quoted annual subscriptions with public pricing undisclosed. Its named enterprise customer base spans food manufacturing (Amy's Kitchen, Baldwin Richardson Foods), sensors and LiDAR (Hesai Technology), packaging (Unicorr), and electronics manufacturing services (Flex), with reported customer outcomes of 2x faster onboarding, 23 hours saved per user monthly, halved troubleshooting time, and a 6-month payback period.
Founded in 2025 and headquartered in San Francisco, California, LineWise is privately held with 1–10 employees and is backed by Y Combinator. Its leadership team is anchored by CEO James Kujareevanich (MIT MBA, Imperial College London engineering, ex-McKinsey manufacturing consulting) and CTO Zhichu Ren (MIT Ph.D. in Materials Science, Nature publication, developer of the world's first AI copilot in real-world labs), with additional founding operators in product (Wenbo Zhang, UPenn MS in Robotics and AI / Stanford), operations (Napon Tang-Aromsuk, Imperial College London, ex-Pharmcare), and design (Varanya Upatising, Purdue), supported by industry advisors from food manufacturing and industrial AI / X-ray inspection.
LineWise firmographics
Firmographics- Name
- LineWise
- Legal name
- Vision Nexus, Inc.
- Website
- https://linewise.io
- Company type
- Private
- Founded year
- 2025
- Operating status
- Operating
- Headcount range
- 51–100 employees
- Short description
- LineWise is an AI-powered training platform that converts manufacturing floor video into auto-generated SOPs, real-time operator visual guidance, and a continuously expanding institutional knowledge base. Founded in 2025 in San Francisco and Y Combinator-backed, it sells custom annual subscriptions to enterprise manufacturers in food, electronics, packaging, and sensors.
- Ownership category
- akta.pro rank
LineWise industry classification
Industry- Product category
- Manufacturing Training Software
- NAICS
- Professional and Management Development Training (61143), Professional and Management Development Training (611430), Computer Training (611420), Educational Support Services (61171), Computer Systems Design and Related Services (54151)
- SIC
- Services-Computer Programming, Data Processing, Etc. (7370), Services-Computer Programming Services (7371)
- akta.pro primary industry
- Process, SOP & Workflow Onboarding (EDABAOAF)
- akta.pro secondary industries
- Product, Service & Domain Knowledge Onboarding (EDABAOAG), Skills, Competency & Capability Management (Skills Frameworks, Badging within LMS) (EDAFAAAE)
Keywords
Where LineWise is headquartered
LocationHeadquarters
- HQ city
- California
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
LineWise business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure
Revenue model
- AI-Powered Training and Guidance Platform: Subscription-based AI platform delivering video-captured expert knowledge and AI-guided training on manufacturing floors. Includes SOP generation, live visual guidance, and continuous knowledge capture. Revenue generated through recurring software subscriptions to manufacturing clients.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Enterprise Custom Pricing |
Go-to-market motion1 record
Distribution channels1 record
Marketing channels4 records
LineWise product offering
Product offeringCore offering
LineWise is an AI-powered training platform that captures expert knowledge from video recordings of work being performed on manufacturing floors. The platform automatically generates clear, step-by-step Standard Operating Procedures (SOPs) from these videos, delivers live visual guidance overlaid on operator tasks in real time, and maintains a continuously growing knowledge base that preserves institutional expertise across personnel changes. It is sold as a subscription-based AI software product to manufacturing enterprises seeking to shorten downtime, accelerate onboarding, and upskill their workforce.
Product overview
LineWise offers a unified AI platform for manufacturing with three main offerings: (1) the core LineWise platform - an AI-powered manufacturing training solution that captures expert knowledge from videos, generates SOPs automatically, and provides live visual guidance on the floor; (2) Vision Lab - a research partnership program that licenses manufacturing footage to improve AI vision models in exchange for early access to technology; and (3) Design Lab - a CAD evaluation benchmarking initiative that tests AI-generated designs against real engineering criteria.
Differentiator
Problem solved
Functional benefit
Products and services
- LineWise Platform AI-powered manufacturing training platform that captures expert knowledge from video recordings of actual work, automatically generates step-by-step Standard Operating Procedures (SOPs), delivers live visual guidance to operators on the production floor, and maintains a continuously growing knowledge base of fixes, guides, and insights. Sold on an annual subscription to enterprise manufacturing customers.
Quantifiable outcome
- 2x faster employee onboarding
- +4 more outcomes
Companies that use LineWise
Customer profileNamed customers6 records
Segments1 record
Ideal customer profiles1 record
LineWise technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability7 records
Feature5 records
LineWise partnerships and signals
Strategic signalPartnerships
Four partnerships are on record, tiered core and minor.
