— Tools & Samples
A paid GenovateAI diagnostic produces board-ready artifacts your leadership can act on immediately. Below are illustrative, clearly-labeled sample versions of each one — so you can judge the structure, rigor, and decision each is built to enable. Every sample on these pages is a redacted illustration, not a real client deliverable.
— The four deliverables
A board-ready, 1–2 page brief that aligns leadership on what to do next — and what to stop doing. See its exact structure and a redacted sample.
View sample & structure →ROIA scored prioritization of AI initiatives across cost, speed, risk, and revenue leverage — with an illustrative 2×2 and scoring table.
View sample & structure →AI DDAn independent, code-level investment verdict on an AI asset — product reality, AI depth, data moat, engineering, security, inference-cost margin, roadmap, and red flags. The lead artifact.
View sample & structure →PlanA phased, gated delivery plan — owners, dependencies, KPIs, and decision gates across three 30-day phases. See the structure and a sample phase table.
View sample & structure →— Honesty
We hold ourselves to one rule on this site: claims are either defined or labeled. This page states exactly what our terms mean — what counts as an “exit” or “operator network,” which figures reflect Liron's full career versus GenovateAI itself, and which market numbers are third-party (McKinsey, Gartner) rather than ours.
— FAQ
Honest answers. If the answer changes based on your situation, we'll tell you that too.
Big 4 deliver decks. We've held the CTO, CPO, CIO, and GM seats they advise — then built the next company from that experience. Every recommendation comes from having made the mistake, recovered from it, and shipped anyway. And we stay accountable until the system runs in production — owned by you. They hand over a deck and leave.
25+ years. 6 C-level roles at VocalTec (CTO), Verint Systems (VP Products), CellGlide (CEO), IntSights (CPO, acquired by Rapid7), Portnox (GM), and Nielsen Innovate Fund (Chief Investment Officer). 7 exits across 30+ companies. 100+ founders mentored. We've run AI strategy from the inside of the companies you're trying to become. That's the credential.
We stay on the hook until the system ships and runs in production — and you own it outright, with no lock-in or subscription. Our incentive is your production result, not the hours we log. Separately and optionally, when a VRD engagement reveals a venture-scale opportunity, Meta3Ventures (not GenovateAI) can build the MVP, recruit a founding team, and invest alongside it — always optional, with your equity and control retained.
AI Decision Architecture (VRD): a fixed-scope 4–6 week diagnostic. Fully credited toward any subsequent execution engagement. It's not a sales exercise — it's a diagnostic. We've had clients do the VRD and decide the right answer was to do nothing. We tell them.
We take 3–4 engagements per quarter — intentionally. Discovery call: 30 minutes. If there's a fit, we can begin within 2–3 weeks. The constraint exists so every engagement gets Liron and the senior team, not a junior analyst handed the brief.
Yes. Engagements are global. We work with enterprises in North America, Europe, and APAC. The team is distributed, and every engagement runs on Meta3Agents — which means no dependency on physical presence.
Then we say so. We've told clients to stop spending on AI and fix their data infrastructure first. Radical honesty is a value, not a tagline. You'll know exactly where you stand after 6 weeks — even if the answer isn't what you hoped.
Yes, and we usually do. We embed alongside your team, not above them. Knowledge transfer is a deliverable on every Build engagement. When we leave, your team can run what we built.
30 minutes with Liron to map where your AI decisions are bottlenecked — and whether a paid diagnostic that produces artifacts like this is the right next step.
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