Week of July 6, 2026
Compound ReviewCRO DirectoryAdaptyv BioCreditsAdminBug Fixes
CRO Directory, Compound Review pipeline importer, Adaptyv Bio key validation, and credit-system polish
New features
- Launched a CRO Directory in the admin panel, giving admins a centralized view of contract research organizations to accelerate quote and outreach workflows.
- Added a pipeline importer with drag-and-drop in Compound Review, letting you seed reviews directly from prior pipeline outputs without manual re-entry.
- Introduced a Resend Invite action so admins can re-send user invitations without recreating them.
- Added an admin result-download endpoint and a client outreach summary to streamline post-run reporting.
Improvements
- Enhanced Compound Review with campaign tagging and like/dislike feedback on compounds, plus additional review workflow refinements.
- Added a right-hand-side panel for My Experiments and Admin Quote tickets so context stays visible while you work.
- Refreshed the sidebar with a minimize toggle for the Credit Usage widget and restricted the billing link to admins for cleaner navigation.
- Enforced a 1,000,000-credit cap on overage usage to protect accounts from runaway consumption.
- Streamlined the metered credit configuration by removing legacy pricing multipliers, producing more predictable billing behavior.
- Improved Adaptyv Bio integration UX: the platform now live-validates stored API keys and surfaces missing or invalid credentials with clearer 401/403 error messaging across all Adaptyv Bio pages.
- Improved batching behavior in Compound Review for large compound sets.
Bug fixes
- Fixed the ⌘/Ctrl + [ shortcut so it now correctly collapses the left sidebar in classic navigation mode.
- Resolved a pose-loading issue in ensemble docking that could prevent results from rendering after a run.
- Fixed an issue where a feature flag was not applied correctly during pipeline execution.
July 2026
BillingCreditsCompound ReviewUIPerformance
Metered Credits, Compound Review Compare & Campaign, and a Refreshed Sidebar
Metered Credit System
- Rolled out the Metered Credit System, moving from preview to full usage-based credit accounting for a clearer, fairer billing experience.
- Introduced Credit Bundles — prepaid and postpaid bundles to match usage patterns.
- Added a cap on overage credits to protect against unexpected usage spikes.
- Streamlined credit bundle options based on early user feedback.
Compound Review
- Added Compare & Campaign to Compound Review — compare compounds side by side, with campaign tracking and like/dislike feedback.
Platform
- Refreshed the sidebar interface for easier navigation.
- Delivered performance improvements across the platform.
June 2026
CreditsProject HubNavigationTeam ChatRevQSAR
Metered Credit Preview, Project Hub Timeline, and Navigation Updates
Billing
- Introduced the Metered Credit System (Preview), a refreshed credit experience ahead of full usage-based credits.
- Added Subscription Plan Controls to enable or disable subscription plans.
Project Hub & Navigation
- Launched Project Hub Planning & Timeline — an interactive project timeline you can drag, resize, zoom, and jump to today.
- Added Classic Navigation Mode, letting users choose between classic (always-open) and compact side navigation.
Collaboration
- Enhanced Team Chat with expanded Slack integration.
Modeling & Data
- Expanded RevQSAR & MD Descriptor modeling and analysis support, with an updated interface.
- Added RevData Safeguards — checks when dropping data files into forms.
- Released a second set of Demo Pipelines for RevFEP, RevMut-PMX, and RevQS.
Improvements & Changes
- Updated pipeline navigation to match new product routes.
- Enhanced the RevMD-Bind protein-ligand pipeline.
- Enhanced report generation.
- Delivered overall performance and responsiveness improvements across pipelines.
RevFEP — Cloud-Native Free Energy Perturbation
- Launched RevFEP, a cloud-native Free Energy Perturbation engine for binding affinity prediction powered by OpenFE 1.10, OpenMM, and AWS Batch GPU execution.
- Added support for four calculation types: RBFE (relative binding free energy), ABFE (absolute binding free energy), and complementary protocols for lead-optimization ranking.
- Implemented seven advanced protocol stages including non-equilibrium MD, REST2 enhanced sampling, adaptive lambda optimization, and MM-GBSA pre-filtering.
