AIXF Alpha
AIXF Alpha
The Precision Revenue Framework
Free assessment →
Evidence-based AI investment decisions

Know if your AI investment will pay offbefore you spend a dollar on it.

AIXF runs thousands of Monte Carlo simulations ofreal world AI performance for your specific task.It hands you a clear GO / CONDITIONAL-GO / NO-GO verdict.No vendor hype. No guesswork.Just the numbers.

Free verdict in minutes · No card required

How it works

1

Answer a 5-minute intake

One AI use case, in plain English: who does the work today, what the tool costs, and how ready your organization is.

2

We run 20,000 simulations

Your numbers are tested against measured real-world AI performance — where AI actually helps and where it hurts.

3

Get an honest verdict

Go, Conditional-Go, or No-Go — with the probability of positive ROI, the chance of loss, and the exact adoption level you need to break even.

Step 1 · Free

Free Assessment

Answer the 5 minute intake and get your real verdict instantly: GO, CONDITIONAL-GO, or NO-GO, plus your probability of positive ROI. No card, no sign-up — 20,000 simulations.

Run the free assessment →
Step 2 · $199.95

Full Advisory Report

The complete picture behind your verdict: median NPV with poor and strong cases, your payback month, the cost of doing nothing, the target cost that makes your plan a Go, viability frontier, scenario ladder, lever elasticities, risk register, vendor brief, a personalized 90 day plan, and a board-ready decision memo. Print-ready.

Start with the free assessment →See a full sample report (redacted) →
The evidence, not the hype

AI helps a lot on some tasks — and actively hurts on others. Our model knows the difference.

~95%
of enterprise AI pilots show no measurable P&L impact
+55.8%
faster on well-scoped new code with AI assistance
−19%
slower — AI can hurt experts on complex maintenance
1.0–1.6×
typical cost overrun on upfront AI investment

Every figure in every AIXF report traces to a client input or measured real-world AI performance for the task. No invented multipliers, no vendor claims.

Why businesses can't afford to skip this

AI is the biggest capital allocation question on most boards' agendas — and the one with the least reliable data behind it.

70–85%
of AI pilots never reach production

Most AI initiatives stall or fail. The difference between winners and losers is almost never the model — it's whether the economics and the organization were ready. AIXF scores exactly that, up front.

$100k+
is the typical cost of a wrong bet

Licenses, integration, consultants, and months of your team's attention. A free assessment that flags a NO-GO before you sign is the cheapest insurance there is.

0
vendors will show you the downside

Every pitch deck shows the best case. AIXF shows the full distribution — including the poor case and the probability of a material loss — so the board sees what the vendor won't show them.

1 page
is what your CFO actually needs

A defensible verdict with probability of positive ROI, median NPV, and break-even adoption — every figure traceable to a client input or a published study. Board-ready, not blog-ready.

Why we built this

Decades of operating experience. Zero tolerance for hype.

The AIXF team has spent decades running P&Ls, buying enterprise software, and sitting on both sides of the vendor table. We've watched the same movie too many times: a dazzling demo, an optimistic business case built on the vendor's numbers, and a write-off eighteen months later. The pattern isn't bad technology — it's decisions made on marketing claims instead of evidence.

So we built the tool we always wished we had. Every number in every AIXF report traces to either your own input or measured real-world AI performance — never a vendor claim, never our opinion dressed up as data. If the evidence says NO-GO, the report says NO-GO. That's the whole brand. It has cost us "exciting" headlines and earned us trust.

Inside a full advisory report

A redacted excerpt from a real full advisory report. Client identifiers and figures are blacked out.

Simple, honest pricing

Two steps. Run the assessment free and see your verdict. Unlock the full advisory report only if the verdict earns it.

Free Assessment
Free no card required
  • GO / CONDITIONAL-GO / NO-GO verdict
  • Chance of positive ROI
  • Instant results after a 5 minute intake
  • Real simulation output, not a demo
Run the free assessment →
THE COMPLETE PICTURE
Full Advisory Report
$199.95 one-time
  • Median NPV, poor case and strong case
  • Payback timeline with expected break-even month
  • The cost of doing nothing, quantified
  • Chance of material loss & break-even adoption
  • Target cost that turns this into a Go
  • Required scale & viability frontier heatmap
  • Scenario ladder & lever elasticities
  • Robustness checks & risk register
  • AIXF recommendations & your 90 day plan
  • Board-ready decision memo · print-ready PDF
Start with the free assessment →

Not ready to run the numbers yet?

Leave your details and an AIXF representative will walk you through how the framework applies to your use case.

Frequently asked questions

AIXF Alpha · The Precision Revenue Framework. Verdict thresholds are calibratable. Decision support, not a guarantee of returns. · Privacy · Terms