Strategic AI Advisory
AI roadmapping, governance, and ROI projections for PE and alternative investment firms. Ongoing strategic partnership that keeps your AI investments aligned with your thesis and your IC comfortable with the numbers.
Most AI roadmaps fail because they're built by technologists who don't understand PE economics, or by consultants who don't understand AI. You need someone who speaks both languages.
Stanford's 2025 AI Index found that AI adoption by organizations reached 78% in 2024, up from 55% in 2023 (Stanford HAI, AI Index Report 2025). The question for PE firms is no longer whether to adopt AI, but how to do it without wasting the investment.
By Dr. Leigh Coney, Founder of WorkWise Solutions
Three Pillars of AI Strategy
Strategic Advisory gives your leadership team the clarity and frameworks to make confident AI investment decisions. We work alongside your team to build conviction, not just slide decks.
AI Roadmapping
Strategy roadmaps tied to your business goals and investment thesis. We sequence initiatives by impact and what's technically possible to build momentum from early wins.
- AI strategy roadmap aligned to business objectives
- Initiative prioritization with impact/effort scoring
- Vendor and technology evaluation guidance
Governance & Risk
Frameworks that address data privacy, model risk, regulatory compliance, and responsible AI deployment. Built for investment firms that operate under fiduciary duty.
- Governance and risk management framework
- Data privacy and compliance policies
- Model validation and oversight protocols
ROI Projections
Financial models with sensitivity analysis that give your IC and board the confidence to invest. We quantify time savings, throughput gains, and revenue impact.
- ROI projections with sensitivity analysis
- Total cost of ownership modeling
- Quarterly strategic advisory sessions
Flexible, Ongoing Partnership
Assess
We assess where you stand with AI today, what matters most to your firm, and how ready your team is. This shapes every recommendation.
Roadmap
We build a prioritized AI roadmap with financial models, governance rules, and timelines. Ready for your board from day one.
Advise
Quarterly strategic sessions keep your roadmap current as technology and markets evolve. We serve as your on-call AI strategy partner.
Evolve
As you build and deploy AI systems, we help adjust strategy, evaluate new opportunities, and ensure governance keeps pace with capability.
Strategic Advisory Is Right If...
Your board or IC wants a clear AI strategy before committing budget to implementation.
You need governance and compliance rules for deploying AI in a regulated environment.
Multiple AI initiatives are underway but lack coordination, prioritization, or measurable ROI.
You want an ongoing strategic partner who understands investment firms and AI, not just one or the other.
Portfolio companies need AI guidance and you want a consistent framework across the portfolio.
You're evaluating AI vendors and tools and need independent, vendor-neutral guidance.
AI Strategy Impact Across PE Operations
Areas where strategic AI advisory delivers the highest ROI
Based on WorkWise strategic advisory engagements, 2024-2026
Strategic Advisory vs. Alternatives
| WorkWise Advisory | Internal Strategy Team | General Consultant | |
|---|---|---|---|
| PE Specialization | Built for PE, family office, private credit workflows | Depends on team expertise | Generic enterprise focus |
| AI Depth | Technical + behavioral + financial | Strong on firm context, limited on AI | Strong on AI, limited on PE |
| Governance | Fiduciary-grade frameworks included | Must build from scratch | Often generic compliance templates |
| ROI Modeling | IC-ready projections with sensitivity analysis | Varies widely | Conceptual, not IC-ready |
| Continuity | Quarterly sessions, strategy evolves with you | Continuous but siloed | Project-based, then gone |
| Implementation Path | Direct path to Custom Build if needed | Separate vendor procurement | Separate engagement |
Capability Comparison
| Capability | WorkWise Advisory | Internal Team | Generic Consultant |
|---|---|---|---|
| PE-specific AI expertise | ✓ | ◔ | ✗ |
| Fiduciary-grade governance | ✓ | ✗ | ◔ |
| IC-ready ROI projections | ✓ | ◔ | ✗ |
| Plan to get people using it | ✓ | ✗ | ✗ |
| Ongoing quarterly advisory | ✓ | ✓ | ✗ |
| Vendor-neutral guidance | ✓ | ✗ | ◔ |
Stanford's 2025 AI Index found that AI adoption by organizations reached 78% in 2024, up from 55% in 2023. PE firms without a governance framework risk deploying AI without the controls their LPs expect.
Stanford HAI, AI Index Report 2025
Bill Gurley, general partner at Benchmark, has noted: "I don't care what field you're in, you should be playing with this stuff. It has the potential to impact your role in your career." For PE firms, playing with AI without a strategy is expensive. Strategic Advisory turns experimentation into a plan your IC can approve.
Strategic Advisory FAQ
How is Strategic Advisory different from a Discovery Sprint?
A Discovery Sprint is a one-time assessment (2-3 weeks, $30K) that tells you where AI fits. Strategic Advisory is an ongoing partnership that helps you plan, govern, and evolve your AI investments over time. Many firms start with a Sprint, then move into Advisory.
What does a typical engagement look like?
We start by assessing where you are with AI today. From there, we build your roadmap, governance rules, and financial models. Then we meet quarterly to review progress, adjust priorities, and evaluate new opportunities as the technology moves.
Do you help with vendor selection?
Yes. We provide vendor-neutral guidance on AI tools and platforms. We evaluate options against your specific workflow requirements, security posture, and integration needs. We don't resell software, so our recommendations are based on what works for you, not what pays us a commission.
Can you help us build a governance framework from scratch?
That's one of the most common starting points. We build governance rules specifically for investment firms operating under fiduciary duty. This covers data privacy, model risk, regulatory compliance, and responsible AI policies.
What if we need help across multiple portfolio companies?
We work with PE firms to create consistent AI standards across their portfolios. This includes readiness assessments, shared governance policies, and coordinated implementation plans so each company isn't reinventing the wheel.
How do you handle confidentiality?
All work happens under NDA. Your data is never stored and never trains public models - nothing persists after processing. We understand how sensitive investment firm operations are.
Get Strategic Clarity on AI
Book a 30-minute call to discuss your AI strategy needs and explore how Strategic Advisory can help.
Schedule Your CallRelated Services
Discovery Sprint
$30K fixed-fee assessment that maps AI opportunities and delivers a concrete action plan in 2-3 weeks.
Custom Build
Custom AI systems built to your specifications. Fixed scope, fixed price, MVP in 6-8 weeks.
All Services
Compare all four engagement models and find the right starting point for your AI journey.