Is AI worth it for your firm, and how would you know?
Family offices, hedge funds, private credit, private equity, venture firms: the industry is moving past AI experimentation, but every vendor claims to be the solution. What the market lacks is an independent expert who understands both how investment firms operate and how to actually build with AI. Our focus is the operations side of the firm, and the investment process stays yours.
AI transforms the day-to-day.
The highest-return AI work at a fund or firm is rarely glamorous: it's the slowness and manual effort around research production, post-trade processing, and firm reporting. That's where we focus.
Research & deal process
Memos, call notes, diligence support, and workflow automation built on the firm's own materials. Analysts and deal teams spend their time on judgment and conviction, not on assembly, formatting, and re-reading what the firm already knows.
Post-trade & fund operations
Allocation and commission breaks, trade reconciliation, and the recurring exception hunt. Agents surface the breaks instead of your team hunting for them, so ops reviews exceptions rather than re-checking everything.
Business & team productivity
Meeting capture, reporting packs, investor and LP reporting, and firm-wide summarization. The operational reporting that consumes COO and IR time gets assembled continuously instead of rebuilt for every cycle.
Governance & AI expense
A living AI policy framework that stays compliant, safe, and investor-ready as the technology moves, plus expense management: tracking token and tooling spend, measuring utility, and keeping costs under control.
Proof, not promises: a ~60% cut in annual software spend at a private-capital firm. Read the case study →
Briefing → Diagnostic & Roadmap → Build.
Each step stands on its own, and every engagement is designed to transfer capability: your team owns the systems, not a dependency on us.
1. Executive AI Briefing · 1–2 hours
What is real vs. hype in AI for firm operations: current model capabilities, security and IP protection, and where value shows up first. Grounding for founders and COOs before spending decisions get made, and it can extend into hands-on team training.
2. AI Diagnostic & Roadmap · 2–4 weeks
An independent assessment of your AI plans, or of your existing systems if building has started: architecture, tool and model selection, cost and token spend, performance, and security posture. The output is a practical roadmap, and the diagnostic fee is credited in full toward any engagement signed within 60 days.
3. Build Assistance · project or ongoing
We build the systems, agents, and workflows that come out of the roadmap, from working prototype to production: fixed-scope sprints, custom builds, or an ongoing AI operations partnership. Fractional Chief AI Officer support is available for firms that want senior AI leadership without the full-time hire.
Built for new launches. Focused on operations.
Launching a new fund?
New launches are the natural adopters: lean teams, no legacy systems, and every incentive to build the operating stack around AI from day one. The diagnostic and roadmap show concretely how: which workflows to automate first, what to buy vs. build, and how to stay investor-ready while doing it.
Focused on operations, not the investment process
We focus on the process, operations, and productivity side of the firm, and your investment IP, models, signals, and research edge stay your own. That focus is also why our recommendations never end in a pitch for our own product: we assess, design, and build with whatever tools are genuinely best for the firm.
Start with a briefing. Leave with a straight answer.
Tell us where the operational drag is: research production, post-trade processing, or reporting. Tell us whether you're evaluating plans or already building, and we'll tell you honestly whether AI is worth it for your firm right now.
How it works: 30-minute discovery call (no pitch deck) → you get a straight answer on where AI fits your operations → if it does, a scoped proposal with timeline, deliverables, and pricing within one week.