Synthesis, protocols, chemistry tools, notebooks, and compute

AI for chemistry work.

Plan synthesis routes, design experiments, audit protocols, analyze compounds and reactions, and move into computational chemistry when the work needs simulation.

Plan synthesis routes, design experiments, and audit protocols before the bench.

  • Plan synthesis routes, design experiments, and audit protocols before the bench.
  • Analyze compounds, hazards, solubility, spectra, descriptors, and similarity in one flow.
  • Balance reactions, compute yields, energetics and kinetics, and predict products.
  • Move from chemistry questions into notebooks and Rowan workflows when needed.
  • Turn papers, protocols, molecules, and assay results into next-step decisions.
  • Answers name their sources and state what could not be verified.
Build operational drafts, then audit them for feasibility, safety, and gaps.
Protocol Workflows

Build operational drafts, then audit them for feasibility, safety, and gaps.

Balancing, yields, product prediction, energetics, and kinetics.
Reactions

Balancing, yields, product prediction, energetics, and kinetics.

Run descriptors, pKa, conformers, docking, and simulation notebooks.
Computational Modeling

Run descriptors, pKa, conformers, docking, and simulation notebooks.

Identity, properties, hazards, measured solubility, and spectra hints.
Compounds & Safety

Identity, properties, hazards, measured solubility, and spectra hints.

Work backwards from target molecules to find feasible synthetic routes.
Retrosynthesis

Work backwards from target molecules to find feasible synthetic routes.

Exact stoichiometry, solutions, pH, gases, kinetics, and reaction heat.
Lab Calculations

Exact stoichiometry, solutions, pH, gases, kinetics, and reaction heat.

Used by researchers at leading universities, labs, and technical teams.

MITStanfordHarvardOxfordCambridgeCaltechETH ZurichTsinghuaGoogleNASACERNMax Planck1000+ institutes

Chemistry workspace

One umbrella for chemistry work, with deeper pages when you need them.

Use this page as the entry point for the chemistry product surface: synthesis planning, experiment and protocol design, tool-backed chemistry answers, notebooks, and compute. The deeper pages explain each area without making this page carry every detail.

Tool-backed answers, not unsupported guesses.

When Vicena needs a molecular weight, a boiling point, a GHS code, a reaction product, or a modeling result, it calls the right tool and keeps the evidence visible. When a tool cannot verify something, the answer says so.

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Sources on every number

Molar masses and balanced equations come from exact calculations, hazards and properties from PubChem, boiling points from the Thermo library, and descriptors from RDKit. The answer names where each value came from, so you can verify it or rerun it yourself.

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Gaps, not false safety

When PubChem or a dataset has no record for your compound, the result says so instead of returning an empty answer that could read as "no hazards". The agent labels anything it adds from its own knowledge as reasoning, not as a verified result.

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Multi-tool answers in one prompt

A protocol audit might combine yield, balance, boiling-point, and hazard lookups. The agent chooses which to run and in what order, sees every intermediate result, and writes the answer. You describe the problem once.

Product surface

What the chemistry workspace covers.

The agent can start with a practical chemistry goal, then route through local tools, notebooks, protocol workflows, or external compute depending on what the task requires.

NEW Protocol Drafting + Audit icon

Protocol Drafting + Audit

Draft first, then check.

A draft separates source-backed steps from assumptions. An audit formalizes the procedure, writes the conditions each step must meet, and records findings, gaps, assumptions, and sources in a report.

Lab Calculations icon

Lab Calculations

Exact, unit-explicit chemistry.

Molar mass, balancing, limiting reactant and yields, solutions and dilution, pH and buffers, Ksp, ideal gas, rate laws, Arrhenius parameters, and reaction heat. Ambiguous input is refused, not guessed.

Compounds + Reactions icon

Compounds + Reactions

PubChem records and RDKit scripts.

PubChem identity, properties, and hazards; RDKit descriptors, similarity, and spectra hints; measured solubility; and reaction prediction with ReactionT5v2 and textbook rules.

