AI Solutions for
Private Equity & Alternative Investment Firms
AI solutions for private equity firms, family offices, private credit lenders, and independent sponsors. Purpose-built intelligence systems designed around how investment teams actually work and make decisions. Architecture that identifies risks sooner, uncovers hidden opportunities, and keeps a finger on the pulse without rest.
Why AI Projects Fail
Most AI implementations fail not because of technology - but because of broken workflows and poor adoption strategies.
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Generic AI toolsThat don't understand your decision-making context
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Adoption resistanceFrom teams who see AI as disruption, not assistance
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Workflow disruptionThat creates more work instead of eliminating it
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Invisible AI layersThat enhance existing workflows without disruption
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Fits existing decision loopsBy understanding how professionals actually work
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Psychology-driven adoptionThrough behavioral science and change management
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Enterprise-Grade SecurityZero-retention architecture. Your data never trains public models. Complete data sovereignty over proprietary deal flow.
Four Ways to Work With Us
From a focused 2-week sprint to ongoing support, choose the engagement model that matches where you are in your AI journey. Every engagement is fixed-scope, fixed-price, and designed to deliver measurable results.
Discovery Sprint
A rapid, structured assessment that maps your AI opportunities, validates feasibility, and produces a concrete action plan. Sprint fee credits toward any Custom Build.
Explore our AI readiness assessment sprintStrategic Advisory
AI roadmapping, governance frameworks, and ROI projections for firms that need expert guidance before or alongside implementation.
Explore AI strategy consulting servicesCustom Build
Bespoke AI systems built to your specifications. From deal screening to portfolio monitoring, we build what off-the-shelf tools can't deliver. Zero-retention architecture.
See our custom AI build processOngoing Retainer
A retained AI partnership for continuous development. New capabilities in rolling sprints, strategic advisory, and priority build access. Your AI infrastructure evolves as fast as your ambitions.
Explore ongoing AI support retainerStart with a Discovery Sprint. If we're a fit, your sprint fee credits toward a Custom Build. Add Strategic Advisory or an Ongoing Retainer as needed.
View all engagement modelsBuilt for Alternative Investment Professionals
We work exclusively with firms where information quality drives returns. Every solution is tailored to how your team sources, evaluates, and monitors investments.
Private Equity Firms
Deal screening, portfolio monitoring, and IC memo automation — built for the pace and rigor of PE deal flow.
Family Offices
Market intelligence, deal sourcing, and direct investment support — tailored for multi-generational capital deployment.
Private Credit & Direct Lending
Portfolio risk monitoring, borrower intelligence, and covenant tracking — purpose-built for credit portfolios.
Independent Sponsors
Deal sourcing, execution acceleration, and investor reporting — designed for lean teams running competitive processes.
Intelligence Systems for Investment Professionals
Purpose-built AI solutions that give PE firms, family offices, and alternative investment teams a decisive information advantage. Every system is custom-configured, zero-retention, and deployed within your infrastructure.
Deal Intelligence
Market & Deal Radar
AI-powered deal sourcing and market intelligence that surfaces high-fit opportunities in real time.
AI Deal Screener
Automated CIM analysis and deal scoring. Turn a 4-hour manual review into a 15-minute AI-assisted evaluation.
Deal Execution Copilot
Due diligence acceleration and IC memo automation that compresses deal execution timelines by 40%.
Portfolio Intelligence
Market Intelligence
How It Works
A streamlined engagement model designed for rapid deployment and measurable results.
Book a Call
We start with an introductory call to dive into your requirements, perform a preliminary audit of your needs, and see if our services are the right fit.
Share Your Vision
Don't have a clear vision yet? We'll help you explore the art of the possible with AI. Once defined, we analyze your goals and constraints, break the project into tasks, and start implementing.
Continuous Results
Our team effectively solves your tasks and implements AI as a strategic asset, ensuring it becomes an integral part of your company's workflow.
Enjoy the Growth
Our results drive your business growth. We offer detailed instructions, training, and tech support to maximize our work's value long-term.
Case Studies
Real impact across private equity, family offices, private credit, and independent sponsors.
Mid-market PE advisor deployed the AI Deal Screener to automate CIM analysis, EBITDA adjustments, and ESG risk flagging. Research dossiers that took weeks now take hours.
Independent sponsor running a competitive deal process deployed the Deal Execution Copilot to unlock trapped institutional knowledge. The team now synthesizes insights from thousands of past deliverables in minutes.
Multi-generational family office deployed Market & Deal Radar to automate thesis validation and market mapping for direct investments. Landscape analysis that took months now completes in days, with 500+ competitors mapped per sector.
$2.8B private credit firm deployed the Portfolio Nerve Center across 23 positions. The system detected EBITDA deterioration 6 weeks before standard reporting, preserving $4.2M in equity value.
FAQ
How does the engagement process work?
We offer flexible engagement structures ranging from project-based work to ongoing retainer arrangements. Investment varies based on scope and integration complexity. Fixed engagement structure and pricing provided after initial infrastructure review.
Can we start with a small pilot project?
Absolutely. We often start with one pain point (e.g., support automation) and expand later.
What is the typical project timeline?
Working prototype in 2-3 weeks. Full deployment in 4-8 weeks.
How do you prevent AI errors and hallucinations?
We design human-in-the-loop checkpoints. Critical ops require approval; lower-risk tasks have monitoring.
Data Security & Sovereignty?
Zero-retention architecture. Your proprietary data never trains public models. Enterprise-grade security with complete data sovereignty. Your competitive edge stays your edge.
Existing Tools?
Yes. We integrate with your existing infrastructure — Bloomberg, Salesforce, data rooms, fund admin platforms, ERPs, Slack, and custom databases. We don't force new platforms.
What if we're not satisfied with the results?
Review checkpoints included throughout. We revise until you are satisfied.
Does Dr. Coney do speaking engagements?
Yes, Dr. Coney conducts speaking engagements. Please contact us to request.
More Questions?
Contact Contact@workwisesolutions.org.
Meet the Founder
Dr. Leigh Coney
Specialist in Human-AI Workflows
Dr. Leigh Coney
Founder & Principal Consultant
"Dr. Coney bridges the gap between Silicon Valley capability and Wall Street rigor. I focus on decision-making frameworks in high-stakes environments - where the cost of error is measured in millions, and adoption resistance can kill even the most sophisticated technology."
For over a decade, I've studied how humans interact with emerging technology - particularly in high-stakes environments where the cost of error is measured in millions, and adoption resistance can kill even the most sophisticated systems. My research focuses on decision-making frameworks that bridge the gap between AI capability and real-world usage.
I founded WorkWise Solutions to solve the problem that keeps me up at night: brilliant AI systems that never get used. Understanding the human dynamics of adoption is as critical as the technical architecture - especially when working with senior partners and investment committees. We don't just build AI - we ensure it becomes an invisible, indispensable part of how your team works.
Latest Publication: Author of five research papers on responsible AI adoption, including "Measuring AI ROI in Private Equity: A Framework for Decision Velocity vs. Decision Quality" (Q1 2026)