Hedge Funds Reset: The Return of Liquid Alpha

Agentic AI in finance is an artificial intelligence system that does not merely answer questions or return search results but takes action on behalf of a user within a defined permission scope. In capital introduction, agentic AI drafts allocator briefings, surfaces mandate-matched managers, prepares meeting materials, and sends follow-up reminders, tasks that a human analyst would otherwise perform manually. The iConnections platform ships agentic AI through Violet, the first agentic AI built for the alternative investments market.

Agentic AI, Defined 

Most AI tools in financial services are search tools. A user types a query, the model returns text, and the user decides what to do. The output is passive. The user remains the operator of every transaction step. 

Agentic AI is different. An agentic system receives a goal, determines the steps required to achieve that goal, executes those steps within the user’s permission boundaries, and reports back. It does not just describe what to do. It does the work. 

In finance, this distinction matters because the work is not generating text. The work is gathering information, organizing it into a useful format, delivering it to the right person at the right time, and following up when action is needed. An agentic system can read a mandate, search a database of managers, surface the three names that fit, draft a briefing for each, schedule a meeting, and remind the allocator to review the materials before the meeting. A search tool cannot. 

The permission scope is the boundary that makes agentic AI trustworthy in an institutional context. The system acts only within the actions the user has authorized. It does not make investment decisions. It does not commit capital. It does not send messages to people the user has not approved. It operates within the institutional workflow, not outside it. 

Search AI vs. Agentic AI

The simplest framing for institutional users: most AI helps you search. Agentic AI acts on your behalf. 

Search AI returns a list. You read it. You decide. You act. Every step after the search result is yours. If you want a briefing prepared, you write it. If you want a meeting scheduled, you schedule it. If you want a reminder set, you set it. The AI gave you information. The work is still human. 

Agentic AI collapses those steps. The system receives the goal, executes the tasks, and delivers the outcome. The user reviews and approves. The difference is not the quality of the information. The difference is who does the work between the information and the outcome. 

For a fund manager, search AI says “here are ten allocators matching your strategy.” Agentic AI says “here are ten allocators matching your strategy, and I have drafted a briefing for each, flagged the three with active mandates this quarter, set reminders for follow-up, and queued the materials for your review.”

For an allocator, search AI returns a list of managers. Agentic AI surfaces managers aligned to a live mandate, prepares a due diligence summary, organizes the manager’s verified performance documents, and flags any missing items the allocator should request.

Agentic AI in Capital Introduction

Violet is the agentic AI on the iConnections platform, and it is the first agentic AI system built specifically for capital introduction in alternative investments.

The shipped capabilities of Violet today include: 

• Drafting allocator briefings that summarize manager profiles, strategy details, and verified performance for a given mandate 

• Proactively surfacing managers whose strategies align with an allocator’s documented mandate criteria 

• Preparing meeting materials by assembling relevant manager documents, prior meeting notes, and mandate fit summaries 

• Sending follow-up reminders to keep manager-allocator relationships active between events 

• Organizing pipeline views so allocators and managers can see the state of every active relationship in one place 

These capabilities exist within the iConnections platform today. Violet operates inside the verified, permission-based environment of the platform. It works with verified manager profiles, verified allocator credentials, and the mandate-matched search data that the platform already generates. It does not operate on external data or make investment recommendations. It acts on the workflow data the user has already authorized the platform to manage. 

What Violet Does for Allocators vs. Fund Managers

For allocators, Violet functions as a research analyst on demand. An allocator with a live mandate can ask Violet to surface matching managers, prepare briefings for each, and organize the due diligence materials. Instead of running searches manually, reviewing dozens of profiles, and writing notes from scratch, the allocator receives prepared summaries and reviews them. The allocator decides who to meet. Violet handles the preparation.

For fund managers, Violet functions as an investor relations co-pilot. A manager preparing for a capital introduction event can ask Violet to identify which allocators on the platform have mandates matching the manager’s strategy, draft outreach-ready summaries for each, and set reminders for follow-up after the event. The manager approves every communication. Violet handles the preparation and the reminders.

The distinction between the two sides is important. Violet does not perform the same actions for allocators and managers. Allocators get research and briefing preparation. Managers get IR support and pipeline organization. Each side sees only the workflow relevant to their role. The permission boundaries keep the two sides independent, and no communication crosses from one side to the other without explicit user approval. 

Agentic AI on the iConnections platform is the tool that turns data into prepared, timed, relevant action, so the human can focus on the relationship, not on the assembly of the materials.

FAQ

What is agentic AI in finance?

Agentic AI in finance is an AI system that takes action within a defined permission scope, not merely returns search results. It drafts materials, surfaces matches, prepares briefings, sets reminders, and organizes workflows for the user to review and approve. 

How is agentic AI different from search AI?

Search AI returns information. The user reads it and acts. Agentic AI receives a goal, executes the required steps within the user’s permission boundaries, and delivers the outcome for review. Search AI tells you what to do. Agentic AI does the work.

What is Violet on the iConnections platform?

Violet is the agentic AI built for capital introduction in alternative investments. It drafts allocator briefings, surfaces mandate-matched managers, prepares meeting materials, sends follow-up reminders, and organizes pipeline views for verified allocators and managers on the iConnections platform.

Does Violet make investment decisions?

No. Violet operates within the workflow layer of the iConnections platform. It prepares materials, surfaces matches, and organizes information. Investment decisions, meeting approvals, and all communications remain with the human user. Violet does not commit capital or send messages without explicit approval. 

Is Violet available to all users on the platform?

