40

~ Hours Saved

$
8000

~ Costs Saved

AutoBio

~

40

Hours

Traditional

~

100

Hours

Expert-led validation and judgement

Access to all AutoBio workflow solutions

Enterprise-grade security and compliance

40

~ Hours Saved

$
8000

~ Costs Saved

AutoBio

~

40

Hours

Traditional

~

100

Hours

40

~ Hours Saved

$
8000

~ Costs Saved

AutoBio

~

40

Hours

Traditional

~

100

Hours

Expert-led validation and judgement

Access to all AutoBio workflow solutions

Enterprise-grade security and compliance

40

~ Hours Saved

$
8000

~ Costs Saved

AutoBio

~

40

Hours

Traditional

~

100

Hours

Solutions

Product Narrative & Messaging Architecture

Define a clear, credible product story grounded in clinical evidence and unmet need.

Define a clear, credible product story grounded in clinical evidence and unmet need.

Define a clear, credible product story grounded in clinical evidence and unmet need.

Define a clear, credible product story grounded in clinical evidence and unmet need.

Product & Clinical Positioning

AutoBio integrates clinical data, disease context, and treatment landscape insights into a structured product narrative. The platform ensures the product story is consistent across materials while remaining adaptable as evidence evolves.

Experts actively shape the narrative — determining what differentiates the product, how value is framed, and where claims should be calibrated. This ensures the product story is compelling, defensible, and durable.

Typical Outputs

  • Medical value proposition narrative

  • Product scientific positioning framework

  • Differentiation summary anchored in evidence

  • Product story reference for internal teams

  • Versioned product narrative history

Primary Users

  • Medical Affairs leaders defining the product’s medical value proposition in evidence

  • Clinical development teams aligning program data to product narrative evolution

  • Cross-functional launch teams translating evidence into durable positioning frameworks

  • Executive leadership evaluating product story credibility against strategic objectives

Guardrails against hallucination and scientific drift

Structured workflows, evidence grounding, and expert oversight prevent unsupported claims, confabulation, and narrative overreach.

Claim-level citation and source traceability

Scientific and medical assertion is linked to underlying data, literature, or approved internal sources, with full transparency on inputs used.

Autonomous execution within defined scientific constraints

AutoBio executes multi-step workflows independently—within the boundaries of your data, instructions, and governance rules.

Proactive clarification to resolve ambiguity

The platform identifies gaps, conflicts, or unclear inputs and autonomously prompts follow-up questions before proceeding.

Related Workflows

New

2800

Credits

Scientific Evidence Aggregator

2 Agents

Mechanism & Biology Synthesizer

2 Agents

Mechanism & Biology Synthesizer

1 Agents

Claim Substantiation & Guardrails

1 Agents

Consistency & Reuse Optimizer

1 Agents

Core Scientific Narratives and Frameworks

New

2800

Credits

Scientific Evidence Aggregator

2 Agents

Mechanism & Biology Synthesizer

2 Agents

Mechanism & Biology Synthesizer

1 Agents

Claim Substantiation & Guardrails

1 Agents

Consistency & Reuse Optimizer

1 Agents

Core Scientific Narratives and Frameworks

New

2800

Credits

Scientific Evidence Aggregator

2 Agents

Mechanism & Biology Synthesizer

2 Agents

Mechanism & Biology Synthesizer

1 Agents

Claim Substantiation & Guardrails

1 Agents

Consistency & Reuse Optimizer

1 Agents

Core Scientific Narratives and Frameworks

Establish a unified scientific story that anchors all downstream medical communications.

New

2600

Credits

Engagement Evidence & Context Aggregator

2 Agents

Mechanism & Biology Synthesizer

2 Agents

Engagement Narrative Architect

1 Agents

Expert Customization & Nuance Assessor

1 Agents

Engagement Synthesis & Learning Optimizer

1 Agents

KOL and Expert Engagement Support

New

2600

Credits

Engagement Evidence & Context Aggregator

2 Agents

Mechanism & Biology Synthesizer

2 Agents

Engagement Narrative Architect

1 Agents

Expert Customization & Nuance Assessor

1 Agents

Engagement Synthesis & Learning Optimizer

1 Agents

KOL and Expert Engagement Support

New

2600

Credits

Engagement Evidence & Context Aggregator

2 Agents

Mechanism & Biology Synthesizer

2 Agents

Engagement Narrative Architect

1 Agents

Expert Customization & Nuance Assessor

1 Agents

Engagement Synthesis & Learning Optimizer

1 Agents

KOL and Expert Engagement Support

Provide structured scientific narratives for engagement with key opinion leaders.

