Skip to content
Meet the Agents

26 Specialized Agents. One Unified Team for Your Firm.

Twenty-six AI agents organized across nine functional teams — Infrastructure, Leadership, Fund Operations, Investor Relations, Compliance, Research, Analytics, Creative, and Specialists — each owning a dedicated role and Slack channel. They research, draft, monitor, report, and coordinate around the clock. No agent sends an LP-facing communication without your approval.

26 Deployed AgentsHuman Approval on Everything14,700+ Knowledge Chunks13 RAG Collections
GatewayKnowledgeExec. Asst.Client Exp.DeliveryBDRContentSecurityOps IntelCritical Alerts

The Operational Tax on Growing Asset Managers

AUM growth should mean better returns. Instead, it means quarterly letters that take weeks, LP requests buried in email, compliance reviews bottlenecking every deliverable, and the managing partner doing work that should be handled by a team of six.

Quarterly Letters Take Weeks

Performance data, narrative drafts, compliance review, design formatting, and LP distribution. Every quarter, the same multi-week grind.

LP Requests Fall Through Cracks

Capital call notices, distribution memos, K-1 requests, and ad hoc data room inquiries pile up faster than your IR team can process them.

Institutional Knowledge Is Trapped

Investment theses, deal memos, LP preferences, and fund terms live in scattered documents and individual memory. New team members take months to get up to speed.

The Managing Partner Is the Bottleneck

Partners spend hours daily on email triage, meeting follow-ups, and operational oversight instead of sourcing deals and managing LP relationships.

Fundraising Research Never Gets Done

Identifying target LPs, building investor profiles, tracking allocation trends, and preparing meeting materials means toggling between databases and days of repetitive work.

Performance Reporting Is Reactive

IRR calculations, attribution analysis, and benchmark comparisons are compiled manually and often arrive too late to inform investment decisions.

Compliance Review Bottlenecks Everything

Every LP communication, pitch book, and marketing material needs regulatory review. The compliance queue delays fundraising and investor relations.

Thought Leadership Never Gets Published

Market commentary, investment insights, and LP-facing content are planned but never written. LinkedIn goes silent between fundraises.

AssetBoxx addresses all of them — one unified platform, 26 specialized agents.

A Coordinated System,
Not a Collection of Chatbots

Each agent owns a specific domain across nine functional teams. The Orchestrator routes and coordinates. Here is how a quarterly letter flows from data to LP delivery.

Step 1
Fund Performance & Reporting

Pulls fund performance data, calculates IRR/MOIC/TVPI, generates attribution analysis, and compiles benchmark comparisons into a structured performance package.

Step 2
Investment Research Writer

Takes the performance package and drafts the quarterly letter narrative: market commentary, portfolio updates, outlook section, and key highlights. Written in the firm's voice.

Step 3
LP Communications Expert

Reviews the draft for LP-appropriate tone, ensures all required disclosures are present, formats for different LP segments (institutional, family office, HNW), and prepares distribution lists.

Step 4
Content Guardian

Automated brand compliance review: checks firm voice consistency, verifies data accuracy against source, flags any forward-looking statements or performance claims needing disclaimers.

Step 5
Compliance Review

Full regulatory compliance scan: SEC marketing rule alignment, performance presentation standards, required disclaimers, and risk factor completeness. Three-tier risk scoring with approval gates.

Step 6
Pitch Book Designer

Formats the approved letter into the firm's branded template: charts, tables, cover page, and LP-ready PDF. Generates data visualizations for key performance metrics.

Step 7
LinkedIn & Thought Leadership

Extracts key themes from the quarterly letter and generates LinkedIn posts, market commentary snippets, and thought leadership content for partner profiles. All content requires approval.

OrchestratorCentral Coordinator

One Conversation. Every Answer.

Every request flows through the Orchestrator. Type a message in Slack and it routes to the right agent, assembles the answer, and brings it back. Multi-system questions get coordinated across agents into a single response.

It also runs scheduled jobs: knowledge syncs, briefings, performance summaries, and infrastructure maintenance. It monitors every agent and alerts you if something goes down.

What it replaces

The mental overhead of checking your portfolio system, then your inbox, then your CRM, then your data room. One question in Slack, one answer.

