Services · Engagement Model

From insight
to working system.

Model
Fixed-price, milestone-aligned
Delivery
Founder-led, end-to-end
Outcome
A working system in production

APV engagements deliver working AI systems — scoped end-to-end, built to pharma's compliance bar, and handed over operational. No strategy decks. No vendor shortlists. No hand-offs.

The Engagement Model
§ 01

One studio. Three phases.
One integrated delivery.

Every APV engagement follows the same structure: a strategy phase that defines the right system, a build phase that delivers it, and a post-launch phase that refines it against real-world use. Sequential, milestone-aligned, and led directly by Nic Valle from kickoff through handover.

01
Strategy & Requirements

Define the right system to build, the compliance frame it lives within, and the requirements that drive the build phase.

02
System Build & AI Development

Deliver the working system — design, AI logic, dashboards, integrations, compliance-mapped paths.

03
Training & Post-Launch Refinement

Train your team, run final UAT, and refine the system against real operational data before clean handover.

Phases In Detail
§ 02

What each phase delivers.

The phases are sequential and each one earns the next. Strategy makes the build succeed. Build produces the working system. Post-launch refinement proves it against real-world operational data before APV walks away.

Phase 1
01
Weeks 1–3

Strategy & Requirements.

The first phase exists to make the build phase succeed. We work with your stakeholders to define the operational pain, the system that will solve it, and the compliance and governance frame the system will live within.

i.Typical Deliverables
  • Stakeholder interviews to define users, workflows, and success criteria
  • Insight framework design — how data is structured, categorized, and escalated (e.g. by therapeutic area, disease state, or insight type)
  • Compliance and governance framework, including privacy and regulatory mapping
  • System design and tooling decisions
  • Approved requirements document that drives the build phase
Phase 2
02
Weeks 4–11

System Build & AI Development.

The build phase delivers the working system. APV uses a low-code-where-appropriate, custom-where-required approach — we choose tooling that matches the compliance bar and the pace your team can absorb, not tooling that maximizes our billable hours.

ii.Typical Deliverables
  • Working system built on the design defined in Phase 1
  • AI synthesis logic — how the AI is instructed, which models are used, and how quality is evaluated
  • Reporting dashboards and operational interfaces
  • Compliance-mapped escalation paths and safety triggers
  • Integration with existing systems where required
Phase 3
03
Weeks 12–14

Training & Post-Launch Refinement.

APV doesn't hand off and walk away. The refinement phase is built into every engagement: live training for your team, recorded modules and quick-start documentation, final UAT, and a tuning period to dial the system against real operational data.

iii.Typical Deliverables
  • Live training session with end users and admins
  • Recorded training module and quick-start guide
  • Final UAT and compliance verification, including response-time testing for safety-critical paths
  • Refinement period with iterative AI tuning
  • Final handover to your operational team
Engagement Archetypes
§ 03

Two shapes of build.
One studio.

APV engagements scope to the work. Most fall into one of two shapes — a workflow implementation built on low-code tools, or a custom platform build with deeper integration and managed development resources.

Most common

Workflow Implementation

AI systems built on top of low-code tools — data hubs, dashboards, automation layers — for teams that need a working system in weeks, not quarters. The bread-and-butter engagement.

Investment
$40K – $125K
Timeline
10 – 14 weeks
Deeper scope

Custom Platform Build

Purpose-built software systems for teams with deeper integration, custom application, or complex compliance requirements. Includes managed development resources where required.

Investment
$200K+
Timeline
4 – 9 months
Every engagement is fixed-price and milestone-aligned. You know what the system costs and what it delivers before kickoff.
Strategic Discovery
§ 04

Not ready to commit to the full build?
De-risk it first.

Some teams need to validate the opportunity before committing to a full implementation. Strategic Discovery is the front half of a build — a focused, fixed-scope engagement that defines the system worth building, the compliance frame it lives within, and the investment required. Everything Discovery produces feeds directly into Phase 1 of a build engagement.

What you get
  • Stakeholder interviews and current-state operational mapping
  • AI feasibility and compliance assessment for your specific use case
  • Recommended system design and tooling approach
  • Build plan with timeline and fixed-price investment for the system defined
How Engagements Are Structured
§ 05

Milestone-aligned.
Transparently priced. Yours to keep.

Every APV engagement is fixed-price and milestone-aligned. Payment is structured to align our incentives with your outcomes — equal quarters tied to the deliverable that closes each phase.

25%
On signed SOW
Project kickoff
Engagement begins, working sessions scheduled, stakeholders aligned.
25%
Phase 1 complete
Requirements approved
Approved insight framework, compliance framework, and system design decisions.
25%
Phase 2 complete
System delivered
Functional system and AI logic delivered, integrations live.
25%
Phase 3 complete
Refinement concluded
Training delivered, tuning complete, system handed over.
What you own

The system we deliver is yours.

Your data, your deployed instance, your custom workflows, your therapeutic-area-specific configurations — all of it. The system lives in your environment, not on an APV platform you depend on us to maintain.

What APV retains

Methodologies and reusable tooling, only.

APV retains rights to the underlying methodologies and tooling we bring to every project — design patterns, AI instruction frameworks, compliance templates. The client-specific build and data are not part of that.

Closing
§ 06

Let's scope
your engagement.

A 30-minute scoping call is the right place to start. We'll discuss your operational pain, the AI opportunity, and whether an APV engagement is the right fit. No deck required.

Book a Scoping Call