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Rivac Labs
AI Strategy, Readiness & Governance

Proof-of-Concept Scoping & Rapid Prototyping Sprints

A promising AI idea is worth very little until someone builds a working version of it and finds out where it actually breaks. This service scopes a tightly bounded proof of concept — clear success criteria, a fixed timebox, and a defined data scope — and then builds a working, demonstrable prototype within a matter of weeks, not months. The goal isn't a production system; it's a fast, honest answer to whether the idea holds up against real data and real users before you commit a full engineering budget to it. Clients use this to kill bad ideas cheaply and build genuine conviction, backed by a working demo, before greenlighting a full build.

How We’d Approach This

A clear, staged plan — not a black box

  1. 1

    Scope the proof of concept tightly — a single use case, defined success metrics, and a fixed data set — to keep the sprint honest

  2. 2

    Diagnose the fastest technically credible path to a working demo given the time box and available data

  3. 3

    Build the prototype in short, visible increments, adjusting scope as real data surfaces edge cases

  4. 4

    Review the working prototype against the original success criteria with stakeholders and give a clear go/no-go recommendation for a full build

What You Get

Deliverables from this engagement

  • Working, demonstrable prototype built against a real (not synthetic) data sample
  • Documented success criteria and the results measured against them
  • Go/no-go recommendation for full production investment
  • Technical notes on what a production build would need to address

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.

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 Proof-of-Concept Scoping & Rapid Prototyping Sprints

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

Questions? Book a free call