Illustration of Wet-Lab Co-Pilot

Bench:
Wet-lab Co-pilot

Bench predicts experimental conditions and generates reliable, lab-ready protocols—from expression through purification and structural characterization. Stop wasting lab cycles on trial-and-error. Powered by AI models and agents, Bench reviews thousands of papers and proposes evidence-backed methods tailored to your protein's characteristics. Get protocols in 10 minutes that would take weeks of manual review.

Orbion Platform's Expression Protocol for Hemoglobin A2B2 Complex

Wet-lab work is full of trial and error.

Designing experimental protocols requires reviewing dozens of papers, synthesizing contradictory methods, and making educated guesses. Each wrong decision—wrong expression system, incompatible buffer, suboptimal crystallization condition—costs weeks and €10K-50K. You're iterating blindly without knowing what actually works for your specific protein.

Illustration Representing Trial-and-Error Workflows

Trial-and-Error Workflows

Every purification attempt means guessing pH, salt, and column choice. Wrong choices restart from expression—2-4 weeks lost per cycle. Novel proteins have no reference protocols.

Illustration Representing Fragmented Know-how

Fragmented Know-how

Expression conditions in one paper, buffer stability in another, crystallization tricks in a third. Synthesizing 50+ papers takes weeks. Contradictory methods add confusion. Manual knowledge integration that should be automatic.

Illustration Representing Hidden Pitfalls

Hidden Pitfalls

Incompatible reagents slip into drafts unnoticed. Reducing agents inactivating proteins, pH causing aggregation, tags blocking sites—buried in supplementary materials. Each mistake requires another iteration cycle.

From Guesswork to Guided Work with Bench

Bench turns your protein sequence into evidence-backed starting points you can run, edit, and iterate—so experimental cycles shorten and learning compounds run-to-run. Stop guessing. Start with AI-generated protocols grounded in literature.

Illustration Representing Ready-to-Run

Lab-Ready Protocols

Bench generates protocols for expression, purification, crystallization, and cryo-EM with buffer compositions, instructions, troubleshooting, and citations. 10 minutes instead of 2 weeks.

Illustration Representing Work on Tough Targets

Work on Tough Targets

Specialized protocols for GPCRs, membrane proteins, and complexes—LCP crystallization, detergent optimization, co-expression. Novel targets without published protocols? Bench generates approaches from similar proteins.

Illustration Representing Guardrails for Success

Guardrails for Success

PTM-aware expression system selection. Needs N-glycosylation? E. coli ruled out. Requires phosphorylation? Mammalian recommended. Avoid €10K-50K failed experiments from wrong choices.

Orbion Platform's Bench Screen Showing an Expression Protocol for Hemoglobin A2B2 Complex

FAQ

What is Orbion?

Orbion is an AI-powered platform that helps protein researchers accelerate their work by providing comprehensive protein characterization, mutation design suggestions, and automated experimental protocol generation—all from a single protein sequence.

How accurate is Orbion's protein characterization?

Orbion achieves 90%+ accuracy for PTM predictions on well-characterized proteins when compared to experimental data. Structure predictions use AlphaFold (Monomer and Multimer) with confidence scoring via pLDDT and PAE metrics. All predictions include confidence scores so you know which regions to trust.

How are Orbion's predictions validated?

Our PTM predictions achieve 90%+ accuracy on well-characterized proteins when compared to experimental data. Protocols are grounded in published literature and cite specific papers. We're actively building wet-lab validation partnerships to further improve accuracy.

Which proteins can Orbion work with?

Orbion works with any protein sequence—cytoplasmic, membrane, GPCRs, transporters, enzymes, antibodies, and multi-chain complexes. Submit single chains or entire complexes with multiple subunits. If you have a sequence or UniProt ID, Orbion can analyze it.

Can Orbion analyze protein complexes?

Yes! Orbion supports multi-chain protein analysis using AlphaFold Multimer. Submit multiple chains to get interface predictions, chain interaction analysis, PTMs at interfaces, and complex-specific protocols. We identify which residues are at interfaces, predict interaction confidence, and generate protocols for complex assembly and characterization.

Is there a free trial?

Yes! You can have a one week free trial free to see Orbion's predictions and protocol generation in action.

How is this different from just using AlphaFold?

AlphaFold predicts structure (monomers and multimers). Orbion goes further by predicting PTMs, binding sites, interface residues for complexes, suggesting mutations, and generating complete experimental protocols—all integrated into one platform. We also provide expression system-specific predictions, conservation analysis, and complex-specific protocols not available elsewhere. For multi-chain complexes, we analyze interfaces, identify interaction hotspots, and generate assembly protocols.

What types of proteins work best with Orbion?

