---
title: Design and discover | SpinForge
url: https://spin-forge.com/platform/discovery-design
description: Choose the computational discovery task your team needs: candidate design, physics-grounded scoring, reconstruction, materials data or optimization research.
---

DISCOVERY & COMPUTATIONAL DESIGN

# Design and discover

Choose the computational discovery task your team needs: candidate design, physics-grounded scoring, reconstruction, materials data or optimization research.

THE CHALLENGE

## Explore the possibilities.
Evaluate the candidates.

Generating candidates, evaluating them and deciding what to try next are different jobs. A strong computational score is not the same as an experimentally established result.

HOW SPINFORGE HELPS

Start with the relevant existing application. SpinForge Bio and AMDE share Discovery Core; the synthesis family supplies distinct learning, scoring, reconstruction and improvement products. Combined workflows receive their own integration and evaluation scope.

WHAT YOU RECEIVE

## A useful delivery.
Not just an algorithm.

01

### The application output agreed for your research task

02

### Candidate, score, reconstruction or analysis records

03

### Domain-appropriate evaluation and provenance

04

### A defined handoff to your next experiment or workflow

ILLUSTRATIVE CUSTOMER WORKFLOW

## A protein binder candidate panel

SpinForge Bio takes a supported protein target and produces the owner-described panel of 96–384 ranked candidates for downstream synthesis and evaluation. Discovery Core also supports AMDE’s distinct physics-scoring role.

WHAT YOU BRING

Your supported target, model or input data, design constraints, intended output and the numerical or experimental criteria you will use to evaluate it.

WHAT WE EVALUATE

Conformance to the agreed input and output, computational quality, cost of generation and evaluation, and the domain-specific experimental or numerical checks.

Computational candidates are not evidence of experimental binding, clinical suitability or laboratory validation. Existing synthesis products remain independently available; the family architecture is not a blanket claim of measured gains on every task.

CHOOSE HOW TO WORK

## Use the software.
Or commission the work.

### Software for your team

Choose an evaluation or a qualified production workflow. Compatible methods and shared checks inside its activation scope are included once. Infrastructure is separate.

[See plans and deployment scope](https://spin-forge.com/plans?configuration=discovery-design)

### SpinForge does the work

Agree the baseline, deliverables, effort and acceptance before implementation. Request managed operation only when it is part of the desired scope.

[Discuss an engagement](https://spin-forge.com/contact?outcome=discovery-design&delivery=engineering)

FOR A CLOSER LOOK

**Products for this workflow + **These are relevant capabilities to evaluate—not mandatory purchases or an assertion that every combination is already integrated.

[SpinForge Bio Protein binder design producing a ranked candidate panel for downstream synthesis and evaluation. ](https://spin-forge.com/discovery/bio) [AMDE + ALCHEMI Physics-grounded drug-discovery scoring through GPU molecular dynamics. ](https://spin-forge.com/synthesis/amde-alchemi) [SpinForge Discovery Core The shared computational engine behind AMDE and SpinForge Bio. ](https://spin-forge.com/discovery/core) [Annealed Splatting Hybrid 3D reconstruction using annealing for structure and gradients for parameters. ](https://spin-forge.com/synthesis/annealed-splatting) [GARMO Scientist An autonomous discovery product organized around perceive  hypothesize  experiment  learn. ](https://spin-forge.com/synthesis/garmo-scientist) [Materials Factory A self-improving materials-data pipeline built on the SpinForge core. ](https://spin-forge.com/synthesis/materials-factory) [SpinForge Warp Differentiable annealing that lets a learning workflow backpropagate through optimization. ](https://spin-forge.com/synthesis/warp)

[Browse the complete catalog](https://spin-forge.com/catalog)

**Specialist workflows and technical detail + **[SpinForge Synthesis](https://spin-forge.com/synthesis) [Discovery & Bench](https://spin-forge.com/discovery) [Scientific & numerical computing](https://spin-forge.com/solutions/scientific-computing)

YOUR NEXT WORKLOAD

## Bring the problem.
Start with what matters.

Tell us what needs to improve, what you use today and which requirements cannot change.

[Discuss your workload](https://spin-forge.com/contact?outcome=discovery-design) [Browse all products](https://spin-forge.com/catalog)