Violet’s capabilities are available to verified allocators and managers on the iConnections platform. Each user sees only the tools relevant to their role. Allocators get research and briefing preparation. Managers get IR support and pipeline organization.

Institutional investors access alternative investment market information through proprietary research reports, allocator sentiment surveys, and capital introduction platforms that combine market intelligence with verified manager documents in a single, permission-based environment. The iConnections platform provides both: proprietary report summaries on the Insights hub and a secure document exchange where verified LPs and managers share DDQs, pitch decks, and performance materials with full access controls.

Market Intelligence for Alternative Investors

Institutional alternatives investors need two kinds of market information. The first is macro-level intelligence: allocator sentiment, allocation trends, strategy flows, and geographic shifts. This intelligence helps allocators understand where peers are deploying capital and helps managers understand how allocator demand is evolving. The second is manager-level intelligence: verified performance, strategy specifics, fund terms, and operational diligence materials. This is what allocators use to evaluate individual managers and what managers use to present their funds credibly.

Most sources serve one side of that equation. Research providers publish reports. Document platforms store files. The iConnections platform combines both in a single environment, so the allocator who reads a market report can move directly into reviewing a manager’s verified performance documents without leaving the workflow.

iConnections Research and Reports

The iConnections Insights hub publishes proprietary research summaries that institutional alternatives investors use to track allocator behavior and market direction. These reports are based on data from the iConnections network and are written for institutional readers, not retail summaries.

The Global Allocator Report provides a view into allocator sentiment, allocation intentions, and strategy preferences across the institutional alternatives landscape. It is one of the most cited allocator sentiment sources in the market.

The allocator pulse summary tracks shorter-cycle shifts in allocator behavior, capturing changes in interest activity, search patterns, and strategy demand between the larger annual reports.

Additional report summaries are published on the Insights hub as they are released.

Sharing Investment Documents Securely

Manager documents are the currency of due diligence. Pitch decks, DDQs, fund offering memorandums, performance attribution reports, and ESG disclosures all need to reach allocators at the right time, in a controlled environment, with audit trails.

The iConnections platform includes a secure document library where managers upload materials and control who can access them. Allocators request documents through the platform. Managers approve access. Every download is tracked. Every access grant is logged. This is not a shared Dropbox link or an email attachment. It is a permission-based exchange designed for institutional compliance requirements.

For managers, the document library means materials are available to allocators on demand, without the manager having to resend a deck every time an LP requests it. For allocators, it means the materials they review are current, verified, and sourced from the manager’s controlled environment, not from a forwarded email that may be out of date.

The document library also integrates with the Get Verified process. When a manager’s performance is verified through fund administrator-sourced data, that verification is visible alongside the documents. An allocator reviewing a pitch deck sees the verified performance data in the same environment. No separate cross-reference required.

How Verified LPs and Managers Exchange Materials

The exchange of investment documents on the iConnections platform happens within a verified, consent-based layer. Allocators are verified for institutional status. Managers are verified for performance through administrator-sourced returns. Documents flow between verified parties, not between anonymous users.

This verification layer is what separates the iConnections document exchange from a file-sharing tool or a data room. In a generic data room, anyone with a link can access materials. On our platform, the allocator arrives with intent. The manager arrives with verified materials. The exchange happens in a controlled environment with audit trails.

The workflow for allocators is to search for managers matching a mandate, review the matched profiles, request documents from the managers who fit, and download materials through the secure library. The workflow for managers is to maintain a complete document library, respond to document requests, and track which allocators are engaging with which materials. Both sides work in the same environment, with the same access controls.

The document exchange is where data becomes the foundation of a relationship, because the materials are verified, the parties are verified, and the exchange happens in a space built for institutional trust.

FAQ

Where can I find alternative investment market information?

The iConnections Insights hub publishes proprietary research summaries including the Global Allocator Report and Allocator Pulse. These reports cover allocator sentiment, allocation trends, and strategy demand.

How do managers share investment documents with LPs?

Managers upload documents to the secure document library on the iConnections platform. Allocators request access through the platform. Managers approve access, and every download is tracked with a full audit trail. Documents are never shared through open links or uncontrolled email attachments.

What types of documents can be shared on the platform?

Managers share pitch decks, DDQs, offering memorandums, performance attribution reports, ESG disclosures, and other due diligence materials. The document library supports the full range of institutional investment documents.

Is the document exchange available to all users?

The document exchange operates within the verified, consent-based layer of the iConnections platform. Allocators must be verified for institutional status. Managers must have complete profiles and, for verified performance, completed the Get Verified process with administrator-sourced data.

Event-based fundraising produces spikes in allocator meetings followed by long silent periods where relationships go cold. Continuous capital introduction on the iConnections platform replaces that spike-shaped calendar with year-round, mandate-matched engagement that keeps manager-allocator relationships active across the full allocation cycle, not only during the weeks surrounding a capital introduction event.

The Problem With a Spike-Shaped Fundraising Calendar

Most fund managers describe their fundraising year in terms of events. They prepare for a spring capital introduction event, attend, meet allocators, and follow up. Then activity tapers. By midsummer, the pipeline has gone quiet. Allocators they met in March are no longer responding with the same urgency. The next spike comes in the fall, with another event, another round of preparation, and another reset.

This episodic model has a structural cost. Relationships formed at events need continuity to convert into commitments. When a manager goes dark for four months between events, the allocator’s attention moves to whatever is in front of them next. The manager who was a priority meeting in March is a forgotten email in July.