ROWAN โš›๏ธ

Computational Chemistry

Notebook-first modeling, powered by Rowan where needed.

The AI creates a visible notebook for descriptors, pKa, conformers, DFT, docking, MD, and other molecular modeling tasks. Selected advanced workflows run on Rowan for Plus and Ultra plans, within credit limits.

Explore computational chemistry

What you can get done

Practical chemistry jobs, from planning to computation.

Each scenario below is a real chemistry task. Read what the agent does, what comes back, and which deeper product area it can route into.

01

Before the bench, know if your protocol actually works.

You pull a synthesis from a paper or design one yourself. You're about to commit time, reagents, and glassware. Vicena reads your protocol, checks the math, flags hazards and incompatibilities, and cites what it found.

What you see

A step-by-step audit showing the theoretical yield against your claim, atom balance, solvent boiling points against reflux temperatures, and the GHS hazards and published incompatibilities of each reagent. Every number names the record, calculation, or library it came from. Anything that cannot be verified is listed as a gap, not glossed over.

What it saves

Half an hour of manual SDS review, one "wait, is this yield actually possible?" embarrassment in group meeting, and the reagents you would have wasted running a protocol that could not work.

02

From a paper in your hand to a runnable protocol.

Papers, supporting information, and patents often bury the method in dense prose. Vicena extracts variables such as temperature, concentration, duration, and reagents, cross-references them against the source claims, and flags anything inconsistent or incomplete.

What you see

A structured protocol with every value labeled by its source, inferred values listed as assumptions, and PDF page numbers for values taken from an uploaded paper.

What it saves

The hour you would have spent reading methods sections three times because the supplementary has different numbers than the main text.

03

Reaction products, without guessing.

For patent-common reactions such as Suzuki, Buchwald, Heck, amide coupling, and Fischer esterification, Vicena can call a trained reaction model. For textbook reactions such as SN2, acid-base, and simple esterification, it can use deterministic rules. You get the predicted product, the method used, and a clear reliability boundary.

What you see

The predicted product as SMILES and structure, the method that produced it, and where the prediction is expected to be reliable vs. where it is not.

What it saves

Mental bandwidth on the reactions where the answer is already known, so you can spend your thinking on the ones that are not.

04

Drug-likeness and scaffold analysis in one prompt.

Paste a SMILES. Get LogP, MW, HBD, HBA, TPSA, rotatable bonds, Lipinski violations, and Tanimoto similarity to the reference compounds you choose.

What you see

A full descriptor table with rule-based assessment, plus similarity scores against your reference set with scaffold analysis.

What it saves

Five tabs of SwissADME plus manual fingerprint comparison, with consistent methodology and structured output.

05

Computational chemistry without the boilerplate.

You want descriptors, pKa, conformers, a HOMO-LUMO gap, an optimized geometry, a dipole moment, or a vibrational spectrum. Ask in plain language. Vicena creates the notebook, chooses the right local or Rowan-powered workflow, runs within budget limits, and returns the numbers.

What you see

A Jupyter notebook with the inputs, workflow UUID when Rowan is used, results with proper units, tables, plots, CSV files, and comparison against reference values where available. The notebook persists: you can modify it, extend it, or cite it in your methods section.

What it saves

The setup time for input files, polling, descriptor extraction, and plotting for a single modeling question.

Application note

Synthesis planning with Vicena.

See how Vicena turns a chemistry objective into structured synthesis planning, tool-backed checks, and a decision-ready research artifact.

Example prompts below. Click one to run it.

Example prompts

What you can ask.

Five categories, three prompts each, from quick lookups to multi-step workflows. Click any to open a fresh chat with that prompt.

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Lab safety

GHS hazards, published incompatibilities, and protocol-level audit.

Uses PubChem GHS and incompatibility records
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Green chemistry

Solvent selection with safety cross-checks. Atom economy and yield analysis.

Uses Measured solubility data + exact stoichiometry
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Compound profiles

Identity, structure, physical properties, hazards, solubility, spectra, descriptors, and similarity.

