Platform

Bench

From Picks to Protocol

The in-silico work only pays off if it makes it into the lab. Bench turns your top-ranked constructs and mutations into a literature-grounded, step-by-step protocol — adapted to your target and host.

Literature SearchAdaptive ProtocolsVector SelectionExpression Host
Codon-OptimizeE. coli
Express + IMACNi-NTA
3SEC PolishSuperdex 200
4Thermal-Shift QCnanoDSF
A Generated Protocol, Adapted to Target and Host
Signature Strength

A Protocol, Not a Template

Bench starts from your ranked pick, searches what has actually worked on similar targets and hosts, and writes a runnable protocol around it — vector, strain, construct layout, and expected outcomes included.

5
Protocol Stages, from Expression to Optimisation

See It in the Workspace

From a Ranked Pick to a Runnable Protocol

Each stage arrives with its construct design, its expected outcomes, and its sources — and waits for your approval before the next one opens.

ÇB
Dashboard / Wet-Lab Trials / Tumor Necrosis Factor

Tumor Necrosis Factor

Overview
Characterize
Stabilize
Design
Bench
Progress
Select a step to view its protocol.
ExpressionCompleted
PurificationNot Started
CrystallizationNot Started
Cryo-EMNot Started
OptimisationNot Started
Selected Options
Goal
High-Yield Production
Expression System
E. coli BL21(DE3)
Construct
Bacterial Soluble TNF-Domain MBP Fusion

Expression

Approve ExpressionContinue
Was This Protocol Useful? Refine
System GeneratedPotential Success: HighComplexity: Low
Expected Outcomes
Yield: 80–140 mg/L Culture~3 Days
Soluble Fraction 60–85% · Expression Time 16–20 h · Harvest OD600 2.5–5.0
Construct DesignMaturepMAL-c5X-Derived TEV-Modified VectorE. coli
N
MBP
TEV
His6
Target (81-233)
C
  • • The expressed target region is residues 81–233 only; the native transmembrane segment and proximal stalk are intentionally excluded from the expression design.
  • • The construct is optimized around a solubility fusion and a prediction-guided domain boundary.
Protocol6 Steps · Cited
  1. 1
    Transformation
    Transform BL21(DE3) with the expression vector; plate on LB agar + 100 µg/mL ampicillin, 37 °C overnight.
  2. 2
    Pre-Culture
    Inoculate a single colony into 5 mL LB + antibiotic; 37 °C, 220 rpm, overnight.
  3. 3
    Expression Culture
    Dilute 1:100 into 1 L Terrific Broth; grow at 37 °C to OD600 0.6–0.8.
  4. 4
    Induction
    Cool to 18 °C, induce with 0.3 mM IPTG, express 16–20 h at 220 rpm.
  5. 5
    Harvest
    Pellet at 5,000 × g for 15 min; flash-freeze and store at −80 °C.
Illustrative Protocol Run · Every Step Cited, Refinable, and Adapted to Target and Host

How It Works

The Last Mile, from Prediction to Protocol

A ranked construct is only useful if you can make it. Bench closes the loop — grounding every step in the literature and adapting it to your target.

01

Start from a Pick

Carry the top-ranked construct or variant straight from Design and Stabilize into a protocol.

02

Ground in Literature

Bench searches the literature for what has worked on similar targets and hosts — and cites it.

03

Adapt the Protocol

Steps, vectors, and expression host are tailored to your specific target, not a generic template.

04

Run It

A clear, step-by-step protocol your team can take straight to the lab — and iterate on.

Example · Generated Protocol

Codon-OptimizeE. coli
Express + IMACNi-NTA
3SEC PolishSuperdex 200
4Thermal-Shift QCnanoDSF

In Detail

Everything a Bench Run Produces

A protocol is only useful if it is specific, sourced, and yours to change. Here is what each run gives you.

Protocol Stages

  • Expression
  • Purification
  • Crystallization
  • Cryo-EM
  • Optimisation

The Generated Experiment

  • A System-Generated First Draft
  • A Potential-Success and Complexity Read
  • Iteration History Kept per Run
  • Refine Any Step in Place

Expected Outcomes

  • Predicted Yield Range, in mg/L Culture
  • Soluble Fraction
  • Expression Time
  • Harvest OD600

Construct Design

  • Vector Suggestion
  • Expression System and Strain
  • Tag, Fusion, and Cleavage-Site Layout
  • The Rationale Behind Each Domain Boundary

Literature Grounding

  • Searches What Has Worked on Similar Targets and Hosts
  • Cites Its Sources, So You Can Check Them
  • Adapted to Your Target, Not a Generic Template

Handoff & Control

  • Carries Picks Straight from Design and Stabilize
  • Approve Each Stage Before the Next Opens
  • Export the Protocol for Your Team
  • Thumbs Up or Down on Every Generated Step

Bench writes protocols for your team to run. Orbion is fully computational and operates no wet lab of its own.

Take It to the Bench

Turn your top-ranked picks into a literature-grounded protocol adapted to your target and host — so the in-silico work actually reaches the lab.