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Rivac AI Labs
Vertical AI Solutions: Fintech, Retail, Real Estate & Manufacturing

Vertical AI Feasibility & Build Scoping

Committing budget to a custom AI build in a regulated or capital-intensive industry is a real risk if nobody has stress-tested whether the idea is actually feasible given your data, your compliance constraints, and your timeline. This service is a rapid, focused assessment of a specific vertical AI use case, checking data availability and quality, regulatory exposure, technical feasibility, and realistic cost and timeline, before you commit to a full build. It's for leadership teams in fintech, healthcare, real estate, manufacturing, or any regulated vertical who have an AI idea worth testing but no interest in discovering it isn't feasible six months and a large invoice into a build. The output is a clear go/no-go recommendation backed by evidence, not an incentive to keep selling you a project. It's the fastest, lowest-risk way to know whether a vertical AI idea deserves the investment before making it.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Diagnose the proposed use case against your actual data, systems, and regulatory constraints in focused stakeholder sessions.

  2. 2

    Run a narrow technical spike against a real data sample to test the riskiest assumption before scoping the full build.

  3. 3

    Review findings openly, including a clear no-go recommendation if the evidence points that way.

  4. 4

    Deliver a scoped build plan and cost estimate only for the use cases the evidence actually supports.

What You Get

Deliverables from this engagement

  • Feasibility assessment report with a clear go/no-go recommendation
  • Data-readiness and regulatory-exposure findings
  • Technical spike results against a real data sample
  • Scoped build plan and cost/timeline estimate for viable use cases
  • Risk register covering data, compliance, and technical unknowns

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Discovery

  • Stakeholder Kickoff Session
  • Proposed Use Case Definition

Rapid Assessment

  • Data Availability Audit
  • Regulatory Exposure Check
  • Real Data Sample
  • Narrow Technical Spike

Decision Gate

  • Go or No Go

Output

  • Cost and Timeline Estimate
  • Feasibility Report
  • Risk Register
  • Leadership Team

Cloud-Native / Managed Services Architecture

Client Systems Reviewed

  • Client Data Systems
  • Compliance Documentation

Managed Assessment Tooling

  • Managed Secure Analysis Workspace
  • Time Limited Access Controls
  • Managed Cloud Spike Environment
  • Hosted Model Sandbox
  • Post Engagement Data Deletion

Stakeholder Sessions

  • Leadership Interviews
  • IT and Data Team Interviews

Governed Output

  • Findings Document in Shared Workspace
  • Scoped Build Plan
  • Leadership Review

Event-Driven & Automation-First Architecture

Triggers

  • Use Case Idea Submitted
  • Data Sample Received

Automated Workflow Steps

  • Automated Intake Questionnaire
  • Automated Data Quality Scan
  • Automated Regulatory Keyword Scan

Decision Gate

  • Risk and Readiness Triage

Automated Actions

  • Auto Schedule Technical Spike
  • Flag Likely No Go
  • Spike Result Auto Log
  • Auto Draft Report Generator
  • Analyst Final Review
  • Notify Leadership of Result

Enterprise-Grade & Compliance-Ready Architecture

Access and Governance

  • NDA and Access Agreements
  • Role Based Data Access

Governed Data Handling

  • Secure Virtual Data Room
  • Data Classification Gate
  • Engagement Audit Log
  • Data Retention and Deletion Policy

Assessment Core

  • Regulatory and Legal Counsel Review
  • Isolated Technical Spike Sandbox
  • Internal Risk Committee

Governed Delivery

  • Feasibility Report
  • Executive Board Review
  • Archived Compliance Record

AI-Augmented, Human-in-the-Loop Architecture

Assessment Inputs

  • Real Client Data Sample
  • Use Case Brief

AI Assisted Analysis

  • AI Data Readiness Profiler
  • AI Regulatory Risk Scanner
  • AI Assisted Technical Spike

Human Approval Gate

  • Draft Findings Assembled
  • Senior Consultant Review
  • Revise Findings
  • Supporting Evidence Log

Client Facing Output

  • Final Go No Go Report
  • Client Presentation
  • Leadership Decision

Integration-Heavy / Ecosystem-Connected Architecture

Client Systems Reviewed

  • Core Business Data Systems
  • Compliance and GRC Platform
  • IT Service Management System

Coordinated Access

  • Client IT Liaison
  • Client Legal Liaison

Assessment Team

  • Data Assessment Team
  • Regulatory Assessment Team
  • Technical Spike Team

Integrated Reporting

  • Shared Client Workspace
  • Executive Dashboard
  • Client Project Tracker
  • Weekly Stakeholder Update

More in Vertical AI Solutions: Fintech, Retail, Real Estate & Manufacturing

Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about Vertical AI Feasibility & Build Scoping

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call