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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.
May 2026
FEPQSARDocumentationLead Optimization
Free Energy Perturbation and QSAR Modeling

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.
April 2026
RevFEP V2RevQSARDark ModeMD AnalysisVirtual Cell
RevFEP V2, AutoQSAR, and Dark Mode V2

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.
March 2026
RevFEPProject HubTeam ChatBenchmarkingMD
RevFEP Launch, Project Hub, and Team Chat

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.
January 2026
MDAnalysisRetrosynthesisPerformanceUI
MD, Analysis, and Pipeline Enhancements

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.