Uses PubChem + RDKit + Thermo + BigSolDB + Morgan fingerprints
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Reactions

Forward products, retrosynthesis, balancing, yields, energetics, and kinetics.

Uses ReactionT5v2 + RDKit + exact stoichiometry + Thermo
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Computational chemistry

PySCF notebooks on your computer, plus Rowan workflows for advanced modeling.

Uses PySCF + Rowan in your notebooks

Every plan, Free included, has the computer and notebooks; Rowan workflows need Plus or Ultra.

Complete workflows

Describe the problem. The agent chains the tools.

Each workflow below is a real problem chemists solve every day. Click any example to run it in a fresh chat.

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Audit my synthesis protocol

Catches impossible yields, unsafe pairings, and silent hazards before you go to the bench.

Chains Protocol audit โ†’Compound safety โ†’Lab calculations
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Plan a synthesis for a target

Candidate routes with literature backing and the reliability of each prediction.

Chains Retrosynthesis โ†’Web search โ†’Reaction prediction
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Characterize an unknown compound

Properties, expected spectral features, and functional groups in one pass.

Chains Compound lookup โ†’Spectra hints โ†’Functional groups
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Evaluate drug-likeness

Lipinski assessment with similarity to known drugs and their hazards.

Chains Molecular descriptors โ†’Similarity โ†’Compound safety
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Find the best solvent

Solvents ranked by measured solubility, cross-checked against GHS hazards.

Chains Measured solubility โ†’Compound lookup โ†’Compound safety
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Run quantum chemistry

DFT, Hartree-Fock, or MP2 calculations written and executed in your notebook.

Chains Notebook โ†’Rowan โ†’PySCF

Protocol Audit

Six checks the agent runs on a protocol.

Given a protocol, the agent rewrites it as structured steps and runs the checks below. Each returns a value with its source, or says that the data is missing. The agent writes the summary from those results and lists anything it could not check.

Yield validation

Computes the limiting reactant and theoretical yield from balanced coefficients and your amounts. A claimed yield over 100% is flagged as a conservation-of-mass violation.

Atom balance

Balances the reaction from formulas and reports elements that appear on one side only, which catches atoms from nowhere in a proposed route.

Incompatibilities

Reads each reagent's reactive groups and published incompatibility statements from PubChem, with sources, so the agent can judge pairs such as bleach and ammonia or HF and glass.

Boiling points

Values from the Thermo library, compared with reflux and reaction temperatures, with vapor pressure at the stated temperature.

GHS hazards

GHS classification read from PubChem when you ask: signal word, pictograms, and hazard statements with their sources.

Missing data

When a check has no record for a compound, the audit says so explicitly. It never reports "no hazards detected" for missing data.

Who typically uses these tools.

Who it's for

Who these tools are for.

For professionals and students. For bench chemists and theorists. The barrier Vicena lowers is the same in both cases: the friction between reading about chemistry and actually doing it.

Bench chemists

Catch impossible yields and unsafe combinations before running a protocol.

Protocol audit + Compound safety

Medicinal chemists

Evaluate drug-likeness, find analogs, plan synthesis routes.

Retrosynthesis + Descriptors + Similarity

PIs & safety officers

Review student protocols at scale, with cited safety reasoning.

Protocol audit + GHS hazards + Incompatibilities

Grad students

Predict spectra, pick solvents, understand unknown molecules.

Spectra hints + Measured solubility + Functional groups

Computational chemists

Run molecular modeling workflows in visible notebooks without wiring every SDK call by hand.

Rowan + Notebooks + Molecular workbench

Open-source libraries under the hood.

Libraries used

What the tools are built on.

Open-source chemistry libraries and public databases. The specific library or database behind each answer is cited in the output.

RDKit

Industry-standard cheminformatics toolkit used at Pfizer, Novartis, and Merck.

PubChem

NIH's open chemistry database: 116 million compounds with structures, properties, and safety data.

Thermo

70,000 compounds with validated thermodynamic properties (DIPPR correlations).

PySCF

Academic quantum chemistry package for Hartree-Fock, DFT, and post-HF calculations.

