/ Approach

Four stages, one team, no handoffs.

The same people from the first interview to the production cutover. Strategy doesn't get thrown over a wall. The team that designed the roadmap is the team that builds it and operates it with you.

Assess

2–3 weeks

A clear-eyed view of where AI actually pays off in your business — and where it doesn't.

Activities

Stakeholder interviews across business and IT
Value-chain AI leverage map
Data, infra, and security baseline
Existing-pilot triage

Deliverables

AI Readiness Report
Quick-win shortlist
Risk & gap register

Strategize

3–4 weeks

A ranked, ROI-modeled roadmap with the sequencing your board can sign and your CFO can defend.

Activities

ROI & unit-economics modeling per initiative
Sequencing against capability & data dependencies
Operating-model & governance design
Investment & resourcing plan

Deliverables

Ranked initiative portfolio
Board-ready roadmap
Governance charter

III

Build

8–16 weeks per initiative

Production-grade systems your operators trust on a Monday morning — not a demo on a Friday.

Activities

Reference architecture & build
Data, retrieval, and integration pipelines
Evaluation harness & guardrails
Cutover plan with the operating team

Deliverables

Production system
Eval & monitoring stack
Runbook & handover

Scale

Ongoing

An operating model that compounds — every new initiative gets cheaper, faster, and safer.

Activities

Pattern & component library across initiatives
Shared MLOps, observability, and governance
Adoption & change-management cadence
Quarterly portfolio review with leadership

Deliverables

Operating model
Reusable component library
Quarterly outcome reviews

Our full methodology supports enterprise-scale transformation. But most clients start with one production workflow. In the first 90 days, Xymphony helps select, build, validate, and prepare a governed workflow for production — while establishing the reusable foundation for the next wave.

/ First 90 days

First workflow, foundation for the next ten.

Most AI programs fail because the first pilot does not create a repeatable foundation. Xymphony uses the first production workflow to establish the patterns, controls, metrics, and reusable components needed for the next wave.

0 1

Weeks 1–2

Readiness assessment, use-case selection, value hypothesis, data/security baseline.

0 2

Weeks 3–4

Workflow design, architecture, governance controls, evaluation plan, release path.

0 3

Weeks 5–8

Agent and workflow build, integrations, knowledge grounding, guardrails, evaluation datasets.

0 4

Weeks 9–12

User validation, production readiness, operating model setup, adoption plan, release governance.

/ Start Here

Map your first production AI workflow.

In a focused working session, we identify one high-value workflow, pressure-test production feasibility, and outline the path to a governed first release. No deck, no obligation.

Map your first production AI workflow