AI preproduction platform for product, design, and engineering

Execution moves at the speed of alignment.

LaiNS gives teams with agents one operating context for decisions, coordination, and delivery.

Organizational challenges LaiNS helps teams overcome.

Fragmented context and decisions

Critical information is scattered across chats, meetings, documents, and tools, making it difficult to establish a shared source of truth.

LaiNS attaches decisions and artifacts to shared initiatives, stages, and owners, preserving the source context every team and agent works from.

Signals from chats, meetings, documents, and tools remain disconnected from a shared source of truth.

Poor visibility into readiness and risk

Stakeholders struggle to determine what is complete, what remains uncertain, where decisions conflict, and whether an initiative is ready to advance.

LaiNS makes required artifacts, reviews, dependencies, and gate status explicit at each stage, revealing readiness and risk before work advances.

Visible progress conceals unresolved risks, conflicting decisions, and missing evidence.

Loss of organizational knowledge

Decisions, rationale, assumptions, and lessons are rarely preserved in structured, reusable forms that humans and AI systems can reliably access later.

LaiNS provides a turnkey knowledge base, programmatically curated from confirmed artifacts and decisions by organization, product, initiative, and stage.

Structured knowledge fades before it can reach the next initiative, which begins without that context.

Explore Solutions

Connect every part of execution in one shared system.

Move from idea to proof before heavy preproduction.

Prototype-first
Proof before specification
Discipline preproduction

Start with a working prototype. Once the idea proves itself, LaiNS expands it into Product, Design, and Engineering preproduction before handoff.

A natural-language instruction forms a reviewed pipeline from Idea to Prototype, through a Proof gate, into parallel Product, Design, and Engineering preproduction, then Execution ready.

Explore the system

One operating system for people and agents.

People set direction. LaiNS structures context, governs execution, and runs specialized agents through the right models and connected systems.

Functions / flexible ownership

Choose who leads every function.

Set human-led, agent-led, or shared ownership under one governed operating model.

Every function can beHuman-ledSharedAgent-led

Mix modes by function. People retain governance.

Leadership
Product
Design
Engineering
Operations

LaiNS HarnessOperating context + agent orchestration

Structure, govern, and execute.

DefineInitiatives
Pipelines

PreserveArtifacts
Knowledge

OperationalizeSkills
Automations

Agent orchestration + configuration

Specialized agents

Organization and stage agents configure how work runs, coordinate execution, and surface findings for review.

Organization
Stage agents
Research
Critique
Consistency
Synthesis

Model providersChoose the best fit for each task.

Gemini
Kimi
Mistral
Perplexity
xAI
Z.ai

Third-party servicesThe tools teams use to plan, create, build, and automate.

Planning & delivery

Knowledge & design

Adobe
Figma

AI development

Claude Code
Codex
Higgsfield
Midjourney
Nano Banana

Automation & agents

Goose
Hermes Agent
Make
OpenClaw

Bring us the workflow your tools can’t untangle.

We’re currently onboarding a limited number of design partners to help shape the platform. We’re looking for product, engineering, design, and production teams that manage complex preproduction workflows.

Bring a complex workflow
Map the coordination gaps
Shape the platform together