Intelligent Routing

Routes Slack messages to the correct specialist agent based on content analysis

Cross-Agent Queries

Handles questions spanning multiple agents and assembles unified responses

Scheduled Jobs

Knowledge syncs, LP briefings, performance summaries, and maintenance on autopilot

Health Monitoring

Watches all 26 running agents and alerts on failures

SlackGoogle DriveGoogle CalendarCRM SystemsData Room PlatformsPortfolio Management Systems
30 to 60 minutes per day in context-switching
# ask-ai
DW
You

What's our SLA status on Acme Corp and did we log time on their project yesterday?

Knowledge Base & RAGInstitutional Memory

14,700+ Knowledge Chunks. One Slack Message Away.

Critical knowledge is always locked in someone's head or buried in deal files. The Knowledge Base Agent connects every platform your firm uses and makes it all searchable through plain-English questions in Slack.

It indexes fund documents, offering memoranda, LP agreements, deal memos, meeting transcripts, market research, and compliance libraries across 13 RAG collections. It also watches Slack for questions unanswered after six hours and proactively posts sourced answers.

What it replaces

The 'Do we have a precedent for this LP side letter term?' interruptions that hit your senior team daily. The 20-minute searches through data rooms. The institutional knowledge gaps that grow when partners leave.

13 RAG Collections

Fund docs, deal memos, LP agreements, offering memoranda, market research, compliance libraries, and more.

Proactive Answers

Monitors Slack for unanswered questions after 6 hours and posts sourced responses.

Privacy Guardrails

Blocks compensation/HR queries, restricts LP-specific data by role, enforces information barriers between funds.

Sourced Attribution

Every answer includes the specific document and section where the information came from.

2 to 4 hours per week across the team
?

Highest-impact agent in the system. 2 to 3 hours saved per day for the managing partner.

Managing Partner AssistantExecutive Support

Inbox, Calendar, Follow-Ups, and Briefings. Handled.

The agent managing partners feel most immediately. It manages the executive inbox, drafts replies in your voice, surfaces meeting follow-ups, tracks decisions, and delivers structured daily briefings covering fund operations, LP communications, and deal pipeline activity.

Polls your inbox every 2.5 minutes. Each email runs through multi-stage classification: fund communications, LP requests, deal flow, service provider, and system email detection. Real emails get draft replies in your writing style.

Voice modes cover LP correspondence, co-investor communications, service provider management, deal-related discussions, and internal team communication. Every draft appears in Slack with Approve, Edit, Redraft, Skip, and Archive buttons. Nothing sends without your tap.

Continuous

Inbox monitoring

5

Voice modes

What it replaces

1 to 2 hours of daily email triage. 30 to 45 minutes of meeting follow-up. 15 to 30 minutes checking unanswered Slack threads.

What it does not do: it never sends an email, creates a calendar event, or posts an external message without explicit human approval via Slack buttons.

2 to 3 hours per day for the managing partner
# executive-assistant
EA
Executive Assistant

Draft Reply

To: sarah@client.com

Client: ACM-2024

Subject: RE: Q2 Deliverables

Hi Sarah, thanks for the timeline update. We have reviewed the revised schedule and the adjusted dates work for our team. We will have the landing pages ready by March 28 as discussed.

Human approval required

LP ExperienceInvestor Relations and LP Service

Every LP Request. Every Response Window. Nothing Missed.

The difference between 'we think we are responsive to LPs' and 'we know we are.' Monitors LP inboxes, tracks response times, drafts context-aware replies to investor inquiries, and delivers daily triage reports covering capital calls, distributions, reporting requests, and ad hoc questions.

Monitors all LP communication channels continuously. Classifies incoming requests by type: capital call questions, distribution inquiries, K-1 requests, performance data, side letter terms, co-investment interest, and general correspondence.

Priority scoring ensures time-sensitive requests surface immediately. Periodic digest reports post to Slack with per-LP breakdowns.

What it replaces

Manual scanning of LP inboxes each morning. The anxiety of wondering whether an institutional LP's request fell through the cracks.

Even one prevented delayed response to a major LP per quarter justifies the entire agent. A single missed institutional LP request can jeopardize a re-up commitment.

