AI/ML Infrastructure — Product Diagnostic

Find out if your roadmap and your pricing would survive a board question before someone asks it.

A one-week diagnostic for AI infrastructure founders who have the engineering talent and not yet the product function: one named gap in your roadmap, one named gap in your pricing, delivered as a report and a working session.

ardent-diagnostic — scan

$ ardent scan --target=roadmap,monetization

[ROADMAP] checking prioritization signal ... weak

[MONETIZATION] checking unit of value ... undefined

> 2 gaps found. full report ready in 1 week.

$2,500 — flat 1 week turnaround Credited toward the Rebuild Sprint if you move forward within 30 days

Book a 20-minute fit call

If this is where you are, this is built for you.

Not quotes from clients — this is the pattern, in the language founders at this stage actually use.

"We're building whatever the loudest customer or engineer wants next."
"The board keeps asking for a product strategy and I don't have one to show them."
"We don't know if we should charge per GPU-hour, per node, or license the platform."
"We hired ten engineers this year and none of them are deciding what to build."

Two checks. Nothing else.

The diagnostic doesn't audit your whole company. It checks the two things that actually stall a board conversation or an enterprise deal.

Roadmap signal

Is each backlog item tied to a named buyer or a named piece of revenue?
Would your current roadmap survive being read out loud to your board?
Where is engineering building ahead of any market signal?

Monetization signal

Is your pricing tied to a defined unit of value, or to what the first few deals happened to negotiate?
Where are you leaking value on your largest customers right now?
Do you have a repeatable quote, or a new negotiation every time?

What a finding actually looks like

Not a checklist item. A specific sentence about your business.

[MONETIZATION] Pricing is anchored to infrastructure cost, but your buyer values deployment reliability.
[ROADMAP] The roadmap is optimized for technical completeness, not expansion revenue.

What you get

A one-page report naming the specific roadmap gap and the specific pricing gap in your business — not a generic checklist.
A 30-minute working session to walk through the findings and what closing each gap would actually take.
The AI/ML Roadmap Reality Check tool, included, as the starting input for your session.

$2,500 Full amount credited toward the Roadmap & Monetization Rebuild Sprint if you start within 30 days.

This isn't for you if

› You don't have paying customers yet — there's no real usage or deal data to check pricing against.
› You want the full roadmap and pricing rebuilt, not just diagnosed — that's the Rebuild Sprint, not this.
› You're looking for a vendor comparison, an RFP response, or a second opinion on someone else's proposal.

How it works

Book the session

Pick a time. No form to fill out beyond the basics — the working session is where the real input happens.

We scan your roadmap and your pricing against your actual customers

Current backlog, current pricing, and a short conversation about your three to five largest accounts. That's the full input.

You get the report and the walkthrough

One page, two named gaps, and a working session to talk through what fixing each one would take — with or without going further.

Why this reads as credible, not another consultant

This runs through Ardent Foundry, led by Larkland Morley — a Director-level technical product and program leader who owned Google's Cloud Interconnect and BGP security roadmaps and led Meta's abuse-detection product portfolio. The read on your roadmap and your pricing comes from someone who has sat on the approving side of exactly these decisions at hyperscale, not from a generalist framework applied to your business for the first time.

Questions

Who is this for?

Post-Seed through Series B AI infrastructure founders or product leads with paying or usage-generating customers, hitting a real board question or enterprise roadmap request for the first time.

What materials are needed?

Your current backlog or roadmap in whatever state it's in, your current pricing, and a short conversation about your three to five largest accounts. Nothing needs to be cleaned up first.

Is this a sales call?

No. The 30 minutes is the working session where you get the findings, not a pitch for the next engagement. If the Rebuild Sprint comes up, it's because the findings point there.

What happens if the diagnostic finds no meaningful gap?

You keep the report and owe nothing further — see the guarantee below. That outcome is rare, but the fee only makes sense if the finding is worth more than what you paid for it.

Book the diagnostic

Delivered personally, not handed to an associate.

Book the diagnostic — $2,500

Booked directly by Larkland — capacity is limited to a small number of sessions per month.