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AI for manufacturing

The intelligence
layer for how
things get made.

L2M Labs builds AI-native software for the people who make things. We discover new alloys, program machines, run the plant, quote drawings, price the work and guide the floor.

Material Discovery CAM Automation Manufacturing ERP Drawing → Quote Dynamic Pricing Digital SOPs Vendor-Neutral On-Prem · Cloud · Hybrid Physics-Validated AI Research-Led Proven Before Scaled Material Discovery CAM Automation Manufacturing ERP Drawing → Quote Dynamic Pricing Digital SOPs Vendor-Neutral On-Prem · Cloud · Hybrid Physics-Validated AI Research-Led Proven Before Scaled
// 01 Products

Six products. One research-led core.

Each product is a deep-dive in its own right. Built to stand alone, engineered to compound when combined.

PRD-01

MIOS

Material Intelligence Operating System

An AI operating system for material discovery. Describe the properties you need and MIOS returns Pareto-optimal alloy candidates with full traceability and uncertainty bounds.

Materials Discovery Explore →
PRD-02

CodeMill

AI Machine-Program Generation

CodeMill reads your 3D model and 2D drawing, understands the features and tolerances, and generates a verified CNC machine program, toolpaths, operations and post-processed code.

CAM Automation Explore →
PRD-03

BOSS

ERP Built for Manufacturers

A manufacturing-first ERP with AI woven through the core, planning, production, inventory, quality and finance on one real-time system that understands the shop floor.

Enterprise Operations Explore →
PRD-04

QuoteForge

Engineering Drawing to Quote, with AI

QuoteForge reads engineering drawings and 3D models, extracts features and GD&T, estimates process, material and time, and produces a defensible quote, in minutes, not days.

Sales Engineering Explore →
PRD-05

Price Joule

Multi-Dimensional Pricing AI

Price Joule manages pricing across many dimensions and parameters at once, volume, customer, region, cost, lead time, competition, and recommends the price that protects margin and wins the order.

Revenue & Margin Explore →
PRD-06

WorkJoule

AI-Based Digital SOPs

WorkJoule turns static SOP documents into interactive, AI-guided digital procedures, context-aware, step-verified, and continuously improved from how work actually happens.

Operational Excellence Explore →
// 03 The Approach

Research-led, not hype-led.

L2M Labs began as a research practice that asked one question for manufacturers: is AI truly required here, and if so, where? That discipline is now built into every product we ship.

We don't scale by diluting research quality, and we don't build without proof of viability. Clarity before capital. Proven before scaled.

Read our charter

Process before technology

We study how you actually work before recommending any tool. The process leads; the technology follows.

Vendor-neutral by charter

No commissions, no reseller incentives. Build, buy or avoid, the recommendation serves you, not a vendor.

Proven before scaled

Every claim is validated, physics checks, uncertainty bounds, reproducible decisions. We do not build without proof of viability.

AI where it earns its place

AI is a means, not the goal. We deploy it only where it measurably beats the alternative for your data and constraints.

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AI products across the lifecycle

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deployment modes, on-prem, cloud, hybrid

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traceable, reproducible decisions

0

vendor commissions, ever

// 04 Industries

Built for the people who make things

Wherever precision, materials and machines matter, L2M's products and services earn their place.

01

Aerospace & Defense

Certifiable alloys, tight-tolerance machining and full traceability for flight-critical parts.

02

Automotive

High-volume quoting, dynamic pricing and digital work instructions for tier suppliers and OEMs.

03

Heavy & General Engineering

Complex BOMs, made-to-order production and ERP that fits engineered products.

04

Energy & Turbines

High-temperature alloy discovery and machining for turbines, valves and pressure parts.

05

Tool, Die & Machining

Automated CAM programming and instant drawing-to-quote for high-mix job shops.

06

Metals & Alloys

Material intelligence for new alloy development, substitution and qualification.

07

Electronics & Semiconductors

Precision process control, pricing and digital SOPs at production scale.

08

Industrial Equipment

End-to-end ERP, pricing and SOPs for configured, made-to-order machinery.

Why L2M Labs

A research partner that ships product.

L2M Labs Private Limited sits at the rare intersection of deep research and shipped software. We study your process, prove what's viable, and deliver products you own, deployed on your infrastructure, free of vendor lock-in.

Incubated at Chennai Institute of Technology Chennai, India
  • Dedicated research partner, not a reseller
  • Defensible go/no-go decisions with full technical rationale
  • Reproducible, auditable AI, uncertainty on every claim
  • Your data, your infrastructure, your IP