1 to 2 hours per day for the investor relations team

SLA Response Timeline

0h
Email arrives
4h
Draft generated
6h
Reminder sent
7h
Team lead DM
8h
SLA breach
Approved and sent at 6h 12m

SLA met with 1h 48m to spare.

Runs structured logic across fund operations workflows. Minimal AI model costs.

Fund Operations IntelligenceOperations Monitor

Capital Calls. Distributions. NAV Calculations. Tracked.

Fund operations involve dozens of recurring workflows that need monitoring, deadlines that need tracking, and processes that need consistency. This agent handles operational oversight across your fund structure.

Deadline Monitoring

Tracks all operational deadlines: capital call notices, distribution timelines, filing dates, LP reporting windows, and audit schedules. Sends alerts at configurable intervals before each deadline.

Process Compliance

Monitors operational workflows for completeness: NAV calculations, waterfall distributions, management fee computations, and expense allocations. Flags deviations from standard procedures.

Vendor Coordination

Tracks fund administrator deliverables, audit timelines, legal review status, and third-party service provider milestones. Posts status summaries to Slack.

Daily Operations Briefing

Morning summary of operational status: pending items, approaching deadlines, outstanding LP requests, and fund administration updates.

What it replaces

The operations analyst spending hours daily checking spreadsheets, chasing vendors, and manually tracking deadline compliance across multiple funds.

3 to 5 hours per week for fund operations

Time Compliance

Region: North America
Alex M.
7.5h / 8.0hOK
Jordan K.
6.2h / 8.0hOK
Sam P.
3.1h / 8.0hLow
Taylor R.
0h / 8.0hMissing
Morgan L.
8.0h / 8.0hOK
Casey B.
5.5h / 8.0hOK

Last updated: 8:30 AM EST

Fundraising & BDBusiness Development and LP Prospecting

Your Fundraising Pipeline, Systematized.

Handles the research work that would otherwise require a dedicated BD associate: identifying target LPs, building institutional investor profiles, tracking allocation trends, and organizing everything for fundraising meetings.

Runs as a background service with Slack progress reports. Preps the team with pre-meeting intelligence pulled from CRM data, LP profiles, and meeting history.

LP Prospecting

Target institutional investors identified from configurable criteria: AUM, allocation strategy, geographic focus, and sector preferences.

Investor Profiling

Builds comprehensive LP profiles: commitment history, allocation trends, board seats, co-investment preferences, and key decision-makers.

Pre-Meeting Intel

LP intelligence briefings before meetings: institutional context, recent allocations, portfolio construction preferences, and relationship history.

Pipeline Tracking

Fundraising pipeline management with stage tracking, follow-up scheduling, and conversion analytics.

What it replaces

A BD associate spending 10 to 15 hours per week on manual research across databases, LinkedIn, public filings, and your CRM.

10 to 20 hours per week compared to manual LP prospecting

Enrichment Pipeline

7,300+

Companies

2,880+

Contacts Found

397

Emails Validated

310

Valid (78%)

Identified

Decision-Makers

Security MonitorContinuous Security and Data Protection

Always Watching. Always Protecting LP Data.

Monitors everything continuously: file permissions, access logs, data integrity, configuration compliance, and potential threats. Asset managers handle sensitive LP data and trade secrets — security is not optional.

When it finds an issue, it fixes automatically when safe to do so. An AI diagnostics pipeline handles novel issues. A comprehensive deep audit runs weekly.

Continuous Monitoring

Permissions, access logs, data integrity, configuration compliance, and threat intelligence checked every 120 seconds.

Auto-Remediation

Automatically fixes issues when safe: permissions, configurations, access controls. Safety-gated execution prevents risky changes.

AI Diagnostics

Novel issues run through an AI pipeline: triage, diagnose, validate, and fix with safety gates at every step.

Weekly Deep Audit

Comprehensive audit covering data access patterns, LP data protection, threat intelligence, and correlation analysis.

What it replaces

The security and data protection work that never gets done: access audits, permission reviews, and infrastructure monitoring for firms handling sensitive LP information.

3 to 5 hours per week for IT/Operations

Security Check Status

Cycle: 120s
Permissions
Pass
Ports
Pass
Logs
Pass
Config Integrity
Pass
Config Drift
Review
RAG Access
Pass
Database Access
Pass
Dependencies
Review
Threat Intel
Pass
Last sweep: 12s ago7/9 Clean
Operations IntelligenceSelf-Healing Infrastructure

The Agent That Keeps Everything Else Running.

