Embedded AI Partner
A retained AI partnership for PE and alternative investment firms that want continuous development, not one-off projects. Dedicated build team, rolling sprints, strategic advisory included.
The firms that get 10x from AI are the ones that keep building. One custom system is a starting point. An Embedded AI Partner turns that starting point into compounding capability, month after month.
Andrej Karpathy noted in his 2025 LLM review: "I don't think the industry has realized anywhere near 10% of their potential even at present capability." For PE firms, the gap between what AI can do today and what most firms are actually doing is where continuous development creates compounding value.
By Dr. Leigh Coney, Founder of WorkWise Solutions
What an Embedded AI Partner Looks Like
Think of it as having a dedicated AI team embedded in your operations. They're always building, always improving, always finding the next opportunity. This is a continuous development partnership that grows your AI capabilities month over month.
Continuous Development
New AI modules, feature expansions, and capability buildouts delivered in rolling 2-4 week sprints. Your AI infrastructure grows with your ambitions.
Examples: Adding new data sources to your Portfolio Nerve Center. Building a new Deal Screener variant for a different asset class. Expanding your Market Radar to cover new geographies.
Strategic Advisory
Monthly strategy sessions with the WorkWise team to identify the next highest-ROI AI opportunity in your workflow. We stay close to your operations so we can spot automation candidates your team hasn't considered yet.
Priority Build Access
When a new need emerges (a regulatory change, a new fund strategy, an acquisition that requires rapid integration), you skip the queue. Your partnership guarantees priority access to the build team with guaranteed response times.
A Continuous Build Cycle
Align
Quarterly roadmap sessions to prioritize the next set of capabilities based on your evolving needs. We map business objectives to concrete AI builds so every sprint moves the needle.
Build
Rolling 2-4 week development sprints delivering new features, modules, and integrations. Each sprint produces working capabilities your team can use immediately.
Review
Bi-weekly demos and feedback cycles to ensure every build hits the mark. Your team sees progress in real time and shapes what comes next.
Evolve
Continuous refinement as your data, markets, and strategy change. What worked last quarter gets optimized. What's needed next quarter gets scoped. The system never stops improving.
When Firms Choose an Embedded AI Partner
You've completed a Custom Build and want to keep expanding: new modules, new use cases, new data sources.
Your firm's AI needs are evolving faster than project-by-project engagement allows.
You want a dedicated team that knows your infrastructure, data, and workflows intimately, with no ramp-up time on every new initiative.
You need the flexibility to pivot build priorities as market conditions change, without renegotiating scope each time.
You want strategic advisory embedded alongside build capacity. Not just hands, but a thinking partner.
"One AI system is a tool. A continuous build program is a competitive advantage. The firms seeing 10x returns are the ones that treat AI as an evolving capability, not a one-time project."
Dr. Leigh Coney, Founder of WorkWise Solutions
Embedded AI Partner vs. Alternatives
| WorkWise Embedded AI Partner | Hiring Full-Time AI Staff | Ad Hoc Consulting | |
|---|---|---|---|
| Ramp-Up Time | Zero (team already knows your systems) | 3-6 months to hire + onboard | Re-ramp every engagement |
| Cost Structure | Predictable monthly fee | $200K-400K+ per head (salary + benefits) | Variable, project-by-project |
| PE Expertise | Built into the team from day one | Depends on who you can recruit | Varies by consultant |
| Strategic Advisory | Included (quarterly roadmap sessions) | Not typically part of an AI engineer role | Separate engagement (extra cost) |
| Flexibility | Shift priorities sprint to sprint | Locked to headcount decisions | New SOW for every change |
| Priority Response | Guaranteed response times | Depends on team bandwidth | Depends on consultant availability |
Tobias Lutke, co-founder and CEO of Shopify, wrote in a March 2025 internal memo: "Reflexive AI usage is now a baseline expectation. It's the most rapid shift to how work is done that I've seen in my career." For PE firms, the question isn't whether to adopt AI. It's whether you're building fast enough to keep pace.
Embedded AI Partner FAQ
How is an Embedded AI Partner different from a Custom Build?
A Custom Build is a single project with a defined scope and deliverable. An Embedded AI Partner is an ongoing partnership with rolling development sprints. Most firms start with a Custom Build, then move to an Embedded AI Partner when they want to keep expanding their AI capabilities without scoping a new project every time.
What does the Embedded AI Partner engagement include?
A dedicated build team, rolling 2-4 week development sprints, quarterly strategic roadmap sessions, and priority response times. The specifics (team size, sprint cadence, hours) are structured around your needs and budget.
Can we change priorities mid-sprint?
Yes. That's one of the main advantages. If market conditions shift, a new fund launches, or an acquisition changes your priorities, we adjust. No new SOW, no renegotiation. We reallocate sprint capacity to what matters most right now.
Do we still own the IP?
Yes, same as a Custom Build. Everything developed under the partnership is yours. Full source code, documentation, and IP transfer. No vendor lock-in.
What's the minimum commitment?
We typically recommend a 6-month initial commitment to build enough capability for meaningful ROI. After that, the engagement continues month-to-month. You can adjust scope or wind down with 30 days notice.
Why not just hire an in-house AI team?
You can, and some firms do both. But hiring a senior AI engineer costs $200K-400K+ per head, takes 3-6 months to recruit and onboard, and that person still needs PE domain knowledge. An Embedded AI Partner gives you an experienced team that already knows your systems, your workflows, and your industry from day one.
Start with a Discovery Sprint
Most retainer relationships begin with a Discovery Sprint or Custom Build. Book a 30-minute call to map your first AI opportunity.
Schedule Your Discovery CallRelated Services
Custom Build
Where most retainer relationships begin. Custom AI systems built to your specifications, then expanded through ongoing partnership.
Discovery Sprint
Validate your first AI opportunity. A focused engagement to identify the highest-ROI use case before committing to a build.
Strategic Advisory
Included in every retainer. AI roadmapping and strategic guidance to ensure every build delivers measurable ROI.