What GPs and LPs Should Do About This Month's AI Attacks
AI-driven attacks this month hit PHP websites, ConnectWise's Microsoft 365 backups and AI developer platforms. Ten checks for fund managers and six for limited partners, each with an owner.
Who We Serve
We put AI agents to work and prepare your systems and data to support them across deal screening, underwriting, asset management, and investor reporting.
Most firms aren’t starting from zero. The hard part is turning experiments and clear goals into capabilities the whole firm can use.
Your use case is clear. The information it needs sits in rent rolls, leases, and property reports that aren’t connected to Claude, ChatGPT, or Gemini.
We connect your systems with AI agents that understand your documents and data, while respecting your existing access controls.
Many can describe the ideal agent experience for their workflow. Few have the expertise or time to build and maintain it.
Our engineers work alongside your acquisitions, asset management, finance, and IR teams to understand their workflows and build agents inside your environment.
Motivated individuals get real results with AI, but their ideas and prototypes rarely become tools the whole firm can use.
We turn your ideas or prototypes into production-grade solutions for teams across your firm, with the security and support you expect.
We deliver AI across the investment lifecycle, from identifying high-value use cases to building and managing integrated solutions. Hands-on delivery, not slideware.
Where to start
We identify high-impact use cases across your firm, including underwriting, lease analysis, budget monitoring, and investor reporting.
Pre-investment
Agents use property documents, including rent rolls, T-12s, and offering memoranda, to populate your underwriting models and compare seller assumptions with yours.
Post-close
Agents use your property management system to compare actuals against budget, flag material variances, and draft investor reports in your format and style.
Collective intelligence
Leases, appraisals, loan documents, and property files become one searchable corpus, making your firm’s knowledge accessible through your AI platform.
Portfolio oversight
Agents combine data from your property management systems to answer portfolio-wide questions about lease rollover exposure and NOI concentration.
After launch
We manage your agents inside your environment, monitoring performance, resolving issues, and adapting them as your systems and workflows evolve.
We do not start with firm-wide transformation programs. We help you pick one use case with a clear payoff, deliver it in weeks, and use that win to fund the next.
We identify where AI can deliver the most value, then scope a practical first project.
We deliver a working solution in weeks and measure its impact in your team’s daily workflow.
We work with your team to refine the solution and make it a reliable part of everyday work.
Each successful use case builds momentum for the next, putting agents to work across your firm.
AI Field GuideQ3 2026

Explore the agent use cases leading investors are putting into practice, with real examples to help you identify opportunities for your firm.
AI agents designed the way your security, IT, and compliance teams expect them to be.
We help you choose, implement, and connect the platforms your business needs, bringing new technology and existing systems together.
Our founding partners work alongside forward-deployed experts and engineers, bringing decades of experience in private markets technology to every engagement.
We've helped managers and limited partners solve complex technology challenges.
Our team has spent decades inside private markets firms and the platforms they run on.
Since 2023, our work has focused exclusively on building and deploying AI agents.
AI-driven attacks this month hit PHP websites, ConnectWise's Microsoft 365 backups and AI developer platforms. Ten checks for fund managers and six for limited partners, each with an owner.
AI value creation has become a key component of private equity exits, with AI diligence now part of almost every transaction.
Most AI pilots produce no measurable ROI. The problem is not the technology — it's what firms skip before deploying it.
Before you evaluate AI vendors, audit your own data. Most firms skip this step and then blame the technology when pilots fail.
Large PE firms have hired AI specialists. Mid-market and small PE and VC firms need smart AI strategies to compete.
47% of Limited Partners are monitoring how private equity GPs deploy AI. Here's what sophisticated investors actually want to hear.
Whether you're deploying agents, evaluating AI-native tools, or reassessing current technology, we help you identify use cases and deliver production solutions.
Get in touch