- Automated the full pipeline from raw protein–ligand complex PDB inputs through structure preprocessing, alchemical network construction, GPU simulation, and statistical analysis with uncertainty quantification.
RevQSAR — Quantitative Structure–Activity Relationship Modeling
- Released RevQSAR for downstream analysis of SMILES + property matrices generated across the platform.
- Added multiple featurization methods: Morgan Fingerprints (ECFP), MACCS Keys, GraphConv embeddings, and ChemBERTa embeddings.
- Added clustering modalities: K-means, hierarchical, spectral, and Tanimoto-based clustering, with UMAP, t-SNE, and PCA projections for chemical-space visualization.
- Enables substructure and scaffold discovery to guide generative chemistry and lead expansion.
Documentation
- Published full RevFEP and RevQSAR documentation pages with workflow guides and example pipelines.
Expanded Analysis & Virtual Biology
- Introduced RevTS for transition-state analysis.
- Brought the full RevSim Virtual Cell experience online (interface and analysis).
- Delivered the full RevSingleCell analysis experience.
- Added RevScreen Protein-Ligand Docking.
- Released the full RevQS quantum-structure experience and full RevMut-PMX mutation free-energy analysis.
- Added Data Export capabilities across modules.
- Expanded SDF V2000 file support in the molecule viewer, and added an element-change mapping option for RevFEP.
- Improved docking algorithms and default settings.
- Retired the older RevGEx and RevCluster experiments to streamline the platform.
Free Energy & Modeling
- Shipped RevFEP V2, a major upgrade to free-energy analysis.
- Added RevMD-Bind Residence Time, a new residence-time MD analysis.
- Released RevQSAR AutoQSAR modeling, with new MD Descriptor Analysis for descriptor-level insights within RevQSAR / RevAnalytics.
Virtual Biology & Structure
- Introduced RevQS quantum-structure analysis (backend and interface).
- Added RevGRN for gene-regulatory-network analysis.
- Brought RevSim Virtual Cell online with initial virtual-cell analysis capability.
- Expanded RevSingleCell with new single-cell analysis features.
- Released new demo pipelines across these capabilities.
Interface
- Launched Dark Mode V2, a refreshed dark theme with updated styling and smoother animations.
- Enhanced the molecule viewer with integrated file downloads and the ability to download key analysis data.
- Added on-screen guidance when selecting the CHARMM36 force field for MMPBSA.
Docking
- Set the default RevDock docking box size to 30 for better out-of-the-box results.
Improvements & Changes
- Added a friendly reminder when trying to reuse a trial plan.
- Continued RevFEP analysis enhancements.
RevFEP — Free-Energy Perturbation Launch
- Launched RevFEP, powered by OpenFE, with input presets for quick setup.
- Introduced RevBench for benchmarking across the platform.
Project Hub & Collaboration
- Launched Project Hub to organize pipelines into projects.
- Added Team Chat with Slack channel integration.
- Rolled out Real-Time Updates across the platform.
- Released new demo pipelines for RevFEP, RevMut-PMX, and RevQS.
Molecular Dynamics & Docking
- Shipped RevMD-Bind MD Insights, a new MDInsights analysis for protein-ligand simulations.
- Added RevMut-PMX mutation free-energy enhancements.
- Enhanced RevDynamics post-processing and improved ligand detection.
- Added support for multi-model protein structures.
- Added on-screen guidance in Rigid Receptor and flexible docking.
Platform
- Made Central Hub noticeably faster.
- Added credit-system support for RevConformer and RevADMET.
- Updated feature display categories for easier navigation.
- Delivered general Central Hub improvements.
February 2026
DocumentationInterpreterDockingMDPipelinesUIPerformance
Documentation, Interpreter, Docking, and Workflow Enhancements
Documentation & Guided Workflows
- Set up Revilico Documentation and Solutions workflows (https://docs.revilico.bio/docs).
- Updated documentation implementations and integrated guided workflows into the right-hand side panel.
- Added demo pipelines across all features to preview generated data for each run.
- Added guided workflows in the right-hand side panel to assist users in conducting computational analyses.
- Fixed pipeline sharing issues to ensure all users can access generated data.
Revilico Interpreter & Guide Revamp
- Revamped Revilico Interpreter and Guide for faster screen interpretation and seamless linking to the full documentation knowledge base.
