Research
Research on how supply chains can trust agents with real work.
Our research covers portable context, model routing and agent safety for supply chains. No paper is published yet. This page sets out the themes, the papers in preparation and the standards we will hold them to.

- Status
- In preparation
- Published
- No papers yet
- Themes
- Portable context, model routing and agent safety
- In development
- The Supply Chain AI Index, a benchmark for AI models
Research themes
Three research themes, each built into a product.
Each theme is a question our customers ask before they let software act on their operations. The same questions shape the platform, and each theme links to the product that answers it.
- Portable context
Context that a company owns and can move
How the records, decisions and reasons of an operation can be held in a form the company owns and can carry across models and platforms.
How SymContext applies it - Model routing
The right model for each task
How to choose between frontier, open-weight and fine-tuned models on cost, quality, speed and data rules, and how to measure that choice.
How SymRouter applies it - Agent safety
Agents that act inside clear limits
Permissions, approval thresholds, injection checks and audit trails for software that is allowed to act on supply chain work.
How SymTrust applies it
Papers in preparation
The papers we are writing, by working title.
These papers are in preparation. None can be read or downloaded yet, and this page will say so until the day that changes.
Working titles
Each title may change before publication. A paper receives a date and named authors only on the day it is published.
The AI-native supply chain
Coming soonHow AI-native architectures change planning stacks built on fixed rules, and what has to change underneath them first.
From automation to agency
Coming soonA practical framework for putting agents inside planning, procurement and logistics workflows while keeping governance, auditability and human control intact.
Trust, risk and governance in agentic operations
Coming soonWhat a reliability and governance model looks like when software is allowed to act on mission-critical supply chain work.
Related: SymTrustOperations graphs and the autonomous supply chain
Coming soonWhy a graph of orders, shipments, documents and suppliers is the base that autonomy needs.
Related: SymContext
Until then
Hear from us when the first paper is published.
We do not run a mailing list. A short note through the contact page is enough. If you would like to contribute tasks, the Supply Chain AI Index welcomes them.
Tell us which theme matters to you
Name the theme and your role. We will write to you when a paper on it is published.
Contact usAvailable today
- Supply Chain AI IndexOur benchmark of AI models on supply chain questions and agentic workflows. No results are published yet.
- BlogLong reads on coordination, exceptions and agents at work.
- AI readiness quizA short self-assessment that shows where to start.
- All resourcesEvery resource type and its current status.

See the same ideas at work in the platform.
Portable context, model routing and agent controls are what Symplichain is built around. We will walk you through them on a workflow you choose.