New

2600

Credits

Congress Evidence & Asset Aggregator

2 Agents

Mechanism & Biology Synthesizer

2 Agents

Congress Narrative Backbone Architect

1 Agents

Venue Adaptation & Scientific Framing Assessor

1 Agents

Visual Consistency & Audit Optimizer

1 Agents

Congress and Scientific Meeting Content

New

2600

Credits

Congress Evidence & Asset Aggregator

2 Agents

Mechanism & Biology Synthesizer

2 Agents

Congress Narrative Backbone Architect

1 Agents

Venue Adaptation & Scientific Framing Assessor

1 Agents

Visual Consistency & Audit Optimizer

1 Agents

Congress and Scientific Meeting Content

New

2600

Credits

Congress Evidence & Asset Aggregator

2 Agents

Mechanism & Biology Synthesizer

2 Agents

Congress Narrative Backbone Architect

1 Agents

Venue Adaptation & Scientific Framing Assessor

1 Agents

Visual Consistency & Audit Optimizer

1 Agents

Congress and Scientific Meeting Content

Deliver disciplined, data-driven storytelling for congresses and scientific meetings.

New

2600

Credits

Pipeline Data Aggregator

2 Agents

Asset Maturity & Risk Classifier

2 Agents

Pipeline Hierarchy Architect

1 Agents

Pipeline Narrative Structurer

1 Agents

Pipeline Evolution & Consistency Optimizer

1 Agents

Pipeline Narratives and Hierarchies

New

2600

Credits

Pipeline Data Aggregator

2 Agents

Asset Maturity & Risk Classifier

2 Agents

Pipeline Hierarchy Architect

1 Agents

Pipeline Narrative Structurer

1 Agents

Pipeline Evolution & Consistency Optimizer

1 Agents

Pipeline Narratives and Hierarchies

New

2600

Credits

Pipeline Data Aggregator

2 Agents

Asset Maturity & Risk Classifier

2 Agents

Pipeline Hierarchy Architect

1 Agents

Pipeline Narrative Structurer

1 Agents

Pipeline Evolution & Consistency Optimizer

1 Agents

Pipeline Narratives and Hierarchies

Clarify how programs relate, prioritize, and ladder together across the full R&D portfolio.

New

2550

Credits

Asset Evidence & Context Aggregator

2 Agents

Development Stage & Readiness Classifier

2 Agents

Promise–Risk Framing Engine

1 Agents

Asset Differentiation Structurer

1 Agents

Positioning Evolution & Versioning Optimizer

1 Agents

Asset Positioning Across Development Stages

New

2550

Credits

Asset Evidence & Context Aggregator

2 Agents

Development Stage & Readiness Classifier

2 Agents

Promise–Risk Framing Engine

1 Agents

Asset Differentiation Structurer

1 Agents

Positioning Evolution & Versioning Optimizer

1 Agents

Asset Positioning Across Development Stages

New

2550

Credits

Asset Evidence & Context Aggregator

2 Agents

Development Stage & Readiness Classifier

2 Agents

Promise–Risk Framing Engine

1 Agents

Asset Differentiation Structurer

1 Agents

Positioning Evolution & Versioning Optimizer

1 Agents

Asset Positioning Across Development Stages

Position individual assets appropriately as they move from early science to late-stage differentiation.

New

2600

Credits

Preclinical Evidence & Hypothesis Aggregator

2 Agents

Translational Relevance Synthesizer

2 Agents

Clinical Rationale Structurer

1 Agents

Claim Calibration & Risk Assessor

1 Agents

Transition Alignment & Reuse Optimizer

1 Agents

Scientific-to-Clinical Transition Messaging

New

2600

Credits

Preclinical Evidence & Hypothesis Aggregator

2 Agents

Translational Relevance Synthesizer

2 Agents

Clinical Rationale Structurer

1 Agents

Claim Calibration & Risk Assessor

1 Agents

Transition Alignment & Reuse Optimizer

1 Agents

Scientific-to-Clinical Transition Messaging

New

2600

Credits

Preclinical Evidence & Hypothesis Aggregator

2 Agents

Translational Relevance Synthesizer

2 Agents

Clinical Rationale Structurer

1 Agents

Claim Calibration & Risk Assessor

1 Agents

Transition Alignment & Reuse Optimizer

1 Agents

Scientific-to-Clinical Transition Messaging

Translate mechanistic promise into clinically meaningful rationale as programs enter the clinic.