- Added new models (GPT-5.2, Claude Sonnet 4.6) for smarter and more accurate interpretation.
- Improved Revilico Guide with integrated knowledge base querying and a transparent UI/UX.
- Integrated dual functionality of the Revilico Guide and Interpreter into a unified transparent UI with accessibility from the right-hand side panel.
Docking & Virtual Screening
- Added Blind Docking and expanded box configuration in the Virtual Screening engine (Flexible Docking).
- Flexible Docking now supports multiplexed screens, enabling multi-receptor inputs against larger chemical libraries with CNN rescoring and pose refinements.
Molecular Dynamics (MD)
- Improved MD simulation PDB extraction to create ensemble docking pipelines across multiple trajectories.
- Fixed issues related to erroneous structures generated during trajectory extraction.
- Enabled sub-pipeline termination across all MD features for multi-complex inputs, allowing users to stop full experiments across all sub-pipelines.
Models & Large-Scale Pipelines
- Enabled large input set processing in Geometric Minimization and Thermochemistry workflows for scalable data abstractions.
- Stabilized ADMET, Pharmacophore Analysis, and Retrosynthesis capabilities for improved reliability and performance.
Molecular Dynamics (MD)
- Upgraded MD engine to Revilico’s latest R&D version across all MD features.
- Added support for 4-point water models: TIP4P, OPC, and OPC3 for improved simulation accuracy.
- Expanded Ligand Membrane MD simulations with additional lipids and membrane systems for permeability analysis.
- Delivered performance optimizations resulting in faster MD simulation execution.
Simulation Configuration
- Added UI components to configure solvents and solvent concentrations across MD workflows.
- Included ion concentration configuration to better resemble biological conditions.
Analysis & Visualization
- Introduced RMSF plots and RMSF trajectory visualization tools with spatial fluctuation color mapping across protein surfaces.
- Enhanced Protein–Ligand MD analysis with detailed comparison tables including MM(PB/GB)SA, decomposition, and PCA insights for improved free energy estimation across trajectories.
Models & Pipelines
- Updated Geometry Minimization and Thermochemistry Neural Network Potential (NNP) model weights.
- Added solvent configuration support to resemble physiological conditions.
- Synchronized Boltz Co-Folding and Virtual Screening Docking pipelines with Protein–Ligand MD input sequences.
- Standardized download file naming for improved analysis and seamless workflows.
Retrosynthesis
- Upgraded Retrosynthesis Engine to the latest Revilico R&D version with architectural and performance improvements.
Reliability & Operations
- Implemented automated Jira ticket creation on pipeline failures for improved incident tracking and operational visibility.
- New issues are automatically logged and triaged, enabling faster resolution within 24 hours.
December 2025
DockingABFE/RBFEPharmacophoreArchitectureVisualization
Docking, Free Energy, and Architecture Updates
Docking & Pose Prediction
- Replaced classical empirical docking model with physics-based search algorithms powered by deep learning CNNs for more accurate poses and binding affinity calculations in Flexible and Ensemble Docking.
- Added the ability to extract receptor structures directly from Protein-in-Water MD simulations within defined timeframes and custom intervals for structural analysis across MD timescales.
- Introduced advanced configuration options to extract individual receptors at specific trajectory frame intervals for Ensemble Docking workflows.
- Enhanced Ensemble Docking workflows to allow grid box configuration across all trajectory structures.
Visualization & UI
- Improved docking visualization UI to better identify and analyze binding sites and filter docking data effectively.
Free Energy Calculations (Beta)
- Introduced ABFE and RBFE engines (Beta) enabling advanced alchemical transformations to compute ΔG binding of complexes.
Platform & Architecture
- Implemented multiple stability enhancements across the platform.
- Implemented the Pharmacophore engine using Pritam Kumar Panda’s designs.
- Designed a new transcriptomic architecture for large-scale batch processing, improving scalability, reliability, and pipeline modularity for heavy workloads.
Ligand Modeling
- Implemented ligand conformer search to generate low-energy 3D conformations, improving docking pose coverage and allowing chemists to evaluate energetic penalties across ligand–protein complexes.