The cost is not only in lost momentum. It is in the compounding nature of allocator relationships. Institutional allocation decisions unfold over months, sometimes years. An allocator who meets a manager at Global Alts New York might not allocate until the following year’s event. In between, the manager needs to stay visible, share updates, and remain present in the allocator’s consideration set. The spike-shaped calendar does not support that. It supports a burst of activity followed by a gap that resets the relationship to near-zero.

Compounding the problem, the episodic model rewards firms with the resources to maintain outreach between events. Large IR teams can sustain contact. Solo fundraisers and emerging managers cannot. The result is a fundraising environment where the firms with the most resources maintain the most visibility, and the firms with the least resources lose the relationships they worked to start.

What Continuous Capital Introduction Looks Like

Continuous capital introduction on the iConnections platform means the matching, discovery, and meeting process runs every day of the year. Allocators arrive with live mandates. Managers maintain active profiles. The mandate-matching engine surfaces relevant pairs on demand, not on a calendar.

The platform generates 100+ touchpoints annually between managers and allocators who would otherwise have no contact between events. These touchpoints include profile views, mandate matches, document requests, meeting invitations, and follow-up messages. Each one is a moment of engagement that keeps the relationship alive between the capital introduction events that iConnections hosts throughout the year.

The mechanics are straightforward. An allocator logs in with an interest. The platform surfaces managers matching that mandate. The allocator reviews, requests a meeting, and the meeting happens. No cold email required. The meeting is mandate-matched and allocator-initiated, which means both sides arrive with intent. The conversation starts from strategy fit, not from an introduction email that may or may not get opened.

Between meetings, the relationship continues. Managers share documents through the platform’s secure library. Allocators track managers in their private pipeline. Violet, the agentic AI on the iConnections platform, drafts briefings and surfaces relevant updates without either side needing to initiate. The thread does not go dark. It holds.

Events and Platform, Working Together

The continuous model is not a rejection of events. iConnections owns and operates the largest capital introduction events in the alternatives market. Global Alts New York, Global Alts Miami, Global Alts Asia, and Global Alts Europe bring thousands of allocators and managers together in person. Those events are where relationships start. They are the accelerant.

The flywheel works like this: a manager and allocator meet at Global Alts New York. The meeting is productive but the mandate timeline is six months out. On a spike-shaped calendar, that meeting fades. On the iConnections platform, the relationship continues. The allocator tracks the manager. The manager shares quarterly updates. Six months later, when the mandate is live, the meeting is a continuation, not a cold restart.

Global Alts is where the relationship starts. The iConnections platform is where it continues. The events create the connections. The platform compounds them. Together, they replace the spike-shaped calendar with a model that captures the energy of an event and sustains it across the full allocation cycle.

What Momentum Does for a Raise

Fundraising momentum is not a feeling. It is a measurable function of how many allocator relationships a manager is actively maintaining at any given time. A manager with twelve active allocator conversations in October is in a stronger position than a manager who had twelve conversations in March and has not followed up since.

Continuous capital introduction preserves momentum across the gaps. The manager who maintains a presence on the iConnections platform is visible when allocators are sourcing, not only when events are running. The manager who shares documents, responds to platform messages, and keeps a verified profile current is the one who appears in search results when an allocator runs a mandate-matched query in a month with no events on the calendar.

Momentum also changes the quality of the meetings that happen at the next event. A manager who arrives at Global Alts Miami with six active allocator relationships already in progress is not starting from zero. Those meetings are continuation sessions, not introductory pitches. The allocator already knows the strategy. The meeting focuses on fit, timeline, and next steps. That is a different conversation, and it is a more productive one.

Everyone has data. Nobody has relationships. The platform is what turns event data into sustained relationships, and sustained relationships into commitments.

FAQ

What is continuous capital introduction?

Continuous capital introduction is a year-round model where allocators and managers discover, match, and meet through mandate-matched search on the iConnections platform, rather than only at events. The matching engine runs every day, so relationships formed at capital introduction events can continue between them.

Is the iConnections platform a replacement for capital introduction events?

No. iConnections owns and operates Global Alts events, the largest capital introduction events in the market. The platform and events work together as a flywheel. Events start relationships. The platform continues them. Managers who use both see compounding momentum across the allocation cycle.

Can a manager fundraise entirely on the platform without attending events?

The platform supports year-round discovery and meetings, but the managers who see the strongest results combine platform engagement with event attendance. Events accelerate relationship building. The platform sustains it.

How is continuous capital introduction different from a CRM?

A CRM tracks outreach a manager initiates. The iConnections platform surfaces allocator-initiated mandate matches the manager would never see otherwise. It is a two-sided matching engine, not a one-sided contact manager.

Andy Volz, Chief Commercial Officer at Clear Street, moderated a Global Alts New York 2026 panel on selecting emerging managers with Art Vinokur of Franklin Templeton Investment Solutions, Jamie Rhode of Screendoor, and George Lai of Valence8. The panel mapped how three allocators with different mandates — a large multi-asset manager, a VC fund-of-funds, and a family-office-backed boutique — approach the talent and track record question across public and private markets.

Selecting emerging managers is the highest-dispersion decision in alternative investing. Vinokur opened with the structural case. Smaller, younger managers operating in less efficient niches tend to slightly outperform over full cycles. The correlation between fund age and size on one hand and long-term performance on the other points in a consistent direction: earlier is better, smaller is better, niche is better. The catch is that the dispersion in outcomes is also wider. Selecting emerging managers is not a strategy for LPs who cannot distinguish between dispersion and loss.