Scheduled upkeep tasks running on a continuous cycle: log management, credential rotation checks, dependency updates, documentation syncs, cost monitoring, and more.

When something fails, an AI diagnostics pipeline analyzes the root cause and either applies a fix automatically or escalates with a detailed diagnosis. Learned fixes ensure the same issue never requires investigation twice.

Scheduled Maintenance

Data hygiene, credential rotation checks, cost monitoring, log management, performance analysis, and system health

AI Self-Healing

Diagnoses failures, applies fixes, and tracks learned solutions so the same issue never needs investigation twice

Auto-Updated Docs

Automatically updates documentation when configurations change. No more stale runbooks.

Proactive Analysis

System quality checks, incident pattern detection, performance monitoring, and automation opportunities

What it replaces

The maintenance that accumulates silently: growing logs, expiring credentials, stale docs, and the slow degradation that causes outages.

3 to 5 hours per week for IT/Operations (combined with Security Monitor)

Upkeep Tasks

Cycle: 15 min
Self-Healing
6 tasksOK
Data Hygiene
5 tasksOK
Credentials
4 tasksCheck
Cost Monitoring
4 tasksOK
Log Management
4 tasksOK
Performance
3 tasksOK
Documentation
3 tasksOK
Automation
3 tasksOK
52 tasks across 15 categories3 instances
Content Engine

Hot Feature

From Keyword Research to Published Post. Fully Scored.

A 6-stage generation pipeline, 4-dimension scoring system, and content audit engine that turns existing posts into optimized, measurably better content. Every publish requires your approval.

Investment Research WriterResearch and Content Production

From Market Data to Published Insight. Scored, Reviewed, Approved.

Drafts investment research, market commentary, portfolio company updates, white papers, and thought leadership content. Written in the firm's voice with institutional-grade quality standards.

Every piece requires explicit human approval via Slack before publication. Content is stored in the knowledge base for cross-referencing in future communications.

Market Commentary

Regular market updates combining macro analysis, sector trends, and portfolio implications.

Research Papers

Long-form investment research with data analysis, thesis argumentation, and sourced citations.

Portfolio Company Updates

Structured updates on portfolio companies: performance metrics, strategic developments, and value creation progress.

Quarterly Narratives

Transforms performance data into compelling quarterly letter narratives with market context and forward outlook.

What it replaces

The investment writing that takes days to research, draft, and finalize. The thought leadership that never gets published.

5 to 10 hours per week for the investment and IR team

Content Pipeline

Transcript Triage

Meeting scanned

Topic Extraction

3 ideas identified

Draft Generation

Blog post drafted

Voice Matching

Brand voice applied

Human Review

Awaiting approval

Publication

Queued

Pending Approval

The Agents Behind the Agents

Two infrastructure layers keep the entire system running.

Cross-Agent Infrastructure

Critical Alert System

Shared layer that surfaces critical issues to a dedicated alert channel. LP response delays, compliance deadlines, fund operation anomalies, and service crashes reach the right people immediately.

  • LP response windows approaching critical thresholds
  • Compliance deadlines at risk of being missed
  • Fund operation anomalies detected
  • Service crashes across any background process
  • 30-minute deduplication prevents alert fatigue
  • Graceful fallback: services continue normally if the alert system is unavailable

Prevents the most expensive kind of fund management failure: the one nobody noticed until an LP or regulator flagged it.

Infrastructure Health

Service Watchdog

Checks all services every 60 seconds, auto-restarts crashes, and posts failure/recovery alerts.

  • Auto-restarts failed services without human intervention
  • Threaded alerts: failure and recovery reply to the same thread
  • Critical escalation for gateway outages or multiple simultaneous failures

Most failures resolve in under 60 seconds with zero human involvement.

Governance Deep Dive

Addressing the Elephant in the Room

Is Giving AI Access to My Systems Safe?

Our Governance & Safety deep dive covers how Structured Agents use deterministic code for 70% of all operations, require human approval on every client-facing action, and enforce consistent governance policies across every agent.

Agents That Think Ahead

Agents don't just execute tasks. They analyze operational data, identify patterns, and propose new capabilities you haven't thought of yet.

