Use cases
Every item links to its source. Items marked Pending review are awaiting editorial sign-off.
All use cases 94 shown
Man Group ships its own multi-model agent harness
Man Group released an in-house harness that connects LLMs to its tools, memory and execution environments so agents can act. Discretionary PMs use ...
Claudemarketsmedia.com · Oct 2026How Man, Bridgewater and Balyasny test and govern research agents
A comparison of what leading funds disclose: Man's AlphaGPT proposes, codes and evaluates signals; Bridgewater's Pocket Analyst Tool serves hundred...
Guinness Ventures: AI in the process, humans at the IC
Guinness Ventures' head of technology describes using AI for filtering, research, benchmarking and drafting, with every output checked and investme...
ChatGPTguinnessventures.com · Oct 2026A Claude Skill that drafts the quarterly LP letter from live fund data
Hanover Park publishes a downloadable skill: ask Claude to 'Draft our Q2 LP letter' and it pulls performance, capital activity and portfolio develo...
Claudesupport.hanoverpark.com · Oct 2026Falcon Investment Advisors turns 70-page CIMs into signed-off financial summaries with a Claude skill in Cowork
Falcon Investment Advisors uses a Claude skill in Cowork to turn 70-page CIMs into a templated financial summary. Claude proposes each figure, the ...
Claudecentrilogic.com · Sep 2026IR teams get AI-enriched LP prospecting from Juniper Square and Nasdaq eVestment
Capital Intelligence combines eVestment allocator data with a GP's own CRM to enrich investor relationships and surface new prospects for fundraisi...
Juniper Squarejunipersquare.com · Sep 2026Formidium launches 'Arya', an AI-native fund administration platform
Unveiled at TechCrunch Disrupt, Arya spans fund accounting, investor servicing, compliance, reporting and capital activity. It is one of several ad...
Primary Venture Partners hires a Head of AI to build its internal systems
Primary's job post sketches the emerging role: one leader owning AI systems for sourcing, diligence, portfolio support and firm operations. It's a ...
Hg extends Anthropic partnership to take agents across its portfolio
Hg, which runs a 100+ person AI engineering group (Hg Catalyst), is expanding its Anthropic collaboration to deploy agentic capabilities across its...
Claudehgcapital.com · Sep 2026Ethos Capital's 'Petra' agent runs the first pass on every deal
Boston PE firm Ethos Capital spent about five years building Petra, an assistant trained on 50,000+ sources including every deck the firm has done ...
Ethos Capital uses its agent for first-pass legal risk research
Managing partner Fadi Chehadé says Petra answered roughly 90% of his questions on a target's legal risks in minutes, work that would have gone to a...
Open-source earnings-season Claude/Codex skill
An open-source Claude and Codex skill for earnings season that reviews the last four calls, cross-checks management claims against filings and outp...
Claudedavewang.ai · Aug 2026Running a family office on frontier LLMs
Mr. Family Office sketches what an LLM-enabled office looks like in practice: document intake, internal diligence notes and a searchable knowledge ...
Claudemrfamilyoffice.com · Aug 2026Citadel's agent reproduces 8 weeks of PhD research in 2 hours
Ken Griffin says an internal Citadel system reads finance papers, reimplements the methodology, validates the published results and tests them out ...
A VC picks $120 of AI subscriptions over an intern
Marc Palet shares the stack he uses for knowledge-base upkeep, research and reporting, and why recurring operational tasks now go to agents rather ...
AI in secondaries: rebuilding NAV from messy LP data rooms
Secondaries buyers use AI to turn heterogeneous LP data rooms into source-linked portfolio views, reconstruct reference-date NAV and analyze every ...
Juniper Square's agent checks the fund administrator's work
An oversight agent reviews fund-admin deliverables for GPs, flagging discrepancies before reports go to LPs. It targets a job most mid-size manager...
Juniper Squarejunipersquare.com · Jul 2026AngelList Link lets GPs query their fund from Claude or ChatGPT
AngelList's MCP connector gives GPs read-only access to their fund records from Claude, ChatGPT and other MCP tools, so questions like 'what's my r...