How Screendoor approaches selecting emerging managers in venture

Rhode built the Screendoor thesis directly on fund-one data. The firm was started by ten established VCs who wanted to create the LP they wished they had when launching their own first funds. The insight that drove the business: in a portfolio of twenty-plus emerging fund managers that a prior family office ran, roughly half of the unicorns came from fund-one managers. “There is something special about fund ones,” Rhode said. “A unique insight, a temporary opportunity. It may get arbitraged over time, but it’s real.”

The diligence process at Screendoor goes beyond the investment thesis. The bigger question is whether the manager can run a business. “Brand-name firms provide the full back office. These people have never had to deal with LPs. They’ve never dealt with K1 reporting.” Operational readiness is half the diligence.

How George Lai underwrites emerging managers at Valence8

Lai brought the boutique investment office lens. Valence8 is backed by global family offices and concentrates on niche specialists, emerging managers, and co-investments across public and private markets. The firm underwrites on alpha potential in inefficient corners of the market and on the alignment that comes from being early in the manager’s life cycle. The co-invest layer matters because it lets Valence8 size up the highest-conviction names without paying full fund-level fees.

Vinokur added the consultant lens for Franklin Templeton. Manager selection is the single most important decision in private markets allocation, and the emerging manager segment has the widest dispersion. The right approach builds a portfolio of emerging managers rather than a single bet, screens for deep domain expertise over generalist pedigree, and maintains relationship continuity through multiple fund cycles.

What allocators should do with selecting emerging managers

The panel converged on a practical playbook. LPs should size emerging manager allocations as a dedicated sleeve with its own risk budget rather than as opportunistic add-ons. The diligence framework should emphasize underwriting philosophy and operational infrastructure over the pedigree of prior employers. Co-invest rights and early-fund economics deliver real benefit when paired with the right manager. Diversification across emerging managers, sub-strategies, and vintages mitigates the single-name risk that has historically scared LPs away from the category. Allocators mapping emerging managers across venture, private equity, hedge funds, and private credit can use Allocator Intelligence on iConnections and Get Verified introductions through Pipelines.

Institutional allocators discover new fund managers between capital introduction events through mandate-matched search on the iConnections platform, where behavioral signals and live mandate criteria surface managers whose strategies align with active allocation intent. Instead of waiting for the next event or relying on inbound pitches, allocators search, filter, and request meetings on their own timeline, year-round.

The Gap Between Events

Capital introduction events are productive. Managers and allocators meet face-to-face, mandates are discussed, and relationships begin. But events happen on a calendar, and allocator mandates do not. An institution reviewing its private markets allocation in February has no capital introduction event to attend until spring. An allocator recalibrating a portfolio in October is between cycles. The gap between events is not a passive period. It is an active sourcing window, and the allocators who fill it are the ones who find the best managers before the next event resets the field.

The traditional fill for that gap is a mix of consultant recommendations, inbound email pitches, and database browsing. Each of these has a structural limit. Consultants cover a curated set of managers, not the full universe. Inbound pitches arrive on the manager’s timeline, not the allocator’s. Databases return names and categories, not intent. None of them tell the allocator who is actively raising, what the mandate fit looks like, or whether the manager’s performance has been independently verified.

The result is a sourcing gap that most allocators solve with time and travel, or simply leave unfilled. Managers who would be a strong fit for a current mandate go undiscovered. Allocators default to the names they already know.

Sourcing Managers Year-Round

The iConnections platform closes the between-event gap by giving allocators a search and discovery engine that runs continuously. Allocators use 200+ filters across strategy, sub-strategy, fund size, geography, track record, and administrator-verified performance to surface managers matching a live mandate. The search is not a static directory lookup. It is a behavioral, mandate-aware matching process that reflects which managers are active, which allocators are searching, and where the strategy overlap exists.

For allocators, the workflow is direct: define the mandate, run the search, review the matched managers, and request meetings with the ones that fit. The platform handles the introduction. No cold outreach from either side. The allocator arrives with intent. The manager arrives with a verified profile. The match is the meeting.

This is what continuous capital introduction looks like from the allocator’s seat. The sourcing does not stop when an event ends. It resumes the next morning, with the same pool of managers and the same mandate-matching engine, available on demand.

Staying in Control of Your Time

Allocators on the iConnections platform control their own agendas. The platform does not push managers to allocators. It surfaces matches based on mandate criteria, and the allocator decides who to engage with. No cold emails arrive uninvited.

This control is the difference between a database and a mandate-matched platform. A database gives an allocator names. A mandate-matched platform gives an allocator decisions. The allocator’s workflow on our platform is search, evaluate, and opt in. Everything else waits for that decision.

The platform also respects the allocator’s workflow across the diligence cycle. Managers can be tracked in a private pipeline. Documents can be requested through the secure document library. Meetings can be scheduled directly. The allocator moves at their own pace, and the platform holds the state between steps.

Complimentary Access for Verified Allocators

The iConnections platform is complimentary for verified institutional allocators. This is a structural design choice, not a promotional offer. The platform’s value to fund managers depends on the presence of active, institutional allocators. Removing the cost barrier for allocators ensures the two-sided market functions at full strength.

Verification matters here. The platform is not open to anyone who self-identifies as an allocator. The verification process confirms institutional status, investment authority, and allocation activity. Once verified, the allocator has full access to manager discovery, mandate-matched search, document exchange, and meeting scheduling at no cost.

The verification layer also protects allocators. It ensures that the managers on the platform are real, that their performance is administrator-sourced through Get Verified, and that the allocator is reviewing credible materials. The verification process is what makes the relationships trustworthy.