OI
Ops IntelligenceBot9:12 AM

Early Warning: Budget Overruns Linked to Missing Time Entries

I noticed that tasks going over budget tend to also have incomplete time tracking, which means the team cannot catch overruns early. I can generate a daily report for project leads showing which tasks are both over budget and missing time entries, so problems surface before they hit the monthly review.

Priority
9.0/10
Effort
Medium (2-8h)
Risk
Low

Even a 10% improvement in early detection could save 20 to 40 billable hours per month in scope creep and write-offs.

What Is Coming Next

The platform continues to expand. These capabilities are in development.

Planned

Multi-Fund Architecture

Information barriers, fund-specific knowledge bases, and cross-fund analytics for firms managing multiple vehicles.

Planned

LP Sentiment Analysis

AI-powered analysis of LP communication patterns, portal engagement, and meeting tone to predict re-up likelihood and flag relationship risks.

Planned

Regulatory Change Automation

Automatic document review and update recommendations when SEC rules or compliance requirements change.

Planned

ESG Reporting Engine

Automated ESG data collection, scoring, and reporting aligned with major frameworks (SASB, TCFD, PRI).

Planned

Co-Investment Workflow

End-to-end co-investment process management from opportunity identification through LP notification, documentation, and closing.

Planned

Advanced LP Analytics

Predictive analytics for LP engagement, commitment probability, and optimal outreach timing based on historical patterns.

Combined Impact

0

Deployed Agents

One unified team across nine functional areas

0+

Knowledge Chunks

Indexed across 13 RAG collections

0

RAG Collections

Fund docs, deal memos, compliance, LP agreements, and more

0

Messages Sent Without Approval

Every LP-facing action requires a human tap

Orchestrator

Time saved2.5 to 5 hrs/week

Managing partner

Knowledge Base & RAG

Time saved2 to 4 hrs/week

Entire team

Operations Intelligence

Time saved3 to 5 hrs/week

IT/Operations

Security Monitor

Time saved3 to 5 hrs/week

IT/Operations

Team Leader

Time saved2 to 4 hrs/week

Operations leadership

Investment Strategist

Time saved3 to 5 hrs/week

Investment team

Managing Partner Assistant

Time saved10 to 15 hrs/week

Managing partner

LP Experience

Time saved5 to 10 hrs/week

Investor relations team

Fundraising & BD

Time saved10 to 20 hrs/week

Business development

Fund Operations Intelligence

Time saved3 to 5 hrs/week

Fund operations

General Purpose Reasoning

Time saved2 to 4 hrs/week

Entire team

LP Communications Expert

Time saved5 to 10 hrs/week

Investor relations

CRM & Portal Builder

Time saved3 to 5 hrs/week

Operations and IR

Compliance Review

Time saved3 to 5 hrs/week

Compliance team

Investment Research Writer

Time saved5 to 10 hrs/week

Investment and IR team

LinkedIn & Thought Leadership

Time saved3 to 5 hrs/week

Marketing and partners

Content Guardian

Time saved2 to 4 hrs/week

Marketing and IR leadership

Fund Performance & Reporting

Time saved5 to 10 hrs/week

Investment and operations

Analytics & Attribution

Time saved3 to 5 hrs/week

Investment team

Institutional Visibility

Time saved2 to 4 hrs/week

Marketing and BD

Pitch Book Designer

Time saved5 to 8 hrs/week

IR and marketing

Virtual Roadshow & Video

Time saved3 to 5 hrs/week

IR and fundraising

Market Intelligence Monitor

Time saved3 to 5 hrs/week

Investment and BD

Conference Intelligence

Time saved5 to 10 hrs/week

BD and IR

Web & Portal Developer

Time saved3 to 5 hrs/week

Technology and operations

Deal Flow Intelligence

Time saved5 to 10 hrs/week

Deal team

Total

65 to 110 hours per week

At typical asset management compensation levels, these recovered hours represent the equivalent of 3 to 5 full-time hires — IR associate, ops analyst, compliance associate, research analyst, and BD associate — worth $495K+ per year.

Production Numbers, Not Projections

26

specialized agents deployed across nine functional teams, all coordinated through a single Orchestrator.

