01 · ENGAGEMENTS
You do not need more AI recommendations. You need architecture that has actually run in production.
Engagements through Mast Labs are technical, scoped, and grounded in real systems. Not slideware.
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Ara Galarza, Managing Principal at Mast Labs
02 · THE PROBLEM
Most AI initiatives stall at the same point.
The strategy exists. The tools are purchased. The pilots ran. But the operating model cannot absorb the intelligence, and no one owns the architecture layer that would make it work.
Signal 01
Local productivity. No P&L movement.
Apps deliver task gains. Revenue still leaks at handoffs. Teams repeat work because context does not travel with it.
Signal 02
Pilots that never compound.
Vendor sprawl, integration overhead, and governance gaps reclaim the early gains. The curve flattens at month twelve.
Signal 03
No one owns the architecture layer.
Strategy decks live with consultants. Code lives with vendors. The connective tissue, taxonomy, governance, orchestration, belongs to no one.
03 · HOW WE ENGAGE
Three engagement tiers. One operating principle.
Every engagement is technical, scoped, and measured. We work with executive teams. We do not staff-augment. We do not write decks for the sake of decks.
Tier 01 · Strategy
Where to invest. What to ignore.
AI portfolio assessment, technical diligence, and capital allocation guidance for executives and investors. Delivered as a working document, not a deliverable.
For CEOs, COOs, AI leadership, PE / VC
Tier 02 · Operating Model
How intelligence flows through the company.
Architecture for how knowledge, decisions, and accountability move across the enterprise. Governance, observability, and feedback loops designed in from the start.
For CTOs, Heads of AI, COOs
Tier 03 · Build
Production architecture, not prototypes.
Hands-on architecture and platform engineering for organizations standing up multi-agent systems, taxonomy layers, or domain intelligence in regulated environments.
For founders, CTOs, platform teams
04 · HOW WE WORK
Technical. Scoped. Real systems. Not slideware.
01 · Technical
We build, then advise.
Every recommendation has been pressure-tested in production. Architecture decisions come from systems that have actually run, not frameworks borrowed from a deck.
02 · Scoped
60 to 90 day engagements.
Defined start. Defined end. Defined deliverable. We are not an open-ended retainer. We are not a body shop.
03 · Grounded
Real systems. Real data. Real teams.
We work inside your stack, with your engineers, against your data. Recommendations that cannot survive contact with reality do not leave the room.
04 · EXECUTIVE
CEO, COO, CTO, AI leadership.
This work is for the people deciding where capital goes. We do not staff-augment. We do not write code under someone else's roadmap.
05 · WHO THIS IS FOR
If your problem fits, we should talk.
Mast Labs takes a small number of engagements per quarter. Fit matters more than fee.
For executives
CEOs, COOs, CTOs, and AI leadership navigating production AI in regulated environments.
You have the strategy. You have the budget. You need someone who has actually built the architecture before.
For investors
PE and VC firms evaluating AI exposure in regulated portfolios.
Technical diligence on portfolio companies. Pre-investment architecture review. Post-close acceleration.
For founders
Founders who need technical leadership without committing to headcount.
Hands-on architecture and platform engineering for early teams standing up multi-agent systems or domain intelligence.
06 · DELIVERABLES
Three engagement tiers. Three sets of outputs.
Strategy that survives the deck. Operating models that survive the reorg. Code that runs without us.
Tier 01 · Strategy
Decisions, not decks.
AI investment thesis tied to your P&L, build vs buy framework with vendor scoring, 12-month sequenced roadmap with cost and capacity model, and a risk register across regulatory, technical, and organizational dimensions.
Tier 02 · Operating Model
An operating model, not a memo.
Team topology and pod structure for AI work, capacity model tied to the roadmap, governance for data, model, policy, and audit, plus a hiring brief and leveling guide for AI roles.
Tier 03 · Build
A working system, not a pilot.
Reference architecture deployed in your cloud, taxonomy and ontology specs, a working system on real data, and a runbook for handoff to your internal team.
07 · START
Let's see if there is a fit.
A 30-minute conversation. No deck. No pitch. We listen, ask hard questions, and tell you whether Mast Labs is the right team for what you are trying to build.
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60 TO 90 DAY ENGAGEMENTS · BY REFERRAL OR INTRODUCTION · LIMITED SLOTS