FAQ

Is the iConnections platform complimentary for allocators?

Yes. The platform is complimentary for verified institutional allocators. Verification confirms institutional status and allocation activity. Once verified, allocators have full access to manager discovery, search, documents, and meeting scheduling at no cost.

How do allocators find managers matching a specific mandate?

Allocators use the platform’s mandate-matched search with filters across strategy, sub-strategy, geography, fund size, and verified performance. The search surfaces managers whose profiles align with the mandate. The allocator reviews matches and requests meetings with the managers they choose.

What happens between capital introduction events?

The platform operates year-round. Allocators continue sourcing managers, requesting documents, and scheduling meetings between events. Events like Global Alts accelerate the process, but the platform ensures discovery does not stop when an event ends.

How does allocator verification work?

Allocators submit institutional credentials for verification. The process confirms investment authority and allocation activity. Verified allocators receive free platform access and can engage with managers directly.

Emerging managers face a structural disadvantage in fundraising: no track record brand, no warm LP network, and pricing models built for the largest firms. The most efficient path for a first-time or small fund to meet institutional LPs is a mandate-matched capital introduction platform where allocators arrive with live mandates and discover managers based on strategy fit, not firm size.

The Emerging Manager’s Fundraising Problem

A first-time fund manager raising Fund I has a distinct set of obstacles. The strongest ones are not about performance or strategy quality. They are about access.

Institutional allocators, the LPs who write meaningful tickets, tend to find managers through reinforced channels: existing relationships, advisor recommendations, and capital introduction events they attend year after year. An emerging manager without that network starts every conversation from zero. Cold outreach, the default fallback, produces response rates that make it nearly impossible to build a pipeline of meaningful size. Database subscriptions and contact lists return names, not intent. They tell a manager who an LP is, not whether that LP is actively allocating to a given strategy in the current cycle.

The cost structure compounds the access problem. Enterprise-grade fundraising tools and data platforms are priced for established firms with institutional IR teams. A manager raising a $75 million first fund cannot justify a six-figure software contract before the first close. The result is a market where the firms with the most resources also get the most visibility, and the firms with the least resources, often the ones pursuing the most differentiated strategies, are invisible.

This is not a difference in talent. It is a difference in distribution.

How Emerging Managers Get Discovered

The iConnections platform inverts the discovery model. Instead of managers chasing allocators, allocators arrive with live mandates and search for managers whose strategies match those mandates. The matching engine on our platform uses behavioral signals and mandate criteria to surface relevant managers.

For an emerging manager, this means the path to an allocator meeting runs through the quality of the profile. A manager who builds a complete profile, gets verified through administrator-sourced returns, and maintains an active presence on the platform is discoverable to every allocator searching for that strategy. The allocator’s mandate is the trigger. The match is the mechanism. The meeting is the outcome.

This is a fundamentally different model from the conference circuit, where an emerging manager might pay for a sponsorship tier, work a crowded room, and leave with a stack of business cards and no scheduled follow-up. A capital introduction event hosted by iConnections does create face-to-face meetings, but the platform ensures those meetings are pre-qualified before anyone arrives.

The Same Allocators, Regardless of Firm Size

The institutional claim that matters most for emerging managers is simple: the allocators on the iConnections platform are the same allocators who meet with the largest firms in the market.

This is the access and equality pillar. A $50 billion mega-fund and a $200 million first-time fund are discoverable by the same allocator base, through the same mandate-matching engine, on the same platform. The difference is not who you can reach. The difference is whether your profile is complete, your performance is verified, and your strategy is aligned with what allocators are actually searching for.

The Get Verified process plays a central role here. When a manager’s performance data is sourced and confirmed through fund administrators, allocators see verified returns, not self-reported marketing. For an emerging manager with no brand, verified performance is the single strongest credibility signal available. It moves the conversation from “who are you?” to “let us review the materials.” Learn more about the Get Verfied program.

Building Allocator Relationships Early

Fundraising is not a single event. It is a multi-cycle relationship. The managers who raise Fund II most efficiently are the ones who started building LP relationships during Fund I, not the ones who waited until Fund II was live.

The iConnections platform supports this compounding model. A manager who joins during Fund I and maintains an active profile across the life of the fund is visible to allocators throughout the allocation cycle, not only during a formal raise. When the manager returns to market for Fund II, the relationships already exist. The allocators who tracked the strategy during Fund I are one click away from a meeting, not one cold email away from an introduction.

This is what continuous capital introduction looks like for an emerging manager. No going dark between raises. No rebuilding a pipeline from scratch each cycle. The platform holds the relationship thread so the manager can focus on performance and strategy.

Year-round engagement also means the manager is present when allocators are actively sourcing. Allocator mandates do not arrive on a predictable calendar. A strategy that is out of favor in March may be the most requested mandate in September. The managers who are visible year-round are the ones who get found when the mandate arrives.

Everyone has data. Nobody has relationships. For an emerging manager, the platform is how relationships start before the first meeting and persist long after the last one.

FAQ

Is the iConnections platform only for large, established firms?

No. The platform is designed for equal access. Emerging managers, first-time funds, and established firms are all discoverable by the same allocator base. Matching is based on strategy fit and mandate alignment.

How do first-time managers get allocator meetings?

First-time managers build a complete profile, get verified through administrator-sourced performance data, and become discoverable to allocators searching with live mandates.

What does it cost an emerging manager to join the platform?