Source: AssetBoxx production deployment

14,700+

knowledge chunks indexed across 13 RAG collections — fund docs, deal memos, LP agreements, compliance libraries, and more.

Source: AssetBoxx knowledge base metrics

$495K+

annual cost of the roles AssetBoxx augments: IR associate, ops analyst, compliance associate, content writer, research analyst, and BD associate.

Source: Asset management industry compensation benchmarks

Asset managers should be managing assets, not managing operations. Every hour recovered by AI is an hour returned to investment decisions and LP relationships.

David Ward, CEO, AssetBoxx

What You Should Know Before We Talk

It Is Not Fully Autonomous

Every LP-facing action requires human approval. The system surfaces decisions; humans make them.

It Is Not a Replacement for Your Team

AssetBoxx handles operational overhead so your team can focus on investment decisions, LP relationships, and deal execution.

It Is Not Plug-and-Play

AssetBoxx requires configuration to match your fund structure, workflows, compliance requirements, and communication style. This is an operations platform configured to your firm.

It Is Not a Chatbot

Most of what AssetBoxx does happens in the background: performance calculations, compliance monitoring, LP request tracking, deal flow enrichment. The Slack interface is just one surface.

Common Questions

Through the Orchestrator, which coordinates all 26 agents across dedicated Slack channels. When a query spans multiple agents — like generating a quarterly letter that touches performance, writing, compliance, and design — the Orchestrator routes requests to the right specialists, coordinates responses, and assembles a unified deliverable. This centralized orchestration eliminates the need to manage multi-step workflows manually.

Yes. The Starter tier includes 10 core agents covering the highest-impact functions: Orchestrator, Knowledge Base, Operations Intelligence, Security Monitor, Managing Partner Assistant, LP Experience, General Purpose Reasoning, LP Communications, Compliance Review, and Fund Performance & Reporting. Most firms start here and expand to the full 26 agents as they see results.

Every LP-facing output goes through human approval in Slack before it reaches anyone. If you edit a draft, the correction data is stored and improves future drafts. The system maintains voice profiles for different communication types — LP correspondence, compliance language, research writing, and partner thought leadership — so corrections are applied to the right context automatically.

AI processing costs approximately $6 to $10 per day for all 26 agents combined. AssetBoxx uses tiered model routing where the majority of tasks use cost-efficient models for classification, data processing, and triage. Premium models are reserved for LP-facing output where quality matters. Context distillation reduces input costs significantly before anything reaches a premium model.

Yes. Dedicated cloud infrastructure means your data never shares a machine with another firm. The Security Monitor runs continuous monitoring with auto-remediation. Access controls, encryption at rest and in transit, and information barriers between funds are standard. The platform is designed for firms handling sensitive LP data and trade secrets.

The architecture is integration-agnostic. Common integrations include portfolio management systems, CRM platforms, data room providers, fund administration systems, and compliance tools. Adapting to your specific technology stack is part of the implementation process.

Slack is currently required. The entire approval framework, notification system, and interactive workflows are built on Slack.

Initial deployment takes approximately six weeks, including integration configuration, agent behavior customization, voice profile building, and a supervised calibration period. By week ten, the system is fully calibrated to your firm's workflows and communication style.

Yes. The entire firm accesses AssetBoxx through Slack — no per-seat fees. The Knowledge Base Agent is available to everyone. The Managing Partner Assistant serves partners. Fund Operations Intelligence monitors operations staff. Each agent serves its relevant audience.

AssetBoxx is fully managed in the cloud on dedicated infrastructure. We handle all provisioning, updates, monitoring, and scaling. Nothing to install or maintain on your end.

No. AssetBoxx agents handle repetitive operational tasks: compiling performance data, drafting initial communications, monitoring compliance checklists, enriching LP profiles, and tracking deadlines. They free your team to do the relationship-building, judgment-intensive, and strategic work that requires human expertise. The goal is recovered capacity, not headcount reduction.

The platform supports information barriers between funds, fund-specific knowledge bases, and cross-fund analytics. Agents can be configured with fund-level access controls ensuring LP data and fund-specific information remains properly segregated.

See the Agents Running Live

We show you the live system: Slack channels, quarterly letter workflow, knowledge base, compliance review pipeline, and approval flows. Running on real fund data.

Every agent described on this page runs in production today.