All protein types work with Orbion: cytoplasmic proteins, membrane proteins, GPCRs, transporters, enzymes, kinases, antibodies, and multi-chain complexes. Both well-characterized proteins and novel targets benefit from AI predictions. Membrane proteins and GPCRs especially benefit from expression system recommendations.

FAQ

What is Orbion?

Orbion is an AI-powered platform that helps protein researchers accelerate their work by providing comprehensive protein characterization, mutation design suggestions, and automated experimental protocol generation—all from a single protein sequence.

How accurate is Orbion's protein characterization?

Orbion achieves 90%+ accuracy for PTM predictions on well-characterized proteins when compared to experimental data. Structure predictions use AlphaFold (Monomer and Multimer) with confidence scoring via pLDDT and PAE metrics. All predictions include confidence scores so you know which regions to trust.

How are Orbion's predictions validated?

Our PTM predictions achieve 90%+ accuracy on well-characterized proteins when compared to experimental data. Protocols are grounded in published literature and cite specific papers. We're actively building wet-lab validation partnerships to further improve accuracy.

Which proteins can Orbion work with?

Orbion works with any protein sequence—cytoplasmic, membrane, GPCRs, transporters, enzymes, antibodies, and multi-chain complexes. Submit single chains or entire complexes with multiple subunits. If you have a sequence or UniProt ID, Orbion can analyze it.

Can Orbion analyze protein complexes?

Yes! Orbion supports multi-chain protein analysis using AlphaFold Multimer. Submit multiple chains to get interface predictions, chain interaction analysis, PTMs at interfaces, and complex-specific protocols. We identify which residues are at interfaces, predict interaction confidence, and generate protocols for complex assembly and characterization.

Is there a free trial?

Yes! You can have a one week free trial free to see Orbion's predictions and protocol generation in action.

How is this different from just using AlphaFold?

AlphaFold predicts structure (monomers and multimers). Orbion goes further by predicting PTMs, binding sites, interface residues for complexes, suggesting mutations, and generating complete experimental protocols—all integrated into one platform. We also provide expression system-specific predictions, conservation analysis, and complex-specific protocols not available elsewhere. For multi-chain complexes, we analyze interfaces, identify interaction hotspots, and generate assembly protocols.

What types of proteins work best with Orbion?

All protein types work with Orbion: cytoplasmic proteins, membrane proteins, GPCRs, transporters, enzymes, kinases, antibodies, and multi-chain complexes. Both well-characterized proteins and novel targets benefit from AI predictions. Membrane proteins and GPCRs especially benefit from expression system recommendations.

FAQ

What is Orbion?

Orbion is an AI-powered platform that helps protein researchers accelerate their work by providing comprehensive protein characterization, mutation design suggestions, and automated experimental protocol generation—all from a single protein sequence.

How accurate is Orbion's protein characterization?

Orbion achieves 90%+ accuracy for PTM predictions on well-characterized proteins when compared to experimental data. Structure predictions use AlphaFold (Monomer and Multimer) with confidence scoring via pLDDT and PAE metrics. All predictions include confidence scores so you know which regions to trust.

How are Orbion's predictions validated?

Our PTM predictions achieve 90%+ accuracy on well-characterized proteins when compared to experimental data. Protocols are grounded in published literature and cite specific papers. We're actively building wet-lab validation partnerships to further improve accuracy.

Which proteins can Orbion work with?

Orbion works with any protein sequence—cytoplasmic, membrane, GPCRs, transporters, enzymes, antibodies, and multi-chain complexes. Submit single chains or entire complexes with multiple subunits. If you have a sequence or UniProt ID, Orbion can analyze it.

Can Orbion analyze protein complexes?

Yes! Orbion supports multi-chain protein analysis using AlphaFold Multimer. Submit multiple chains to get interface predictions, chain interaction analysis, PTMs at interfaces, and complex-specific protocols. We identify which residues are at interfaces, predict interaction confidence, and generate protocols for complex assembly and characterization.

Is there a free trial?

Yes! You can have a one week free trial free to see Orbion's predictions and protocol generation in action.

How is this different from just using AlphaFold?

AlphaFold predicts structure (monomers and multimers). Orbion goes further by predicting PTMs, binding sites, interface residues for complexes, suggesting mutations, and generating complete experimental protocols—all integrated into one platform. We also provide expression system-specific predictions, conservation analysis, and complex-specific protocols not available elsewhere. For multi-chain complexes, we analyze interfaces, identify interaction hotspots, and generate assembly protocols.

What types of proteins work best with Orbion?

All protein types work with Orbion: cytoplasmic proteins, membrane proteins, GPCRs, transporters, enzymes, kinases, antibodies, and multi-chain complexes. Both well-characterized proteins and novel targets benefit from AI predictions. Membrane proteins and GPCRs especially benefit from expression system recommendations.