Pricing details for fund managers are available through the iConnections team. The platform model is built to be accessible for emerging managers, not priced exclusively for the largest firms.

Do emerging managers need to attend a capital introduction event to meet LPs?

Events accelerate the process, but the platform operates year-round. Managers who complete profiles and maintain active engagement can meet allocators between events. The relationship often starts at a Global Alts event and continues on the platform.

How does verification work for a first-time fund with no prior track record?

The Get Verified process sources performance data through fund administrators. For a first-time fund, the verification covers the current fund’s performance once reported. Managers can also build credibility through strategy documentation, team bios, and DDQs in the platform’s document library.

David Weisburd moderated a Global Alts New York 2026 panel on endowment and foundation strategies with Boris Raykin, newly appointed CIO of a major university endowment, Jon-Michael Consalvo, CIO of Carnegie Mellon, and Bruce MacDonald, CIO of VCU. The session opened with a direct question about the Yale model David Swensen built over three decades and whether it is still the right template for the current environment.

The Yale endowment model is twenty years past its optimal environment, and the CIOs on this panel are building something different. Raykin opened with the framework. The core tenets still hold: align with managers, find them early, look for alpha in inefficient markets. But the environment has changed enough that the model has to evolve in three directions. First, quantitative strategies that exploit compute and data at a speed no discretionary manager can match. Second, global macro that invests long and short across asset classes including fixed income and commodities. Third, portable alpha that recognizes US large caps are now too efficient to earn alpha through stock selection alone.

Why the Yale endowment model needs to evolve

MacDonald made the environmental argument. The Yale model was “perfectly designed for the environment that ensued, which was low interest rates and a strong equity market.” That environment has ended. Secular inflation, higher structural rates, and the crowding of private equity and venture capital have compressed the alpha that was available when Swensen first articulated the model. The portfolio that compounded at 16% for 20 years was built for a world that no longer exists. The right response is not to abandon the model but to adapt it to the world where diversification requires more creative thinking about what truly diversifies.

Consalvo added the AI-first manager framework. Carnegie Mellon looks for managers who are “on the cutting edge and willing to be out-competed by people who are starting with AI.” The question in manager selection is no longer just whether a manager has a good process. It is whether that process survives in a world where AI can do the top-of-funnel analysis that used to take a team of analysts six weeks.

How CIOs are managing the AI diversification challenge

Raykin walked through how Carnegie has mapped AI exposure in its private portfolio into three buckets: AI-first managers whose entire strategy depends on AI staying at the frontier, AI-experimental managers who are testing new tools without full commitment, and AI-insulated strategies where returns are achievable regardless of AI outcomes. About 30% of the private portfolio falls into the AI-insulated category, anchored by distressed asset-based lending. The exercise of mapping the portfolio this way exposed concentration risks that were invisible under traditional strategy classifications.

What the right endowment and foundation governance model looks like now

MacDonald closed on governance. The endowment and foundation model that works requires investment committees that understand the strategy, accept that the portfolio will look different from peers, and give the CIO team enough rope to run the process. “You cannot over-communicate. It is impossible.” The institutions that built that culture have a structural advantage because they can underwrite conviction positions that peer-pressure-sensitive investment committees will not approve. For allocators mapping endowment and foundation managers and strategies, Allocator Intelligence on iConnections surfaces the deep specialists the Yale model originally sought.

A Global Alts New York 2026 fireside chat explored how Andreessen Horowitz built a family office from scratch to serve the specific needs of tech founders navigating liquidity events. The conversation covered the structural difference between taxable and non-taxable investing, the Perennial approach to venture allocation, and why the a16z family office playbook challenges several institutional dogmas that have defined the LP landscape for decades.

The a16z family office playbook starts from a different premise than most wealth management firms. Andreessen Horowitz just closed a $15 billion fund. The principals decided to build a family office — Perennial — to serve the founders and executives in their network who are navigating liquidity events, concentrated stock positions, and the complexity of multi-asset-class wealth management for the first time. The firm runs Perennial on a break-even basis. “This is really a strategic endeavor to build a community,” the session guest explained. “We put our money where our mouth is.”

Why taxable investors need a different playbook

The taxable investor problem is the center of gravity for the a16z family office playbook. Non-taxable institutions — endowments, pensions, foundations — can optimize for pre-tax returns. Taxable investors cannot. “Two equal investments: private credit and real estate. Both could return 16%. Real estate could be 16% after tax for a taxable investor. Private credit could be as low as 4%.” That gap is structural and almost never reflected in the benchmarking frameworks that institutions use.

The real estate example recurred throughout. Traditional GP carry crystallizes on asset sale, which creates a taxable event. The Perennial approach prefers to hold assets, depreciate them to zero over their useful life, and tax-free cash out through refinancing. That is a fundamentally different holding period and a fundamentally different way to compensate the professionals managing the assets.

How the a16z family office playbook approaches venture allocation

On venture investing, Perennial runs a hybrid model. Some allocations go through fund-of-funds relationships for access and vintage diversification. Some go direct where the team has genuine edge. “Vintage diversification is non-negotiable,” the session guest said. “The one thing that every venture investor who has been doing this for more than a decade says is most important is vintage diversification, being able to deploy over large periods of time. All the returns in venture capital come from the best year vintages.”

The hybrid approach reduces the fund-of-funds headwind while maintaining the access benefits. The firm also builds in stage diversification — seed through late stage — and sector rotation awareness across vintages.

