Customer stories

Programme•Ecosystem

Symplichain and the NVIDIA Inception Program.

Symplichain is a member of NVIDIA Inception, a free programme that supports startups through product development, prototyping and deployment. It helps us train and serve the fine-tuned models that read supply chain documents and voice. This page describes a programme membership. It is not a customer story.

Why it matters

Supply chain evidence is a hard modelling problem.

Most of the evidence in a supply chain arrives as a photograph of a piece of paper. Reading it reliably is a vision and speech problem before it is a language problem.

  1. 01

    Documents from the field

    A proof of delivery photographed in a truck cab, a stamped invoice or a handwritten gate entry. Captures arrive in whatever condition the field produced them.

  2. 02

    Voice from the floor

    A voice note from a driver on a noisy dock, sometimes in more than one language, has to become a record that a workflow can use.

  3. 03

    Compute to train

    Models that read this evidence well need training and serving on accelerated computing, which is hard for a startup to arrange alone.

What membership gives

Engineers, resources and an ecosystem.

NVIDIA Inception helps startups at the stage where access is the constraint. It is a programme membership. It is not a reseller agreement or a certification.

  • Technical resources that shorten the path from a model idea to a trained model.
  • Guidance from NVIDIA engineers on frameworks, optimisation and serving.
  • A serving path on accelerated computing as volume grows.
  • A network of startups and partners who work on adjacent problems.

How the pipeline works

From raw evidence to a decision you can audit.

SymVision and SymSpeech are fine-tuned models inside SymModels™. They work within a four-step pipeline that turns field evidence into linked records.

  1. 01

    Collect

    Documents, photographs and voice notes arrive from the field in whatever condition the field produced them.

  2. 02

    Restore

    Poor captures, such as a blurred photograph, are cleaned up where possible so that they can be read.

  3. 03

    Read

    SymVision extracts the fields that matter and links them to the shipment, invoice or order they belong to.

  4. 04

    Carry

    The extracted context travels with the workflow, so the next agent does not start from zero.

What it means for customers

Faster iteration on the models behind the platform.

Membership helps us iterate faster on our fine-tuned models, and it gives us a serving path that we do not have to invent from first principles.

Programme member since January 2025

We announced the membership in our newsroom. The article explains what the programme is and why we joined it.

Read the announcement
  • Fine-tuned models for documents and voice sit in SymModels beside frontier and open-weight models.
  • SymRouter™ sends each task to the model that fits it, and that includes the fine-tuned models.
  • Customers keep their choice of model. The membership does not tie the platform to one provider.

The platform behind it

The products that use these models.

SymModels holds the fine-tuned models beside frontier and open-weight models, and SymRouter sends each task to the model that fits it.

See what the models read from your documents.

Bring a document your team reads by hand today. We will show you how the platform reads it and where each field comes from.