Products
Three assets. One system.
Axiom™, the design agent, proposes; Ark™ wet lab and cryo-EM measure; the data infrastructure turns every round of evidence into the starting point of the next. You state the design brief, the whole system designs or optimises, and you receive a traceable report.
One brief, and how it moves through the system.
From brief to report is a line; between design and optimisation is a loop that can repeat; every piece of evidence for an optimisation round is measured by Ark™ and settles into the data infrastructure.
Axiom™ proposes. Our scientists decide.
Axiom™ is an antibody-design agent: on a given antibody framework it generates CDRs and binding poses, scores them with multiple models and coded criteria, and optimises within a bounded number of rounds. It is not software you log into; it is the R&D engine abYcloud runs internally. Budget, production authorisation and final delivery are signed off by people.
- A fixed procedure, provably without skipped stepsEntry to and completion of every step is decided by code, not by the model’s own account.
- Criteria judge independentlyThe model proposes; the criteria layer scores and releases. The model cannot approve its own work.
- Every candidate carries full provenanceFrom frozen input to final ranking, everything can be recomputed.
Every round converges on a measured structure, not a prediction.
Ark™ automated wet lab turns Axiom™ candidates into molecules and measures their binding; cryo-EM resolves the complex to near-atomic resolution. That measured evidence returns to the optimisation loop and settles into the data infrastructure. Ark™ is where the system’s evidence comes from, and where the agent’s improvement comes from.
- Automated wet labExpression, purification and binding assays, scheduled by round.
- Cryo-EM inside the loopAI-driven structure determination, > 70% lower cost.
- Structure-level feedbackWhat returns is a measured structure, not a predicted score.
Gold-standard data, AI-ready.
Antibody–antigen complexes, cryo-EM structures, precomputed structural properties and developability metadata, unified as training-grade datasets. It is the ground Axiom™ stands on, and the layer that is thicker after every campaign.
- Curated complexesAntibody–antigen complexes with precomputed properties.
- Cryo-EM gold standardExperimental ground-truth structures from Ark™.
- Developability metadataA first-class input to every scoring pass.
The system gets stronger with use.
We understand this as recursive self-improvement at the system level: not an agent rewriting itself, but every campaign leaving the knowledge base thicker, the criteria sharper and the toolchain newer. The next Axiom™ starts higher.
- 01The knowledge base grows with accumulated data
Each round’s measured structures and binding data enter the data infrastructure and become the next design’s starting point.
- 02Criteria keep calibrating on measurements
Ark™ results keep correcting the scoring and release thresholds, bringing filtering closer to experimental truth.
- 03The toolchain iterates with each campaign
The weaknesses a campaign exposes become the next version of the tools and the procedure.
Working with us, in three steps.
- 01Brief
Tell us the target, the existing framework and the goal; we confirm feasibility and freeze the input.
- 02Design and optimise
The whole system runs: Axiom™ designs, criteria filter, Ark™ measures — repeated until it converges.
- 03Report
Candidate ranking, criteria verdicts and full provenance — a report you can recompute.
Let’s talk about your target and design goals.
One conversation is enough to tell whether this system can take on your project.