AngelListangellist.com · Jul 2026Khosla Ventures' talent team runs hundreds of portfolio searches with AI
Five KV talent partners support searches across hundreds of portfolio companies at once. They use Metaview's AI for sourcing and executive enableme...
Security Properties builds 'FirstPass' for multifamily underwriting
The Seattle real estate investor built a proprietary platform that reads offering memoranda, rent rolls and T-12s into its underwriting model. Init...
20 case studies of AI in early- to growth-stage VC
A roundup including Correlation Ventures, whose predictive model trained on 100,000+ financings lets it make co-investment decisions in about 48 ho...
Agentic capital calls: allocations, notices and remittances with human sign-off
Allvue lays out agents coordinating each step of a capital call (allocation math, notice generation, LP communications, remittance tracking) across...
Allvueallvuesystems.com · Jul 2026Masterworks pairs ML fair-value models with human specialists to pick paintings
Masterworks trains models on 1.2M+ auction lots, 130,000 artists and 6,000+ auction houses to find signals of future appreciation, such as gallery ...
Masterworksmasterworks.com · Jul 2026Temasek uses AI across investing and its portfolio
Singapore's Temasek is applying AI to its own investment decisions while pushing adoption across portfolio companies, alongside a plan to raise AI ...
Two Sigma: 'anything can be language now' for feature research
Two Sigma's Ben Wellington explains how generative AI speeds turning messy data into testable signals, and why human judgment still matters to avoi...
An agent for PE operating partners tracking portfolio KPIs
Maestro's Maia agent answers portfolio-ops questions over collected company data and flags variance against the value-creation plan, aiming to turn...
Blackstone embeds ~50 applied-AI engineers with its deal teams
Business Insider profiles Blackstone's applied AI engineers, who sit with investment teams to prototype deal tools and build firmwide products like...
Bridgewater fine-tunes a model on its investors' judgment
Working with Thinking Machines, Bridgewater fine-tuned an open-weight model on examples labeled by its investment experts. It averaged 84.7% on six...
SITFO's 'Skynet' group builds AI into a $4.7B permanent fund
Utah's School & Institutional Trust Funds Office (SITFO) formed a cross-functional group that builds AI workflows for manager research, finance and...
Williams College's CIO uses LLMs to map diligence landscapes
On Capital Allocators, Abigail Wattley explains using LLMs to map a manager's landscape, build risk frameworks and find off-sheet references before...
Claude skills chain for deals
A chain of four Claude skills that covers a deal end to end: a pass/fail screening memo from the CIM, a sector-specific diligence checklist, data-r...
Claudeclaudecodehq.com · Jun 2026Accordion's PE AI adoption benchmark
A benchmark of where PE sponsors and their portfolio-company CFOs actually use AI, finance function by function. Useful for operating partners sett...
Serac Ventures turned off its auto-reject bot after it passed on a winner
Serac built a screener that matched inbound deals to its thesis, auto-booked meetings and auto-passed the rest. After it rejected a company the tea...
Claudeseracventures.vc · Jun 2026Family office dashboard reads hundreds of PDFs with Claude
A builder made a family office dashboard that reads hundreds of fund and brokerage PDFs with Claude. It scans the inbox nightly, classifies eight d...
Claudeworkandwhistle.co · Jun 2026MD workflow for IC memos with Claude
A managing director's workflow for IC memos with Claude: feed it your own thesis notes, structure the thesis and risks, generate the 12 to 15 quest...
Claudetheleveragedyears.com · May 2026Former FO controller automates the household cash projection report with Claude Cowork
A former single family office controller used Claude Cowork to automate the household cash projection report. Hours of filtering, pivots and lookup...
Claudetheaismartcpa.substack.com · May 2026Business Insider asks top seed investors how they use AI
Alongside its Seed 100 list, Business Insider collected how leading seed investors use AI for sourcing, prep and diligence. A quick read of what's ...
