Strategic Transaction Advisory

Bayesfield Group is a strategic transaction advisory firm for large AI infrastructure deals.

Rare deals. Elite execution.

01 — What we do

Sourcing, structuring, negotiating, and closing complex AI infrastructure transactions.

Bayesfield helps founders, buyers, investors, lenders, and operators navigate the GPU cloud, compute capacity, data center, and AI infrastructure markets. With over $12 billion in transactions executed, two IPOs, and two acquisitions completed, we operate where deals are scarce, technically complex, politically charged, capital-intensive, and high-stakes — not in markets where repeatable sales processes already exist.

AI infrastructure deals are not won by adding more reps. They are won through superior judgment, market access, negotiation discipline, and transaction design.

We work on strategic transactions where the wrong decision can cost hundreds of millions.

02 — Founder Representation

For rare, large, strategic deals — before the company has a repeatable sales motion.

The next generation of AI companies will not all look like traditional startups. Some will be very small teams led by prolific developers, building products that can become category-defining. Many will have extraordinary technical leverage and almost no commercial surface area.

Bayesfield gives those companies founder-level market intelligence plus representation. We help technical founders and AI infrastructure companies define the market, select the wedge, map strategic accounts, package the offer, read the buyer, structure pricing, sequence the deal, and negotiate the transactions that matter.

03 — Buyer Advisory

Evaluating the market before capital is committed.

For companies procuring GPU cloud, inference capacity, training clusters, colocation, data center capacity, or hybrid infrastructure, Bayesfield helps evaluate the market before capital is committed.

We support provider evaluation, pricing and term benchmarks, delivery-risk assessment, contract-structure review, procurement strategy, and negotiation support. A large compute decision should not be made on vendor promises and spreadsheet optimism.

04 — Investor Advisory

Pressure-testing the commercial reality behind AI infrastructure transactions.

Our team has led negotiations on hyperscale GPU contracts with Microsoft, Google, Meta, and SpaceXAI. We saw the full spectrum of what goes right and wrong, from supply chain crunches and datacenter delays to SLA misses and how these major customers renegotiate when leverage shifts.

We've been helping investors bring that operator lens into their diligence. It's not just about terms in a contract. Billions of dollars can go south if the supply chain team tarries and RAM prices soar, if the cooling ratio is miscalculated, or if the DC developer uses deadlines for negotiation.

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