Bayes Pharma · science-first decision intelligence

Better medicines begin with better decisions.

Bayes Pharma connects evidence, models, assumptions, uncertainty, reviewers, and rationale across innovator and generic drug-development workflows.

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Sources stay connected Uncertainty stays visible Qualified humans retain authority
The Bayes Pharma product portfolio

Two core products. One evidence-first operating philosophy.

BayesArc supports innovator drug development. BayesGenRx supports generic drug development. Choose the product that matches your development path.

INNOVATOR DRUG DEVELOPMENT

BayesArc

What should the program do next?

Connect therapeutic design, discovery, candidate selection, preclinical translation, CMC, MIDD, clinical development, regulatory evidence, and lifecycle learning around the next accountable program decision.

DESIGNED OUTCOMEReviewable program and decision records.
Explore BayesArc
GENERIC DRUG DEVELOPMENT

BayesGenRx

What evidence moves this product toward a reviewable ANDA?

Connect reference-product intelligence, reverse engineering, formulation and analytical design, scale-up, quality, bioequivalence, regulatory evidence, launch, and lifecycle control in one governed program record.

DESIGNED OUTCOMEReference-to-ANDA evidence control.
Explore BayesGenRx
Shared decision discipline

Different science. The same discipline around decisions.

The products stay specialized. What they share is a deliberate way to frame a question, inspect evidence and uncertainty, record qualified review, and carry rationale into the next action.

  1. 01Frame the decision

    State the question, options, intended use, owner, and consequence of being wrong.

  2. 02Bind the evidence

    Keep sources, methods, models, versions, assumptions, and context attached.

  3. 03Expose uncertainty

    Show limitations, conflicts, missing evidence, applicability, and open conditions.

  4. 04Record qualified review

    Name reviewers, authority, rationale, dissent, conditions, and approval boundaries.

  5. 05Carry the rationale

    Move the decision, owner, follow-up, and learning into the next milestone or review.

Shared principles, not a forced shared workflow.

Innovator, Generics, Clinical, and BioAtlas retain the methods, language, evidence standards, and governance appropriate to their own decision context.

Inspect the product pattern
Portfolio product tour

See one decision record from question to accountable action.

The public tour below uses explicitly illustrative content to show the same review fields across three different product contexts. It contains no live patient, program, or customer data.

BayesArc · illustrative interface

A milestone decision stays attached to its evidence and open conditions.

The decision record shows what is being decided, which evidence is current, what remains uncertain, and who must review the next step.

Designed outcomeA reviewable program decision record.
Explore BayesArc
Decision record preview Illustrative · no live data
Decision question
Should the program advance after integrated developability and translational review?
Evidence state
Current candidate, formulation, exposure, and safety records linked.
Open uncertainty
One translation assumption and its downstream consequence need review.
Review authority
Named cross-functional experts retain approval authority.
Next accountable action
Resolve the open condition and record the milestone rationale.
The product supports preparation and review; it does not autonomously advance the program.
Trust and scientific assurance

Decision support should make judgment more inspectable - not make it disappear.

Bayes Pharma products organize evidence, analysis, and review. They do not autonomously approve a development program, qualify a model or deployment, file with a regulator, diagnose, or prescribe.

Provenance visible

Sources, versions, methods, applicability, and changes remain inspectable.

Uncertainty explicit

Limitations, conflicts, missing evidence, and open conditions are not hidden.

Review authority named

Qualified reviewers, approval boundaries, conditions, and dissent stay visible.

Rationale retained

What was considered, decided, assigned, and learned remains connected over time.

Responsible-use boundary: intended use, source quality, validation, model qualification, local procedures, security, documentation, and qualified human review remain required for every development, regulatory, and clinical use.

Read responsible-use principles
Before a pilot

Three questions that reveal product fit.

  1. 01

    Which consequential decision is difficult today? Start with one question, not a broad platform rollout.

  2. 02

    Where is the scientific context fragmenting? Identify the evidence, assumptions, review, or ownership that gets lost.

  3. 03

    Who must review and authorize the outcome? Define the qualified authority and a credible first result.

Focused walkthrough

Bring one consequential decision.

Tell us which product fits, where the evidence or ownership is fragmented, and what a credible first outcome would look like. We will shape the conversation around one reviewable decision path.

InnovatorProgram and development decisions GenericsReference-to-ANDA decisions ClinicalDiagnostic-to-dosing review BayesBioAtlasResearch-to-evidence decisions

Do not include confidential program details or identifiable patient information in this public request form.

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