USV rethinks the analyst role around an agent fleet
Announcing its 2026 analyst class, USV explains how six months of deploying an agent fleet changed the role: less note-taking and lookup work, more...
Taskletusv.com · May 2026Citi: family offices put AI to work on leanness, not alpha
Citi's interviews with single-family-office CIOs find the winning uses are everyday ones: summarizing documents, transcribing meetings, managing em...
Accelerating VC diligence with Claude Code
Krishin Parikh walks through a Claude Code setup for diligence: market and competitor research, founder background checks and a structured write-up...
Claudekrishinparikh.substack.com · Apr 2026Point Nine partner vibe-codes a firm "Knowledge Hub" in 13 days
Point Nine managing partner Christoph Janz built a firm-wide knowledge hub in 13 days without writing code himself. Replit agents and Claude Code w...
Claudecheesecake.vc · Apr 2026Airtree research agent writes a company brief in about 3 minutes
Airtree's research agent produces a company brief in about three minutes, work that used to take an analyst hours. The team's lesson: one agent wit...
Claudecheesecake.vc · Apr 2026TheVentures' "Vicky" AI analyst gives Yes/Maybe/No ratings
Korean VC TheVentures built Vicky, an AI analyst that reads decks, founder profiles and transcripts and returns a Yes/Maybe/No rating with reasonin...
Fika Ventures open-sources a job-post tracker
Fika Ventures open-sourced a small tool that checks portfolio and target companies' career pages on a schedule and posts to Slack when a new role a...
HP Tech Ventures runs CVC agents including a "Chief of Staff" orchestrator
HP Tech Ventures runs a team of specialized agents on Claude Code and Obsidian, including a Chief of Staff orchestrator. One agent scores market si...
Claudecheesecake.vc · Apr 2026Cautionary: Quiet Capital partner spent about 50 hours on a Claude Code command center
A cautionary tale: a Quiet Capital partner spent about 50 hours building a personal command center with Claude Code across email, calendar, notes a...
Claudecheesecake.vc · Apr 2026USV says agents roughly doubled its team without hiring
USV says it roughly doubled its team by adding AI agents instead of hiring. The agents research companies, review legal documents, build internal a...
Taskletblog.usv.com · Apr 2026How LPs use AI in GP due diligence in 2026
An overview of how LPs are using AI to diligence GPs in 2026: reviewing DDQs, track records and LPAs on consistent criteria and flagging gaps for t...
V7 Gov7labs.com · Mar 2026LP diligence: how GPs are evaluated in 2026 (DDQ, LPA review)
The GP side of LP diligence: what LPs now check with AI (DDQs, LPA terms, track record) and how managers can prepare. A placeholder until a first-h...
V7 Gov7labs.com · Mar 2026USV runs a named team of internal agents
USV gave each internal agent a name and a job: Sally writes up meetings from Granola transcripts, Ellie watches team email, Felix handles finance d...
Taskletblog.usv.com · Mar 2026USV trains "Leo", a legal counsel agent
USV is onboarding Leo, a legal counsel agent that reviews legal documents alongside the team, the newest member of its named agent roster.
Taskletblog.usv.com · Mar 2026USV's "Ellie" monitors team email threads
USV's Ellie monitors the team's group email threads and turns mentions of companies and people into structured records in the firm's internal datab...
Taskletblog.usv.com · Mar 2026Ocorian survey: 86% of family offices use AI in operations
A 16-country study of family offices with $119B in combined wealth found 86% using AI to improve operations and data insights. Only 7% are actively...
Canonical's partners build their own agents instead of hiring a Head of AI
Canonical's two partners build their own agents for thesis work, diligence and founder support, arguing nobody knows their workflow better and inve...
Claudeblog.canonical.cc · Feb 2026From term sheet to LPA draft: AI fund-formation workspaces
SwiftLaw generates LPAs, PPMs and subscription documents from a fund's term sheet, a job usually billed by the hour by fund counsel. Emerging manag...
ARTDAI launches AI collection records for family offices
ARTDAI's system ingests decades of appraisals, insurance schedules, invoices and scanned paper records, deduplicates them with AI and builds a sear...