Rowan

Advanced molecular modeling workflows that Vicena submits to Rowan on Plus and Ultra plans, paid from account credits.

BigSolDB 2.0

103,944 measured solubility values, each with the DOI of its source paper.

ReactionT5v2

A T5 reaction model trained on patent reactions, for product prediction and retrosynthesis.

Common questions

FAQ.

Can the AI check if my yield is physically possible?

Yes. A reaction-amounts calculation takes the balanced coefficients and your masses or moles, finds the limiting reactant, and computes the theoretical and percent yield. A claimed yield above 100% is a conservation-of-mass violation. Ask: "Is 6.2 g of product from 5 g of salicylic acid possible for aspirin synthesis?"

How does it check whether two chemicals are compatible?

It looks up each compound's PubChem safety record: GHS hazard statements, reactive groups, reactivity profile, and published incompatibility statements, each with its source. The agent weighs those records for the specific pair and conditions. A missing record is reported as missing, never as evidence that the pair is safe.

Which reaction prediction model does it use?

ReactionT5v2, a T5 model pre-trained on the Open Reaction Database and fine-tuned on USPTO patent reactions. Its published top-1 accuracy is about 97% for forward prediction and 71% for one-step retrosynthesis on those benchmarks, and lower on chemistry unlike patent reactions. Standard textbook transformations, such as esterification, amide formation, and hydride reduction, use deterministic reaction rules instead. Predictions say nothing about yield, selectivity, or safety.

Does it do retrosynthesis?

Yes, one step at a time, with the retrosynthesis model of ReactionT5v2. Give it a target and it proposes precursors; the agent combines steps and checks them against the literature. It works best for drug-like organic molecules and is less reliable for polymers, organometallics, and inorganic targets.

How is this different from SciFinder, Reaxys, or IBM RXN?

SciFinder and Reaxys are curated literature and reaction databases, and IBM RXN is a reaction predictor. Vicena combines PubChem, exact chemistry calculations, RDKit, Thermo, BigSolDB, ReactionT5v2, PySCF, and Rowan, and an AI agent chooses which to use for each question. It does not replace the full literature coverage of SciFinder or Reaxys.

Is the GHS hazard data up to date?

It is read from PubChem when you ask, with the signal word, pictograms, hazard statements, and the share of notifiers reporting each one.

What computational chemistry methods are supported?

Every plan includes a computer with notebooks for small Hartree-Fock, DFT, and MP2 calculations with PySCF, and other packages on the computer. Plus and Ultra plans can also submit Rowan workflows, such as pKa, conformers, docking, and molecular dynamics; credit and budget limits apply before each submission.

Does it calculate the Lipinski rule of five?

Yes. An RDKit script computes molecular weight, Crippen logP, hydrogen-bond donors and acceptors, TPSA, and rotatable bonds, and counts Lipinski violations.

Can it predict spectra?

It lists expected IR bands, NMR shift ranges, and MS adducts and isotope patterns from functional groups, and can suggest groups for an observed IR band. These are not quantum-mechanical predictions; use PySCF in a notebook for first-principles vibrational spectra.

What happens when there is no data for my compound?

The result says the record or dataset does not cover it, instead of returning an empty answer that could be read as safe. The agent may then use its own chemistry knowledge, labeled as reasoning rather than as a verified result.

From the co-founder

We're trying to reduce the friction between reading chemistry and doing chemistry. Professionals and students should be able to extract ideas from papers, design experiments, audit protocols, and run computational chemistry without learning every tool one by one.

The goal is to let researchers focus on the scientific question while Vicena handles the mechanics: which tool to call, what assumptions matter, what evidence is available, and where the result stops being verified.

Use Vicena for chemistry: describe the objective in natural language, let the AI pick the right tools, and keep the evidence visible from the first idea through the executed result.

This is a small step in our journey toward AI for real science, helping students and professionals do science more enjoyably, with less friction.

Try it on your next protocol.

Free to start. Paste a protocol and ask for an audit, look up a compound, or plan a reaction.