For operating partners and AI operating partners
The operating partner's AI playbook
Portfolio-wide AI rollout structured around fund-level sponsorship, replicable playbooks, and engagement economics that compound across the portfolio.
You have a portfolio AI mandate and limited capacity to execute it across eight to thirty companies. The portcos sit at uneven AI maturity. Some have a CFO who is ready to ship. Some have a finance function that needs cleanup before AI can land. Coordinating across that variability while protecting your bandwidth for the deal team is the actual problem. The engagement model below is built for that problem rather than retrofitted from corporate consulting.
The fund-level engagement model
Four roles, one cadence
Operating partner as executive sponsor. RoboCFO as program lead. Portco CFOs as workstream owners. Shared governance scaffolding.
Operating Partner
Owns the value creation thesis at the fund level. Commits hold-period budget. Approves portco selection sequencing. Receives quarterly reporting formatted for the partner meeting. Does not project-manage individual portcos; that responsibility lives with the portco CFO and our embedded delivery team.
Program Lead (RoboCFO)
Owns delivery across all engaged portcos. Maintains the shared playbook, the shared governance dashboard, and the cross-portco reporting cadence. Runs a weekly program sync with the OP and a separate weekly working session with each portco CFO.
Portco CFO
Owns the workstream inside their company. Co-designs the AI roadmap with the program lead. Approves vendor selection within governance bounds. Runs the change management with their finance team. Owns the deliverable at exit.
Shared governance
Vendor approval committee, data classification framework, model risk and audit trail standards, incident response playbook. Defined once at the fund level, applied with portco-specific calibration.
This model scales. Adding a portco to the program does not multiply the OP's coordination overhead linearly. The program lead absorbs the coordination work and reports up at a single fund-level cadence.
What we deliver at the fund level
Outputs that travel up to the partnership
- Portfolio AI heat map showing each portco's readiness, current state, and shipped capabilities
- Replicable AI playbooks documented at the workstream level so a new portco joining the program can get to value faster than the first
- Cross-portfolio governance dashboard with risk and adoption metrics by portco
- Quarterly reporting pack formatted for partner meetings, with EBITDA impact attribution
- Exit-prep readiness packs documenting AI capabilities as part of the value-at-exit story
What we deliver at the portco level
Outputs that land inside each engaged company
- Finance function transformation prioritized around the portco's hold-period clock
- AI capability builds shipped to production with documented EBITDA-line-of-sight
- Internal team enablement so the finance team owns the work after the engagement closes
- Board-ready reporting outputs in the format the OP wants to see
Replication math
Why the second portco costs less than the first
The first portco engagement carries the full setup cost: workflow design, vendor evaluation, governance scaffolding, change management curriculum. The second portco reuses 70% of that work. The third reuses more. By the fifth portco, the program lead is mostly running playbook execution rather than designing new playbooks.
That is the math operating partners are starting to insist on, and it is the math we are built to deliver. Engagement structures explicitly carry replication design into the first engagement so the second one starts compounding.
How a typical PE engagement scopes
Four phases
The shape of a fund-level engagement is consistent across funds; the size varies with portfolio count and starting maturity.
- Phase 01
Phase 1: Diagnose (4 to 8 weeks)
Portfolio AI heat map. Per-portco readiness scoring. Sequencing recommendation. Governance baseline.
- Phase 02
Phase 2: Pilot first portco (8 to 12 weeks)
Single portco shipped to production on the highest-conviction use case. Documented playbook for replication.
- Phase 03
Phase 3: Sequenced rollout (6 to 18 months)
Subsequent portcos brought online on a schedule that respects fund management bandwidth. Each new portco starts from the playbook the first one produced.
- Phase 04
Phase 4: Embedded operations (ongoing)
After the rollout phase, the program transitions to a steady-state retainer with named workstream leads, weekly cadence, and quarterly partner-meeting reporting.
Pricing for a portfolio-level engagement is calibrated to fund size, portfolio count, and starting maturity. We quote on the scoping call rather than publishing a list price. The numbers visible on /services/transformation and /services/operations-retainer are calibrated for enterprise scoping; PE economics are different and the conversation is shaped accordingly.
Related
Where to go next
Schedule a portfolio scoping call
A portfolio scoping call runs 60 minutes. We use it to map your fund structure, the shape of your portfolio, the hold-period dynamics on each portco, and where finance basics need cleanup before AI can land. By the end of the call you have a recommended sequence for the first three to five portcos and a rough scoping range. No deck. No pitch.
Ask SAL