ARTDAIprnewswire.com · Feb 202613 rising-star VCs on using ChatGPT and NotebookLM
Younger VCs describe using ChatGPT and Google's NotebookLM to find deals, prep for pitches and get up to speed on new markets quickly.
ChatGPTbusinessinsider.com · Feb 2026Ex hedge-fund analyst turns 5-hour earnings preview into 20 minutes
A former hedge fund analyst turned a five-hour earnings preview routine into about 20 minutes with Claude Code and MCP data connections, producing ...
Claudecc4.life · Jan 2026Carta adds agentic cash reconciliation for fund admin
Carta's fund admin agents reconcile cash around the clock and tag schedule-of-investments entries, two of the most tedious steps in a VC fund's qua...
Cartacarta.com · Jan 2026Ardian rolls Claude Skills across its buyout investment cycle
Ardian ($200B AUM) formed a cross-functional AI taskforce that mapped 12 priority use cases across sourcing, diligence and portfolio monitoring. By...
Claudejakala.com · 2026$45B public pension cuts DDQ time per manager from 32 hours to 4
From a survey of 150+ allocators: one public pension automated DDQ extraction across 180+ questionnaires a year, adding 40% manager-review capacity...
Hustle Fund leans on Sacra for private-company numbers it can trust
Hustle Fund, which sees about 1,000 inbound deals a month, found deep-research tools fine for market direction but unreliable on revenue and valuat...
Turning deal news into on-brand LinkedIn posts and newsletters
Spok's media engine drafts posts and newsletters from a VC firm's deal activity and portfolio updates in the firm's voice, with an approval step be...
SignalFire's Beacon tracks 80M companies and 650M people
SignalFire's in-house Beacon AI powers sourcing, founder research, recruiting for portfolio companies and go-to-market support. It's one of the lon...
Galaxy Research on agents in crypto capital markets
Galaxy maps how AI agents are starting to hold wallets, fund themselves and trade on-chain, and what that means for crypto investors evaluating age...
A family office CIO migrates 50 years of data with Claude Code
On The Agentic Allocator, Al Hemmingsen describes using Claude Code to migrate five decades of legacy records and automate reporting at a multi-gen...
Claudecastro.fm · 2026Building a $1B family office in public, with AI behind it
Anmol Goel on how a lean family office uses AI for diligence, knowledge management and agent workflows so a small team can operate at institutional...
InReach: agents are the easy part, the data platform isn't
InReach Ventures, which built its own platform years ago, argues that sourcing and screening agents are now a commodity. The durable edge is the da...
NYU's endowment CIO standardizes manager notes with Claude and Granola
Michelle Knudsen describes using Claude, Gemini, Granola and Wispr Flow to standardize manager meeting notes and pull time series out of managers' ...
Claudefinance.biggo.com · 2026Private banks and insurers score art collections with 50+ AI predictions per work
Wondeur AI's models estimate intrinsic, dealer and liquidity values plus mispricing, lendability and donation potential for each artwork, letting b...
Wondeur AIwondeur.ai · 202622% of wealthy collectors now take advice from AI tools, up from 4% in 2024
The Art Basel and UBS survey of 3,100 HNW collectors found 22% used apps or AI tools for collecting advice, and about two thirds see AI helping wit...
Cove re-values collections between appraisals to close insurance gaps
Cove monitors each work against auction results, private sales and exhibitions, alerts owners when values move, and certifies only what changed. It...
Covecovecollect.com · 2026How Citadel, Balyasny and Point72 use AI
Business Insider compares how the big multi-managers deploy AI internally, from research copilots to dedicated AI-focused strategies like Point72's...
How EQT's Motherbrain ranks the startup universe
EQT's Motherbrain combines public data, internal records and network intelligence with agentic assessments to rank opportunities using interpretabl...
Wealth managers turn to AI valuation as art lending nears $40B
The Deloitte and ArtTactic Art & Finance Report 2025 finds 51% of wealth managers now offer art services, and growing belief that AI valuation and ...