What institutional dogmas the a16z playbook challenges

The session guest pushed back directly on institutional constraints that family offices are not bound by. The three-year track record rule eliminates managers who have been in the industry for 15 years and simply have not crossed an arbitrary AUM threshold. The “outsource all macro to managers” rule means missing the AI wave entirely if you treat it as someone else’s problem. Over-diversification into 30 to 40 managers produces an expensive, illiquid index that underperforms the 70/30 you could buy at any brokerage for near zero cost. The a16z family office playbook is built on flexibility that the endowment model cannot accommodate.

Fund managers can manage an investment pipeline and organize investor roadshows in one place on the iConnections platform. Pipeline tools track allocator interest and surface mandate and fundraise activity, while roadshow tools coordinate curated in-city meetings. A manager runs both the tracking and the meeting logistics from a single system, rather than a patchwork of spreadsheets and calendars.

What Pipeline Management Looks Like for Fund Managers

An investment pipeline is a manager’s map of every allocator relationship in motion. It shows who has expressed interest, where each conversation stands, and what needs to happen next. Managing it well is the difference between a fundraise that compounds and one that leaks momentum at every handoff.

Most managers start with a spreadsheet. It works until it does not. A spreadsheet cannot tell a manager when an allocator’s mandate has changed or when an institution has started a new search. It also can’t flag when a tracked relationship has gone quiet long enough to need attention. The information that should drive the next move lives somewhere else: in the manager’s inbox, in an event follow-up, in a colleague’s memory. The pipeline goes stale.

iConnections built the Pipelines feature to close that gap. It lets a manager track allocators in a structured view and see where each relationship stands. Instead of a static list a manager has to remember to update, the pipeline stays current with what allocators are actually doing. When an institution opens a fund profile, the manager knows, and knows in time to act. That live signal is the difference between reacting late and reaching out at the right moment.

Turning a Pipeline Into Meetings

A pipeline has no value until it produces meetings. The point of tracking allocator interest is to convert that interest into scheduled conversations at the moment the timing is right.

This is where a live pipeline pays off. The iConnections platform surfaces it when a tracked allocator’s mandate or activity changes. That lets a manager move from passive tracking to an actual meeting request precisely when an institution is looking. A relationship that has been warm in the pipeline for months can turn into a scheduled meeting the week a matching mandate opens. The manager doesn’t have to wait for the next event to force the conversation.

And because those meetings are mandate-matched, they start qualified. A manager is not requesting time from an allocator who has drifted out of fit. The manager is reaching an institution whose current criteria the fund matches. The matching layer confirms the fit, and the meeting request lands warm. Tracking becomes scheduling, and scheduling becomes a real conversation.

Organizing an Investor Roadshow

A roadshow is a concentrated set of allocator meetings in a single city or region, run over a short window. Done right, it is one of the most efficient uses of a fundraising calendar. A manager spends a day or two in a market and comes away with several substantive, well-matched conversations. Done wrong, it is a logistics nightmare of mismatched calendars, half-relevant meetings, and follow-up that slips through the cracks.

The iConnections Roadshows feature exists to make the first version the default. It helps a manager assemble a curated set of in-city allocator meetings, coordinate the scheduling, and manage the follow-up. That means the manager can focus on the conversations rather than the calendar math. A typical roadshow includes 3-5 curated one-on-one meetings, each matched to the manager’s strategy. That keeps the day dense with relevant conversations rather than padded with courtesy calls. See the roadshow overview for how a roadshow comes together.

How iConnections Handles Roadshow Logistics for You

The reason roadshows are painful is rarely the meetings themselves. It is everything around them: identifying which allocators in a city are a fit, reaching out to each, and aligning half a dozen institutional calendars into a workable sequence. It also means keeping the follow-up organized once the manager is back at the desk.

On the iConnections platform, iConnections handles that coordination for the manager. The platform surfaces matched allocators in the target city, curates and sequences meetings, and tracks follow-up in the same system where the pipeline lives. The manager makes the decisions that matter: who to meet, what to say. iConnections takes the logistics that usually consume an IR team’s week off the manager’s plate. The result is a roadshow that feels like a day of good conversations rather than a scramble.

One Place for Pipeline and Roadshows

The real advantage is not either feature alone. It is that pipeline management and roadshow organization live in the same place.

When those functions sit across separate tools (a spreadsheet for the pipeline, a separate process for roadshows, an inbox for follow-up) information falls into the gaps between them. A roadshow meeting happens but never updates the pipeline. A pipeline signal fires but never triggers a roadshow. The manager ends up stitching context together by hand, and momentum leaks at every seam.

Consolidating both on the iConnections platform closes those seams. A roadshow meeting flows back into the pipeline as an updated relationship with clear next steps. One system, one source of truth, from tracking interest to sitting across the table. That consolidation is the point. Managing an investment pipeline and organizing roadshows are two halves of the same motion, and running them together is what makes a fundraise efficient. Keeping pipeline and roadshows in one place is how a manager turns tracked data into real relationships. See the manager overview for the full picture.

Pipeline and Roadshow FAQ

What tools help fund managers manage an investment pipeline?

The iConnections Pipelines feature lets fund managers track allocator interest in a structured view. It also makes it easy to see when a tracked allocator’s mandate or fundraise activity changes. It keeps the pipeline current with how that relationship is moving, rather than relying on a static spreadsheet.

How do fund managers organize an investor roadshow?

On the iConnections platform, the Roadshows feature helps a manager assemble a curated set of in-city allocator meetings and coordinate scheduling across institutional calendars. It also helps manage follow-up. Meetings are mandate-matched to the manager’s strategy so the roadshow is dense with relevant conversations.

