Offer

AI / Data / Cloud Modernization Engagement

A custom engagement for teams modernizing workflows, data products, AI systems, cloud architecture, internal tooling, or operational platforms.

AI and modernization projects fail when they are treated as technology upgrades instead of product changes inside real workflows. This engagement keeps user adoption, business value, and implementation feasibility connected.

When to use it

Use an AI / Data / Cloud Modernization Engagement when a real operational workflow could be improved with AI, data, automation, or cloud work, and leadership needs proof of value before a larger technical investment.

  • The team has a real operational workflow that could be improved with AI, data products, automation, cloud modernization, or internal tooling
  • Existing tools are fragmented, manual, expensive, or hard to adopt
  • Leadership needs proof of value before a larger technical investment

What you get

Deliverables vary significantly by system, data, workflow, security, stakeholders, and adoption requirements, but typically include:

  • Workflow and systems map
  • Data, AI, cloud, or infrastructure opportunity map
  • Technical assessment, plus architecture and integration requirements
  • Prototype or proof-of-concept where useful
  • Automation, dashboard, data product, AI workflow, or modernization plan as scoped
  • Security, governance, and access notes, an adoption and rollout plan, ROI or business-value logic, an implementation roadmap, and a support and maintenance recommendation

How it's scoped

Always custom-scoped. It requires discovery or a technical and workflow assessment, and deliverables vary significantly by system, data, workflow, security, stakeholders, and adoption requirements. Discovery is essential because modernization can mean many things: it defines the workflow value, technical constraints, adoption path, and what should be built first.

See how discovery works

Where this fits

This offer sits inside the Scale family. Use these links to see the family context, the flagship offer of this family, and the full catalog.

Scale family

De-risk the next market, workflow, or growth system for teams with something meaningful at stake. See how this offer relates to the rest of the family. Explore Scale

FAQ

Frequently asked questions

Workflows, data products, AI systems, cloud architecture, internal tooling, or operational platforms — scoped so the work creates measurable workflow and business value. It suits teams whose existing tools are fragmented, manual, expensive, or hard to adopt.

By making adoption part of the scope. Deliverables include an adoption and rollout plan, ROI or business-value logic, and a measurement approach alongside the technical assessment, so the engagement has to answer who uses the result and what improves for them.

Because modernization can mean almost anything. The assessment defines the workflow value, technical constraints, adoption path, and what should be built first. Deliverables vary significantly by system, data, security, stakeholders, and adoption requirements.

Yes, as part of scope where relevant. Security, governance, and access notes sit alongside the architecture and integration requirements, because in enterprise workflows those constraints usually shape what can realistically be built and adopted.

An AI Workflow / Internal Product Build builds one known workflow into a working system. This engagement runs earlier and wider: it maps where AI, data, cloud, or tooling investment should go across fragmented systems, then proves value before a larger commitment.

Contact

Bring us the decision you need to make.

Tell us where you are, what you are trying to prove, and what would make the next move worth it.

Kirill Artsymenia, Founder of Proof Engine

Founder, Proof Engine

Kirill Artsymenia

Reads every brief personally. Usually replies within 24h.

Opens your email app with the brief pre-filled.Book a routing call

Prefer a conversation first?

If you would rather talk it through before sending a brief, book a short routing call and we will point you to the right next step.