Adaptive Tool for Sales Conversations

Architecting flexible storytelling systems for real-world

rep–HCP interactions

Role: UX Director, Information Architecture

Platform: iPad (Rep-facing)Focus: Adaptive interaction systems, IA, product strategy

The Problem

 

The challenge was designing a system that could adapt to unpredictable real-world constraints without sacrificing narrative coherence or compliance.

Reps may have:

  • 30 seconds in a hallway
  • 2 minutes between patients
  • 10+ minutes in a scheduled visit

Most IVAs enforced rigid, linear presentations, creating friction in short, real-world interactions.

10 minutes

scheduled visit

Linear,

full-length

presentation

Sales Rep

30 seconds

in hallway

2 minutes between patients

Brand

The UX

Challenge

The design challenge was to create a modular system that could adapt to time, context, and audience, while supporting both the rep and the HCP as co-participants in the conversation. How might we design an IVA that:

  • Adapts to short, medium, and long conversations
  • Supports different levels of HCP familiarity
  • Allows reps to build and adjust their story in real time
  • The system serves both the rep and the HCP within the same interaction.

Design Exploration:

Three IVA Models

 

Rather than committing to a single paradigm, I explored three distinct interaction models, each optimized for a different field reality.

Rep-HCP Interaction

(Time, Context, Priority)

Time-Based

Navigation

  • Quick hit
  • Deep dive
  • Auto-scope

User-Segmented

Entry Points

  • By HCP Specialty
  • Save progress

Rep-Built

Storytelling

  • Select modules
  • Reorder flow
  • Save stories

Concept 1: Time-Based Navigation

 

This model prioritized speed and recognition, enabling reps to surface key content instantly based on available time. Reps choose the conversation length upfront:

  • Quick presentation: 15–45 seconds
  • Full presentation: 5–10 minutes

Rep insight:

“Sometimes I know I’ve got 30 seconds before the next patient—this lets me get in and out without guessing what to skip.”

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Concept 2: User-Segmented Entry

 

This approach aligned entry points with clinical context and audience familiarity, reducing unnecessary repetition and improving relevance.

Rep insight:

“If they already know the MOA, I don’t want to re-teach it—I just want to show what’s new.”

Select Specialty

Select Type

Primary Care

Pioneer

Hesitant

Unknown

Urologist

Radiologist

Concept 3: Rep-Built Storytelling

 

This model treated the rep as a narrative builder, enabling dynamic sequencing of compliant content modules in real time.

Rep insight:

“Every doctor is different. This lets me tell the same story, but not the same way every time.”

Drag Chapter to add to your story

Lorem Ipsum

[Chapter 1]

Lorem Ipsum

[Chapter 2]

Lorem Ipsum

[Chapter 3]

Hybrid Interaction Model

 

Current Principles

  • Flexibility over linearity
  • Recognition over recall
  • Fast entry with safe defaults
  • Compliance-aware by design

Primary Care

Urologist

Radiologist

Indication I

Indication II

1.Select Indication

2.Select Specialty

3.Build Your Story

Lorem Ipsum [Chapter 1]

Lorem Ipsum [Chapter 2]

Lorem Ipsum [Chapter 3]

Impact

 

The final system replaced rigid, linear presentations with a modular, adaptive conversation architecture designed for real-world variability.

Modular IVA framework adaptable across brands and indications.

Reduced friction in short, real-world interactions

Helped reps feel prepared rather than constrained by the tool

  • Work completed as part of a cross-functional team at a global healthcare agency. Details modified for confidentiality.

Email

LinkedIn

Disclaimer: Client names, branding, and interface details have been modified to respect confidentiality.

© Dov Talpaz 2026 All Rights Reserved

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Adaptive Tool for Sales Conversations

Architecting flexible storytelling systems for real-world rep–HCP interactions

Role: UX Director, Information Architecture

Platform: iPad (Rep-facing)Focus: Adaptive interaction systems, IA, product strategy

The Problem

 

The challenge was designing a system that could adapt to unpredictable real-world constraints without sacrificing narrative coherence or compliance.

Reps may have:

  • 30 seconds in a hallway
  • 2 minutes between patients
  • 10+ minutes in a scheduled visit

Most IVAs enforced rigid, linear presentations, creating friction in short, real-world interactions.

10 minutes

scheduled visit

Linear,

full-length

presentation

Sales Rep

30 seconds

in hallway

2 minutes between patients

Brand

Reps face highly variable interaction windows, while existing IVAs assume a single, linear presentation.

The UX Challenge

The design challenge was to create a modular system that could adapt to time, context, and audience, while supporting both the rep and the HCP as co-participants in the conversation. How might we design an IVA that:

  • Adapts to short, medium, and long conversations
  • Supports different levels of HCP familiarity
  • Allows reps to build and adjust their story in real time
  • The system serves both the rep and the HCP within the same interaction.

Design Exploration:

Three IVA Models

 

Rather than committing to a single paradigm, I explored three distinct interaction models, each optimized for a different field reality.

Rep-HCP Interaction

(Time, Context, Priority)

Time-Based

Navigation

  • Quick hit
  • Deep dive
  • Auto-scope

User-Segmented

Entry Points

  • By HCP Specialty
  • Save progress

Rep-Built

Storytelling

  • Select modules
  • Reorder flow
  • Save stories

Each model supports the same content ecosystem—but adapts the experience to context.

Concept 1: Time-Based Navigation

 

This model prioritized speed and recognition, enabling reps to surface key content instantly based on available time. Reps choose the conversation length upfront:

  • Quick presentation: 15–45 seconds
  • Full presentation: 5–10 minutes

Rep insight:

“Sometimes I know I’ve got 30 seconds before the next patient—this lets me get in and out without guessing what to skip.”

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Loerm Ipsum

Concept 2: User-Segmented Entry

 

This approach aligned entry points with clinical context and audience familiarity, reducing unnecessary repetition and improving relevance.

Rep insight:

“If they already know the MOA, I don’t want to re-teach it—I just want to show what’s new.”

Select Specialty

Select Type

Primary Care

Pioneer

Hesitant

Unknown

Urologist

Radiologist

Concept 3: Rep-Built Storytelling

 

This model treated the rep as a narrative builder, enabling dynamic sequencing of compliant content modules in real time.

Rep insight:

“Every doctor is different. This lets me tell the same story, but not the same way every time.”

Drag Chapter to add to your story

Lorem Ipsum

[Chapter 1]

Lorem Ipsum

[Chapter 2]

Lorem Ipsum

[Chapter 3]

Hybrid Interaction Model

 

Current Principles

  • Flexibility over linearity
  • Recognition over recall
  • Fast entry with safe defaults
  • Compliance-aware by design

Primary Care

Urologist

Radiologist

Indication I

Indication II

1.Select Indication

2.Select Specialty

3.Build Your Story

Lorem Ipsum [Chapter 1]

Lorem Ipsum [Chapter 2]

Lorem Ipsum [Chapter 3]

Impact

 

The final system replaced rigid, linear presentations with a modular, adaptive conversation architecture designed for real-world variability.

Modular IVA framework adaptable across brands and indications.

Reduced friction in short, real-world interactions

Helped reps feel prepared rather than constrained by the tool

  • Work completed as part of a cross-functional team at a global healthcare agency. Details modified for confidentiality.

Email

LinkedIn

Disclaimer: Client names, branding, and interface details have been modified to respect confidentiality.

© Dov Talpaz 2026 All Rights Reserved

More projects

Dementia HCP

Website

Explore

Interactive Patient

Builder

Explore

Touchaiku

 

Explore