Two surfaces. One operating layer.
JunieAI orchestrates GPX Agents inside the Juniper Square platform—across investor relations, fundraising, fund admin oversight, compliance, and other operations domains. Headless GPX is the open surface with the same data, permissions, and audit trail, in the AI environment of your choice.
Meet our GPX Agents
Each agent is fund-aware, compliant, and operates on the same data, permissions, and audit trail you already trust.
Investor Relations
Works alongside your IR team across every LP touch point—prep, communications, follow-through.
- Generate a fully formatted investor tear sheet ahead of an LP meeting
- Draft a personalized investor email reflecting recent positions and prior communications
- Surface portfolio-aware talking points before a call
Fundraising
Keeps the pipeline organized and the team aligned, from prospect outreach to LP onboarding.
- Pull a customized pipeline report for the weekly fundraising standup
- Generate prospect briefings ahead of first meetings
- Track outreach and reply rates across the active raise
Fund Admin Oversight
Review every PCAP, financial statement, and support workbook your fund admin delivers—across admins, asset classes, and fund structures.
- Catch tick-and-tie breaks, footing errors, and missing disclosures before they reach the audit
- Extract and structure the data from each deliverable as it flows through, leaving a clean record behind for downstream reporting
Compliance
Keeps the regulated work tight—investor documentation, LPA terms, distribution checks.
- Flag investors with stale AML/KYC documentation
- Surface LPA and side letter terms that may be at risk
- Check cash balance thresholds before investor distributions
PURPOSE BUILT FOR PRIVATE MARKETS: What makes JunieAI’s agents work
Trusted at scale
More than 2,300 private markets GPs run their funds on Juniper Square. 12 years of building have encoded the data, workflows, and trust framework that JunieAI's agents operate against.
Anchored in the operating layer
JunieAI's agents inherit the operating layer beneath GPX—relationship graph, workflow library, permissions framework, and audit infrastructure. The agents are built on it, not bolted onto it.
Built by people who do the work
JunieAI's agents are built by engineers working alongside experts in fund accounting, compliance, investor relations, reporting, investor servicing, fundraising, and more. We don't approximate the work of private markets—we do it.
Three layers, purpose built
JunieAI is a three-layer AI operating system: personalized infrastructure tuned to each customer's data; platform Intelligence that reasons over fund operations; and GPX Agents working across each operations domain. Each layer is purpose-built for private markets.
Juniper Square’s focus on AI innovation will deliver transformative benefits across the industry—empowering organizations to better serve investors and drive long-term growth.
Jay Maher
Global Chief Operating Officer
H.I.G. Capital
Trust and control, by design: JunieAI operates within your existing permissions, protects your data, and keeps you in charge
Enterprise-grade by design
JunieAI is built on the secure foundation of Juniper Square’s system of record. Every agent operates within the same permissions, workflows, and access controls that govern your team today. No exceptions. No shortcuts.
Your data stays yours
JunieAI is model-agnostic, but never model-exposing. Your data is never shared with foundational model providers or used to train third-party systems. It stays inside Juniper Square's enterprise infrastructure, governed by the same trust model that governs your fund operations today.
You’re always in control
JunieAI gives GPs granular control over agent behavior—what each agent can do, when to escalate, and how to interact with LPs. The same controls extend to Headless GPX, so any MCP-compatible client that touches your fund operates under the same constraints.
Go deeper on AI and private markets
The JunieAI keynote
Alex Robinson on Juniper Square’s AI operating system for private markets.
AI content hub
Industry perspectives, customer stories, and the latest on AI in private markets.
Frequently asked questions
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JunieAI isn't a model—it's the AI operating system that orchestrates GPX Agents across fund operations. The agents inherit the data model, relationship graph, workflow library, permissions framework, and audit infrastructure that 2,300+ GPs already trust to run their funds. Commercial AI models can answer general questions; GPX Agents do specific fund operations work, governed by the same permissions and audit trail as the humans on your team.
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Your data stays inside Juniper Square's enterprise infrastructure. JunieAI is model-agnostic—it works with multiple foundational models—but never model-exposing: your data is never shared with model providers or used to train third-party systems. The same authentication, permissions, and audit trail that govern Juniper Square govern JunieAI. For the full security architecture, see our security overview.
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JunieAI orchestrates GPX Agents inside the Juniper Square platform—across investor relations, fundraising, fund admin oversight, compliance, and other operations domains. Headless GPX is the open surface, bringing the same operating layer, data, permissions, and audit trail into the AI environment of your choice. Customers get both: best-of-breed AI inside the platform, and the freedom to use the AI environment that works best for their team.
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GPX Agents are launching across 2026. Some are already shipping; additional agents are on the near-term roadmap, expanding coverage across operations domains. Existing customers can talk to their CSM about availability for their firm; prospects can request a demo to see JunieAI in action.
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More GPX Agents, broader operations coverage, and deeper capabilities. The agent family is expanding across more domains; LP-facing workflows are on the near-term roadmap; and the same operating layer that powers JunieAI is extending further via Headless GPX. Talk to your CSM or request a demo for what's available today and what's coming next.
JunieAI, inside the operations that run your fund
Fund-aware, compliant GPX Agents on the same data, permissions, and audit trail your team already trusts.