Measurable Impact Across
PE Firms, Family Offices, Private Credit & Independent Sponsors
WorkWise has deployed 100+ AI solutions across 30+ PE and alternative investment firms, delivering 2-10x capacity expansion and 95% faster time-to-insight. Every engagement produces measurable, quantifiable outcomes.
The number of AI-related regulations in the US grew from 1 in 2016 to 25+ in 2024 (Stanford HAI, AI Index Report 2025). Firms deploying AI with proper governance today are building regulatory resilience, not just efficiency.
By Dr. Leigh Coney, Founder of WorkWise Solutions
Bain reports that top-quartile fund managers increased subsequent fund size by 53%, while fourth-quartile managers struggled to increase fund size at all, a 53-percentage-point delta (Bain Global PE Report 2025). Performance compounds. The firms investing in AI-driven operations are pulling further ahead.
Detailed Case Studies
Challenge
Manual CIM analysis, EBITDA adjustments, and ESG flagging consumed analyst capacity, limiting the number of deals the team could evaluate simultaneously.
Solution
Automated Pre-Screening Memorandum Agent with zero-retention architecture, ensuring complete data sovereignty while accelerating the entire pre-screening workflow.
Impact
Research compressed from weeks to hours. The team now evaluates 4x the deal volume with the same headcount, allowing them to be more selective and responsive to opportunities.
Challenge
Institutional knowledge was trapped in PDFs and decks, slowing proposal preparation and making it difficult to reuse past work for competitive bids.
Solution
Secure Knowledge Retrieval Engine (RAG) with zero-retention architecture, enabling instant access to decades of institutional knowledge while maintaining complete data sovereignty.
Impact
Proposal prep time dropped 60%, and the win rate on competitive bids increased by 15%. Teams now produce stronger, more data-backed proposals in a fraction of the time.
Challenge
Market validation and competitive mapping took months, causing the firm to miss time-sensitive investment opportunities in fast-moving deep tech sectors.
Solution
Thesis Validation Engine mapping 500+ competitors across technology domains, providing full market coverage with automated competitive intelligence gathering.
Impact
Validation cycle moved from months to days. The firm can now make faster, more informed investment decisions with full competitive intelligence available on demand.
Challenge
Manual portfolio monitoring across 23 positions relied on lagging quarterly reports, leaving the fund blind to early signs of operational deterioration in portfolio companies.
Solution
Cross-Asset Portfolio Nerve Center providing real-time intelligence across all positions, with automated anomaly detection and early warning signals for EBITDA deterioration.
Impact
Detected EBITDA deterioration 6 weeks before standard reporting, preserving $4.2M in equity value. Reporting time cut by 80%, freeing the team to focus on strategic decisions.
Why Our Results Stick
Behavioral Science Foundation
Psychology-informed implementation ensures 90%+ adoption rates. We don't just build AI systems - we engineer the human dynamics that determine whether they get used.
Zero-Retention Security
Enterprise-grade data sovereignty means no compliance blockers. Your proprietary data never trains public models. Your competitive edge stays your edge.
Invisible Integration
AI fits existing workflows, no disruption to proven processes. We integrate into how your team already works, making AI adoption straightforward.
Ready to See Similar Results?
Every engagement starts with understanding your specific challenges. Let's discuss how we can deliver measurable impact for your firm.