- MITcoreMIT affiliation through CEO James Kujareevanich (MBA) and CTO Zhichu Ren (Ph.D. in Materials Science who published in Nature). CTO developed world's first AI copilot in real-world labs at MIT.
- Stanford UniversityminorStanford University affiliation through CPO Wenbo Zhang who studied Technology Entrepreneurship at Stanford.
- University of PennsylvaniaminorUniversity of Pennsylvania affiliation through CPO Wenbo Zhang who holds a Master's in Robotics and Artificial Intelligence from UPenn.
- Purdue UniversityminorPurdue University affiliation through UX/UI Designer Varanya Upatising who graduated from Purdue with a background in Human-Centered Design.
Scale indicators3 records
Recent moves4 records
Expansion highlights5 records
LineWise competitors and assessment
Company assessmentBroad incumbents
- Samsara: Public IoT/operations platform with broad manufacturing and logistics coverage including worker safety and asset visibility. Larger incumbent that overlaps on operator-context use cases but does not specialize in AI-driven SOP generation.
- PTC: Industrial software incumbent behind ThingWorx and Vuforia, with AR-based work-instruction and connected-worker capabilities. Operates across CAD, PLM, and IoT but competes for the same enterprise training/onboarding wallet.
- Honeywell Forge: Industrial giant with manufacturing software offerings including connected worker, asset performance, and process optimization. Large incumbent that could bundle competing AI training capabilities into existing enterprise contracts.
- Fiix (by Rockwell Automation): CMMS and maintenance operations platform, now owned by Rockwell Automation, with adjacent work-order and procedural capabilities for plant technicians. Adjacent competitor with strong distribution into the same manufacturing customer base.
Direct peers
- Augmentir: AI-powered connected worker platform for industrial companies, offering digital work instructions, remote expert collaboration, and AI-driven skills insights. Directly overlaps with LineWise's value proposition of AI-guided training and live visual operator support.
- Apprentice.io: Manufacturing execution and training platform for life sciences and industrial firms, combining MES-adjacent workflows with AR-guided procedures. Comparable to LineWise for both the training/onboarding wedge and the manufacturing customer profile.
- Poka: Knowledge-sharing and training platform purpose-built for factory workers, used by global manufacturers to standardize procedures and onboard frontline staff. Mirrors LineWise's core use cases (SOP creation, onboarding, knowledge retention).
- Dozuki: Standardized work-instruction and training platform for manufacturers, focused on turning tribal knowledge into visual SOPs. Direct conceptual overlap with LineWise's video-to-SOP generation workflow.
- Tulip Interfaces: Frontline operations platform for manufacturers that combines no-code app building, machine data, and operator guidance. Highly comparable to LineWise because both target the same buyer (plant managers) for the same use case (digitizing operator workflows and SOPs on the factory floor).
Emerging players
- RelayiQ: Early-stage AI platform for frontline industrial operations, focused on operator knowledge capture and decision support. Narrower scope and earlier stage than LineWise but targets the same buyer pain point.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks5 records
Key highlights6 records
Customer concentration
LineWise social profiles
Digital presenceLineWise financial estimates
Financial estimateRevenue estimate
Valuation estimate
LineWise leadership team
Management profileNumber of profiles
Profiles7 records
LineWise funding detail
Funding detailFunding overview
Funding rounds1 record
Investors1 record
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
LineWise M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about LineWise
What does LineWise do?
LineWise is an AI-powered training platform that captures expert knowledge from video recordings of work being performed on manufacturing floors. The platform automatically generates clear, step-by-step Standard Operating Procedures (SOPs) from these videos, delivers live visual guidance overlaid on operator tasks in real time, and maintains a continuously growing knowledge base that preserves institutional expertise across personnel changes. It is sold as a subscription-based AI software product to manufacturing enterprises seeking to shorten downtime, accelerate onboarding, and upskill their workforce.
Is LineWise a public or private company?
LineWise is a private company. It is classified as venture growth investor backed and is currently operating.
When was LineWise founded?
LineWise was founded in 2025. It employs 51 to 100 people.
Where is LineWise based?
LineWise is headquartered in California, United States, in the North America region.
How does LineWise make money?
One revenue line is on record: AI-Powered Training and Guidance Platform.
Who are LineWise's main competitors?
Broad incumbents on record are Samsara, PTC, Honeywell Forge and Fiix (by Rockwell Automation). Direct peers are Augmentir, Apprentice.io, Poka, Dozuki and Tulip Interfaces. RelayiQ is listed as an emerging player.
Does LineWise have an API?
No public API is recorded for LineWise.
What industry is LineWise in?
LineWise's product category is Manufacturing Training Software. Its primary akta.pro industry code is EDABAOAF, Process, SOP & Workflow Onboarding, with a secondary code of EDABAOAG, Product, Service & Domain Knowledge Onboarding. Its NAICS code is 61143 and its SIC code is 7370.