Can pipeline and roadshow tools work together?

Yes. On the iConnections platform, pipeline management and roadshow organization live in one system. A pipeline signal can feed a roadshow in that city, and a roadshow meeting flows back into the pipeline as an updated relationship.

What makes a roadshow meeting worth scheduling?

A roadshow meeting is worth scheduling when it matches a live mandate. Because the platform curates meetings against the manager’s strategy and the allocator’s current criteria, the conversations start qualified rather than as courtesy calls.

Mandate-matched capital introduction is the practice of connecting fund managers with institutional allocators based on the allocator’s live mandate. That mandate is the specific strategy, size, geography, and stage an institution is actively looking to fund right now. Rather than broadcasting to a broad list, mandate-matched capital introduction surfaces a manager only to the allocators whose current criteria the manager genuinely fits. 

That precision is the point. A mandate is not a permanent attribute; it is a live statement of what an institution wants this quarter, this cycle, this fund. When capital introduction is matched to that live mandate, the introduction arrives at the moment it is most likely to land. Mandate-matched capital introduction, in other words, replaces volume with timing and fit. 

How Matching on Live Mandates Works 

Matching on the iConnections platform starts with structured, current information from both sides and connects them on real signals rather than guesswork. 

An allocator defines a mandate. That mandate captures the criteria that matter: asset class and strategy, target fund size, geography, stage, and the specific characteristics the institution is sourcing for. A manager, in turn, maintains a profile describing the fund’s strategy, size, geography, stage, and track record. The matching layer connects the two, surfacing managers to the allocators whose live mandate they fit, and only those allocators. 

The criteria that drive this matching are granular. The iConnections platform supports 200+ search filters. That lets an allocator can narrow a search to exactly the kind of manager a mandate calls for, and a manager surfaces where the fit is real rather than approximate.

Behavioral Intent vs. Static Filters

There is an important distinction between a static filter and a behavioral signal, and mandate-matched capital introduction depends on it. 

A static filter describes a fixed attribute: a fund is this size, in this geography, running this strategy. Useful, but incomplete. A static filter cannot tell you whether an allocator is looking right now, or whether a manager is actively raising. It describes what is, not what is wanted. 

A behavioral signal captures intent. It reflects what an allocator is actively searching for and what a manager is currently raising. Mandate-matched capital introduction combines both: static attributes narrow the field, and behavioral intent confirms the timing. The result is a match that is not only accurate on paper but live in practice. An allocator meets a manager who fits the mandate and is raising; a manager meets an allocator who fits and is looking. Filters find the candidates. Intent confirms the moment.

Why “Verified” Matters 

Matching is only as trustworthy as the information behind it. This is why the “verified” in verified allocator matching is not a decorative word. 

On the allocator side, the network are hand-vets institutional allocates. So a manager surfacing to a mandate is surfacing to a real, qualified institution rather than an unconfirmed name on a list. That vetting is what makes an allocator-driven introduction worth a manager’s time. 

On the manager side, credibility is grounded in verified information rather than self-reported claims. Through Get Verified, a manager’s returns can be sourced directly from fund administrators rather than taken from a self-published figure. The iConnections platform integrates with 30+ fund administrators for this purpose. When an allocator screens a manager, admin-sourced verification means the numbers on the profile carry independent backing. 

Verification is the trust layer beneath the match. Without it, a match is a guess about who is on the other side. With it, both parties can act on the introduction with confidence. Allocators can start their side of the process on the allocator overview. The platform’s agentic assistant, Violet, helps surface and organize matched opportunities within each user’s permission scope.

Mandate-Matched vs. a Contact List 

It is worth being precise about how mandate-matched capital introduction differs from the tool most people reach for first: a contact list or database. 

A contact list is a collection of names and attributes. It answers the question “who exists?” and stops there. To use it, a manager still has to guess which of those names is looking, reach out cold, and hope the timing is right. The list does no matching; it does no verification of live intent; it does nothing between the first contact and the eventual meeting. 

Mandate-matched capital introduction inverts that. It answers a sharper question: “who is looking for exactly what I have, right now?” It surfaces a manager only to allocators whose live mandate fits, on the basis of verified information, and it supports the year-round engagement that keeps a matched connection alive between meetings. A list gives a manager work to do. Mandate-matched capital introduction gives a manager a match to act on. Everyone has data. Nobody has relationships, and a list is data, while a verified, mandate-matched introduction is the start of a relationship.

Mandate Matching FAQ 

What is mandate-matched capital introduction?

Mandate-matched capital introduction connects fund managers with institutional allocators based on the allocator’s live mandate: the specific strategy, size, geography, and stage the institution is actively looking to fund. It surfaces a manager only to allocators whose current criteria the manager fits, replacing broad outreach with precise timing and fit. 

How does verified allocator matching work?

Verified allocator matching connects an allocator’s live mandate to a manager’s profile using granular search criteria, then grounds the match in verification. Institutional allocators are hand-vetted, and managers can source returns directly from fund administrators through Get Verified, so both sides trust the information behind the match. 

How is mandate-matched capital introduction different from a contact list? 

A contact list gives you names and static attributes, leaving you to guess who is looking. Mandate-matched capital introduction surfaces a manager only to allocators whose live mandate fits, based on verified information and current intent, so the introduction arrives when it is most likely to land. 

What does “verified” mean in this context?

Verified means the credibility of both sides is confirmed rather than assumed. Allocators are hand-vetted institutional investors, and manager performance can be sourced directly from fund administrators rather than self-reported, so a match rests on independent backing.