Say goodbye to sloppy results. Configure AI to operate like your team.

In the initial 90-day engagement we prioritize two or three key workflows and build automations across research, risk, investor relations, and operations, each one reflecting how your firm already works.

FUNDAMENTAL RESEARCH[01]

Research workflows, built the way your desk does them.

Custom connectors to your internal notes, broker research, filings, and transcripts open the door to a myriad of automations. While some see AI primarily as an opportunity to streamline back-office operations, we’ve seen firsthand how it can be transformative in streamlining the investment process, freeing up time for more strategic work.

Our team has experience building agents that can:

  • Convert sell-side models into a firm-specific template
  • Generate first-look memos, earnings previews, and recaps that adhere to your firm’s format and mandates
  • Push automated alerts or morning digest emails covering major news, internal ratings changes, or estimates diverging from Street consensus
Standard Model BuildNVDA
your template
built by the model-builder agent, in 19m
  • Revenue$130.5B+12%
  • Gross margin75.0%+180bps
  • Operating income$86.1B+18%
  • Diluted EPS$4.12+21%
502lines
6tabs
19mto build
PORTFOLIO MANAGEMENT & RISK[02]

Your book, your reports, your way.

Custom OMS, fund admin, and risk model connectors can feed a pre-built suite of agents for portfolio attribution analysis, factor exposure, portfolio risk decomposition, and tax lot tracking.

In the past we’ve built automations that can:

  • Run automated attribution reports and send them to the team via email or Slack
  • Generate ex-ante risk reports with breakdowns by fund, factor, or position
  • Build automated checks that audit fund admin reports, reconcile against internal systems, and flag anomalies before they go out to investors
Factor exposurelive
your book, against the Wolfe US All-Cap Model
  • Value+0.42
  • Momentum+0.71
  • Quality+0.55
  • Growth+0.24
  • Low volatility-0.31
  • Size-0.18
9.2%ex-ante volatility, 1-day VaR 3.1%
INVESTOR RELATIONS & OPERATIONS[03]

The business of the fund, on the same system.

Investor updates in your firm’s voice and branding, generated straight from your CRM, while agents track usage and cost by workflow and real-time detection pauses any session the moment private or material non-public data appears.

Investor letterQ2
your voice
drafted by the IR agent, in your house style

Dear partners, the fund returned 4.2% in the second quarter, net of fees, ahead of the benchmark by 180 basis points.

Performance was led by our research-driven positions in semiconductors, where our fundamental work flagged the above-consensus demand early.

your brandingtone matched
24 LPs, drafted in 6m
AI spend by workflowthis month
$9,840total spend, this month
  • Research models43%$4,210
  • Risk attribution30%$2,980
  • IR reporting16%$1,540
  • Ops automation11%$1,110
2 cost anomalies flagged this month · 4 workflows tracked
Session monitorlive
real-time, on every Claude and agent session
  • Earnings call notesclean
  • Deal memo draftMNPI flagged, paused
  • Broker email threadPII redacted
1,240 sessions scanned · 3 flagged · 100% coverage