Forward Deployed AI

Your hardest AI problems won't come off the shelf.

Yarnit Forward Deployed AI builds production-grade AI agents and agentic systems around the data, knowledge and workflows unique to your enterprise.

Trusted by marketing teams shipping across brands, markets and channels every week

Production AI

Enterprise systems beyond prototype

3 Core Industries

Retail · Life Sciences · Manufacturing

Flexible Deployment

Enterprise cloud · private cloud · client-controlled environments

What we build

Agentic AI built around your enterprise.

We design and deploy AI systems for workflows where enterprise context, specialized reasoning and integration matter.

Enterprise Agents & Agentic Workflows
AI systems that can reason, coordinate and act across complex business processes requiring planning, specialist reasoning, verification and enterprise tool use.
Intelligence & Decision Systems
Connect structured data, domain knowledge and business rules to systems that analyze, prioritize, recommend and support complex decisions.
Context & Knowledge Systems
Build the context engineering layer through knowledge graphs, context graphs, retrieval and memory architectures that help agents understand relationships, meaning and business state.
How it works

From a model to a working system.

Enterprise Data

Operational, customer, product and analytical data

Documents & Knowledge

Policies, research, manuals and enterprise content

Business Rules

Policies, constraints and decision logic

External Signals

Market, competitor and domain data

User & Workflow State

Identity, session and process context

Context Engineering

Retrieval, ranking and context assembly

Knowledge Graphs

Entities, relationships and semantic structure

Memory

Persistent and transient agent memory

Multi-Agent Orchestration

Planning, delegation and verification

Evaluation & Guardrails

Validation, observability and oversight

Enterprise Agents

Reasoning and specialist capabilities

Tools & Actions

APIs, systems and operational execution

Business Workflows

Human-in-loop and autonomous processes

Applications

Assistants, intelligence systems and interfaces

Outcomes

Decisions, actions, content and recommendations

Multi-Agent Orchestration
Specialized agents plan, reason, verify and execute different parts of complex workflows.
Context Engineering
Give each agent the right knowledge, relationships, memory, state and tool outputs at the moment it needs them.
Governed Execution
Connect reasoning to enterprise tools and actions with evaluation, observability and human oversight built in.
Platform

Forward Deployed AI, built on the Yarnit Platform.

Forward Deployed solutions use the same reusable foundation for agents, context, memory, tools, evaluation and enterprise controls that powers Yarnit products.

Reusable enterprise foundation

Built on the Yarnit platform.

A shared architecture for agents, context, memory, tools, evaluation and enterprise controls — configured around the problem instead of rebuilt for every use case.

Explore the Yarnit Platform
Explore the Yarnit Platform

YaOS

Agent engineering and orchestration through reusable workflows, agents, tools and production patterns.

Memora

Enterprise AI memory that carries persistent and transient context across interactions and workflows.

Contextual Intelligence

Context engineering across structured knowledge, relationships, retrieval and context assembly.

Agents & Tools

Reusable agents, enterprise connectors and operational tools that connect reasoning to action.
Industries

Forward Deployed AI for complex industries.

The architecture is reusable. The intelligence is not generic. Our work is grounded in the data, language, constraints and decisions specific to each industry.

Retail & Consumer Brands

Forward Deployed AI across commerce, merchandising, marketing and customer intelligence.

Explore Retail & Consumer
Explore Retail & Consumer

Life Sciences

Governed AI for scientific, HCP, commercial and enterprise knowledge workflows.

Explore Life Sciences
Explore Life Sciences

Manufacturing

AI agents and intelligence systems for engineering, diagnostics, testing and operational workflows.

Explore Manufacturing
Explore Manufacturing
Forward Deployed AI

Bring us the problem that doesn't fix in a box

Build an AI system around the context, knowledge and workflows that make your enterprise different.

Section Bg