AI agents for investment firms

AI agents that run real work inside your firm.

We build and deploy AI agents for hedge funds, asset managers, family offices, and private equity firms. They handle research, operations, compliance, and reporting — connected to the systems you already use. No new software to learn. No data migration.

6–10 weeks
From first call to a working agent in production
<20 hrs
Of your team's time across the whole project
~80%
Fewer manual reconciliation hours
How it works

Four steps, start to finish.

A clear process built around how your firm actually runs — including your compliance, data, and approval rules.

01

Map the work

We sit with your team and trace how work moves across the front, middle, and back office — the handoffs, the manual steps, the bottlenecks. You get a ranked list of where an agent would save the most time.

02

Build the agent

We design and build the agent that runs the workflow, connected to your OMS/EMS, accounting, data vendors, and CRM. The logic follows your mandate, risk limits, and sign-off rules. You stay in control at every checkpoint.

03

Deploy it live

The agent goes into your stack and starts doing real work. It runs in your cloud or VPC, on your data. No migration. Where you have your own agreements with the model providers, it runs on your models.

04

Keep improving it

After launch we keep tuning the agent, raising its accuracy, and extending it into nearby workflows. This runs as a monthly retainer for ongoing support and new builds.

Use cases by firm type

Built around how your firm works.

Every project is shaped by the workflows and systems specific to your firm type — not a generic "AI for finance" template.

Asset Managers
Hedge Funds
Private Equity
Family Offices

Research & PM briefings

Pull together earnings calls, sell-side research, and alt data across your coverage. Flag thesis changes and draft pre-meeting briefs.

Performance & attribution

Daily and weekly attribution with plain-English commentary, ready to drop into factsheets and client books.

Mandate & guideline compliance

Pre- and post-trade checks against IMAs, UCITS limits, and ESG exclusions. Breaches caught before they're reportable.

RFPs & DDQs

Auto-filled from one firm knowledge base, turning a multi-week marketing cycle into a few days.

Regulatory filings

ADV, AIFMD, MiFID II, and SFDR packages assembled across systems, with anomalies flagged for sign-off.

Client & distributor reporting

Client books, mandate updates, and distributor packs generated on demand, in each channel's format.

Idea generation & thesis monitoring

Process filings, transcripts, expert calls, and alt data continuously. Flag what changed since last close.

Reconciliation & breaks

Cross-check OMS, prime brokers, and admin. Breaks sorted and resolved automatically; only real judgment calls escalate.

Risk & exposure monitoring

Factor decomposition and scenario analysis run continuously. Drift and concentration surfaced before the risk meeting.

Trade surveillance & MNPI

Monitor comms and trading against restricted lists, flag anomalies, and assemble the file for compliance.

Investor letters & ODD

Monthly letters drafted from performance and PM commentary. LP requests answered from one source of truth.

Regulatory filings

13F, Form PF, AIFMD, and CFTC filings assembled, reconciled, and checked — no more quarterly fire drill.

Deal sourcing & pipeline

Scan deal databases, intermediary flow, and M&A news against your criteria. Enrich DealCloud and route fits to the right owner.

Diligence acceleration

Work through VDR docs, build revenue and expense waterfalls, flag QofE risks, and draft early-read memos in days, not weeks.

Portfolio monitoring

Portco monthly packs normalized; KPIs tracked against the value-creation plan; deviations flagged in time to act.

LP reporting & capital accounts

Capital account statements, ILPA templates, and quarterly letters assembled from fund admin data, line by line.

Fundraising & DDQs

DDQs and RFPs filled against a knowledge base of fund history and performance. Partners review and ship.

IC memos

Memos drafted from diligence outputs, comparables, and market data — so partner time goes to judgment, not assembly.

Consolidated reporting

Positions and performance aggregated across custodians, GP statements, real assets, and direct holdings into one view.

Manager monitoring

Track managers vs benchmark and peers. Letters and capital calls ingested automatically; style drift flagged early.

Direct & co-invest diligence

Screen opportunities against the family's mandate, draft diligence memos, and assemble IC packets for review.

Tax, trust & entity coordination

Income, gains, and distributions reconciled across entities and jurisdictions; packets prepped for advisors.

Bill pay & household ops

Vendor management, expense categorization, and bill-pay reconciliation, with a full audit trail.

Cash & liquidity

Cross-account cash visibility, sweep orchestration, capital call funding, and liquidity forecasting.

What it's worth

Typical results, by firm type.

Illustrative ranges from comparable deployments. Your actual numbers get quantified during the discovery audit.

Asset Managers

Long-only · active
RFP / DDQ cycle5 days from 4–6 weeks
Attribution commentary~90% auto-drafted
Breach detectionReal-time vs T+1 today
Research throughputsame headcount

Hedge Funds

Single & multi-strategy
Recon breaks75–90% auto-resolved
Research synthesisper analyst/day
Surveillance review−70% manual hours
LP request turnaround<24h from 5–10 days

Private Equity

Buyout · growth · credit
Deal screening10× per associate
First-look memo24h from 1 week
DDQ population~85% pre-filled
Portco monitoringWeekly vs monthly

Family Offices

Single & multi
Consolidated reportingDaily from 1–2 wk lag
Manager monitoringContinuous vs quarterly
Bill pay reconciliation~95% automated
Direct deal sourcingper principal
Book a call

See what agents could do in your firm.

A 30-minute call to find the workflows where an agent would save you the most time. No prep needed. Tell us a bit about you, then pick a slot.

FAQ

Common questions.

What happens on the discovery call?
We walk through how your front-, middle-, and back-office workflows run today and find where an agent could do real work. We cover the systems it would touch, your compliance and data constraints, and a rough timeline.
How do you handle data security and MNPI?
Agents run inside your environment — your cloud or VPC, your data, your access controls. They follow your existing permissions and information-barrier policies, and every action is logged for audit. Where you have agreements with the model providers, we run on your models.
How long does it take?
Most projects go from first call to a working agent in production in 6–10 weeks, depending on the workflow and the systems involved.
Will it work with our existing systems?
Yes. Agents connect to what you already run — OMS/EMS, portfolio and fund accounting, custodian and admin feeds, data vendors, CRM, and your data warehouse — through APIs. No migration needed.
How much of our time does it take?
Your team provides context on the workflow and systems — usually under 20 hours total across everyone involved. We handle the design, build, and deployment.
How does pricing work?
A one-time build fee plus a monthly retainer for ongoing support and tuning. Scoped to the workflow and systems involved. It typically costs well below the headcount it replaces.