The Independent AI Value Firm

The era of investing in AI on faith is over.

95% of enterprise AI pilots never show a measurable return. Galaxy Advisors AI exists for leaders who refuse to be in that number. We measure, maximize, and certify the business value of AI, in the only language that counts: your P&L.

We work with mid-market and enterprise leaders who are done experimenting with AI and ready to prove what it returns.

95%
of enterprise AI pilots fail to deliver measurable financial returns
MIT, The GenAI Divide 2025
29%
of leaders can measure AI ROI with confidence. The rest are guessing.
Industry surveys, 2026
72%
of enterprises now run AI in production. The spend is real. The proof is rare.
McKinsey Global AI Survey, Q1 2026
Why We Exist

Most AI initiatives are approved on technical promise, not financial value. Vendors grade their own homework. Implementation firms are paid to keep building. Somebody has to be paid to tell the truth.

Galaxy Advisors AI does not sell the AI it evaluates. No platform to defend, no implementation army that needs to stay billable. Our only product is a defensible answer to the question your board is already asking: what is our AI actually worth?

The AIROI Methodology

One discipline connects AI spend to enterprise value.

AIROI is the enterprise discipline for governing, measuring, optimizing, and valuing the economic impact of AI. Every engagement runs on its value chain, and every link is measured.

LINK 1

AI Investment

What was spent, where, and why.

LINK 2

AI Adoption

Whether the organization actually uses it.

LINK 3

AI Performance

How it performs in real work. Relate's Sandi measures here.

LINK 4

Business Outcomes

Revenue, retention, productivity moved.

LINK 5

Economic Value

Outcomes translated into dollars.

LINK 6

Enterprise Valuation

What proven AI value does to the multiple.

Where we thread the needle: most tools stop at performance. Galaxy Advisors AI carries the chain through outcomes, economic value, and enterprise valuation, the links your board and your acquirers actually price.

The AIROI Maturity Assessment

Companies don't fail at AI because of technology.

They attempt Stage 5 ambitions on Stage 2 foundations. The AIROI Maturity Assessment locates exactly where your organization stands, and what it will take to make AI reliably create value.

STAGE 1

Data Chaos

Local truths. Departments disagree on reality. AI outcome: impossible.

STAGE 2

Reporting Enterprise

Shared dashboards, historical numbers. AI outcome: descriptive only.

STAGE 3

Predictive Organization

Models deployed, insight inconsistent. AI outcome: interesting, unreliable.

STAGE 4

Decision-Governed Enterprise

Accountable meaning. Decision outcomes tracked. AI outcome: reliable.

STAGE 5

Autonomous Enterprise

AI participates in decisions with measured business impact. Real value creation.

AI amplifies the truthfulness of your data, not the intelligence of your model.

What We Do

Four service lines. One overlay: AIROI.

Strategy, data, compliance, and implementation are what we do. AIROI is how every one of them gets justified and measured, through the AIROI Quadrifocal Lens: enterprise value creation, unit contribution, initiative ROI, and spend leakage.

AI Strategy

Which AI investments deserve capital, which deserve cancellation, and the sequence that makes the portfolio pay.

Data

AI fails when organizations disagree on reality. We build the Decision-Grade Data foundation before AI is trusted with decisions.

Compliance

Ethical AI, governance, and regulatory readiness, measured and certified rather than promised.

Implementation

Oversight that keeps delivery honest: milestones tied to value links, not activity reports.

The flagship: the AIROI Value Audit

A valuation of your AI portfolio built the way bankers value companies: DCF on AI-specific value drivers, scenario analysis, and triangulation with market multiples. You leave with a board-ready verdict on what is returning value and what is leaking it. Numbers that hold up in front of a CFO.

See how the audit works
Meet the Advisors

Operators who have run the systems everyone else writes slides about.

JW

Jim Walb

Co-Founder & Managing Partner · AI Strategic Intelligence

Jim helps boards decide which AI investments deserve capital and which deserve cancellation. He has run technology and operations at the scale most companies only benchmark against.

COO, E&Y BFSI North AmericaGlobal MP, TCS BFSINASA HQ Data Center4 Patents, Smart Compliance
SG

Steve Goren

Co-Founder & Managing Partner · AI Data Strategy

Steve builds the data foundations that decide whether AI creates value or automates confusion. For four decades he has turned enterprise data into business value for the world's largest financial services, insurance, and telecommunications companies, building consulting practices, advising C-suites, and delivering transformation programs measured in outcomes. He co-founded Galaxy on a conviction the market keeps proving right: AI succeeds on trusted, well-governed data and measurable return, not on deploying new technology. If your AI is failing, Steve usually finds the reason in your data, and fixes it there.

Consulting Partner, TCS BFSIE&Y Insurance Practice LeaderBarclays Capital, Global Tech Director
+7

The Advisory Bench

Industry & Domain Advisors

Finance, governance, M&A, workforce transformation, and global delivery leadership. Four decades deep, across 21 countries, $6B+ in delivered programs.

Centerview PartnersWharton MBA30 yrs BFSI GRC70+ M&A TransactionsCase Western Faculty

Every engagement is delivered by the people on this page. No leverage pyramid, no juniors learning on your budget.

Strategic Partnership · Relate

Proving the business impact of trustworthy AI.

Relate's AI coach, Sandi, measures conversations at the Performance link of the AIROI Value Chain. Galaxy carries the chain the rest of the way: outcomes, economic value, enterprise valuation. Revenue, productivity, retention, and better decisions. Joint measurement frameworks, live pilots, published results.

"Organizations are investing heavily in AI, but many still struggle to understand its true business impact. Our partnership with Relate bridges that gap, connecting AI activity directly to measurable business outcomes."

James Walb, Managing Partner, Galaxy Advisors AI

Insights

A point of view, not a content calendar.

AIROI for Measuring and Valuing AI Impact

AI is now one of the largest categories of enterprise investment since cloud. The era of experimentation is cresting; the era of AI accountability has begun.

Galaxy Advisors AI · 2 min

You Can't Have Responsible AI Without Responsible Data

Amid the AI gold rush, one unglamorous truth decides whether your investment creates enterprise value or enterprise risk: data governance.

Galaxy Advisors AI · 6 min

Why Every Organization Needs an AI Strategy for Everyone

Too many organizations adopt AI in fragmented ways. The answer is to democratize AI across the enterprise, centrally governed by leadership.

Galaxy Advisors AI · 4 min

The State of AI Adoption: Cross-Survey Takeaways (2024–2025)

Enterprise AI is mainstream and agents are emerging fast, but data foundations and governance remain the top barriers to value.

Galaxy Advisors AI · 2 min
Get Started

Your AI has a valuation.
Do you know it?

A 45-minute working session with an advisor. Not a sales call. Bring your AI portfolio; leave knowing how much of it can prove its value.