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.
Claude● marketsmedia.com ↗
How investors use AI
Sourced examples from real firms, sorted by the job they do. Every card shows where the claim came from and who made it. Every use case was reviewed by an editor before it went up; vendor claim means the source is the vendor itself.
94 results
How 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 hundreds of investors with validated dataframe outputs; Balyasny evaluates models inside the full agent environment, not in isolation.
No tool named● insights.ml4trading.io ↗
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 investment committee decisions kept human because the models are 'frequently wrong'.
ChatGPT +2● guinnessventures.com ↗
A 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 developments through a read-only connector, adding a tie-out appendix.
Claude● vendor claim ↗
Falcon 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● vendor claim ↗
IR 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 fundraising.
Juniper Square● vendor claim ↗
Formidium launches 'Arya', an AI-native fund administration platform
Unveiled at TechCrunch Disrupt, Arya spans fund accounting, investor servicing, compliance, reporting and capital activity.
No tool named● vendor claim ↗
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.
No tool named● primary.vc ↗
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 software portfolio companies.
Claude● hgcapital.com ↗
Ethos 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 or passed on.
No tool named● pitchbook.com ↗
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 an outside-counsel associate for weeks.
No tool named● pitchbook.com ↗
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 outputs an HTML report.
Claude +1● davewang.ai ↗
Running 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 base, with governance and privacy as the gating questions.
Claude +1● mrfamilyoffice.com ↗
Citadel'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 of sample in two to three hours, work that took researchers six to eight weeks.
No tool named● fool.com ↗
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 than a junior hire.
No tool named● businessinsider.com ↗
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 underlying holding.
No tool named● vendor claim ↗
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.
Juniper Square● vendor claim ↗
AngelList 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 remaining reserve' get answered in chat.
AngelList +2● vendor claim ↗
Khosla Ventures' talent team runs hundreds of portfolio searches with AI
Five KV talent partners support searches across hundreds of portfolio companies at once.
No tool named● vendor claim ↗
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.
No tool named● vendor claim ↗
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 hours.
No tool named● vendor claim ↗
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 GP and administrator teams, with approvals kept human at each gate.
Allvue● vendor claim ↗
Masterworks 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 representation, museum holdings and collector base, then pulls comparables to set a fair-value anchor.
Masterworks● vendor claim ↗
Temasek 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 exposure to as much as 15% of the portfolio by 2031.
No tool named● businesstimes.com.sg ↗
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