
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.

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.

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.

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.

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.

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.

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.

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.