ArtTacticarttactic.com · Nov 2025AI gives 85.7% odds that a 'copy' sold for £71,000 is a Caravaggio
Art Recognition's neural-network analysis, run with researchers including the University of Liverpool, found a strong match between the Badminton H...
Art Recognitiontheguardian.com · Sep 2025Winston Art Group and Artory merge appraisal with a 50M-record art data registry
The combined firm pairs independent appraisals with Artory's tamper-proof ownership and condition records and 50M+ public transaction records, so c...
Winston Artory Groupwag-art.com · Jul 2025Bee Partners drafts its LP letter with a RAG system over its memos
Bee Partners assembled most of its Q1 2025 LP letter with a retrieval system over investment memos, thesis documents and founder correspondence. Pa...
Inflection builds 'Kepler', a shared research workspace for its VC team
Unhappy with single-user chat tools, Inflection built Kepler: VC-specialized agents in a chat the whole team can join, plus Notion-style research n...
A year building a deck-screening agent for a top seed VC
Tom Walczak's team built an agent that opens forwarded decks and DocSend links, extracts team, sector and traction, enriches via Harmonic and groun...
Harmonictomwalczak.com · Jan 2025Balyasny's research agents: macro analysis from 2 days to 30 minutes
Balyasny's 20-person Applied AI team built a research system that about 95% of its investment teams now use. A Central Bank Speech Analyst agent cu...
ChatGPTopenai.com · 2025NGP Capital sources over 70% of its pipeline through its 'Q' platform
NGP Capital spent five years building Q, an internal data and AI platform that reads how companies and investors describe themselves rather than re...
Cherry Ventures' 'Harvester' enriches and ranks inbound leads
Cherry built Harvester to enrich leads from public data, CRM records, LinkedIn, GitHub and Product Hunt, then prioritize them. The goal isn't catch...
PE firm cuts diligence enrichment from two weeks to five minutes
Analysts upload an Excel list of targets and a chain of models extracts web info, classifies verticals, checks sustainability rules pulled from Sha...
NBIM: 600+ Claude users save 20% of their week
Norway's $1.7T sovereign fund trained all 600+ staff, built an AI ambassador network and let business users prototype without IT. Users report 20% ...
Claudeclaude.com · 2025A Zurich auction sells a work authenticated solely by AI
Germann Auction House used Art Recognition's AI to support three lots. A Marianne von Werefkin watercolor with no expert certificate, authenticated...
Art Recognitionartnews.com · Dec 2024Using AI to value commercial property
A commercial real estate practitioner explains how they use AI to help value commercial property. An older (2024) post.
Moonfire's ML/LLM sourcing pipeline surfaces a few dozen companies a week
Moonfire runs an ML and LLM pipeline that screens about 2 million companies a year and surfaces a few dozen each week for investors to review. An o...
Ada Ventures' Deck Genius gives founders slide-level feedback
Ada Ventures' Deck Genius gives founders slide-level feedback on narrative, design and fundamentals in 30 to 90 seconds by running 20 to 50 LLM cal...
Claudedeckgenius.ai$750B+ AUM PE firm cuts CIM screening from 4 hours to 1.5
A global PE firm with more than $750B in AUM cut first-pass CIM review from about four hours to 1.5 by having Claude draft structured summaries tha...
Claudetresvista.comMid-market PE firm runs four agents
A mid-market PE firm deployed four connected agents for teaser triage, CIM-to-Excel extraction, divestiture scanning of SEC filings and data-room s...
Ask Claude/ChatGPT over consolidated wealth data via MCP
Aleta shows 22 copy-ready prompts for asking Claude, ChatGPT, Copilot or Gemini questions over consolidated family office data via MCP: answering q...
Aletaaleta.ioK-1 season pipeline
A pattern for K-1 season: extract all 200+ fields from each K-1, cross-check against partnership returns, and post journal entries to the ledger wi...
Capital call notices: extract and preview before posting
Hand an assistant several capital call notices, have it extract amounts, dates and wire details, and show what it would post to the wealth platform...
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