The Emerging GP AI Operations Stack

A one-page operating checklist for emerging GPs running real assets — what to verify at acquisition, what to track every quarter, and which AI tools actually move the needle. Built from the same primary sources our agent fleet uses.

Emerging managers win on operational rigor, not deal flow alone. This stack is the short version of how a technically-run portfolio is underwritten, monitored, and optimized. Print it. Use it on your next deal.

• ☐Energy & M&V baseline — pull 12–24 months of utility data; set an IPMVP option (A/B/C) before close so savings claims are measurable, not aspirational.
• ☐Code-triggered upgrade register — list every system a change-of-use or major retrofit forces up to current code (mechanical, electrical, envelope, life-safety). These are mandatory CAPEX, not optional.
• ☐Permit-risk forecast — flag work that triggers a permit and the jurisdiction's review timeline; permit lag is the most under-modeled line in a value-add schedule.
• ☐Envelope & major-equipment age — roof, chillers, switchgear, BMS vintage; anything past ~75% of service life is a near-term reserve item.
• ☐Sub-meter & data readiness — can you actually measure consumption by tenant or system? No data, no optimization story.

• ☐Monthly — energy use intensity vs. baseline, work-order backlog, critical-equipment alarms, tenant comfort complaints.
• ☐Quarterly — IPMVP savings reconciliation, CAPEX-vs-plan variance, reserve drawdown, code-compliance status on any open item.
• ☐Annual — re-underwrite the business plan against realized operations; refresh the upgrade register; benchmark against portfolio and market.
• ☐Always-on — one owner-side number that can't be gamed (e.g. measured savings vs. reported savings) so the report performs only when the building does.

• ☐Fault detection & diagnostics (FDD) — surfaces HVAC faults driving energy waste and comfort complaints; highest near-term ROI for live assets.
• ☐AI-HVAC / supervisory optimization — tunes setpoints and sequences against occupancy and weather; pair with M&V so savings are verified, not assumed.
• ☐Document & lease intelligence — extract obligations, options, and recovery terms from leases and OMs at acquisition speed.
• ☐Agentic analysis (free, no login) — use the AISB agents for an instant ROI band or a second read on a deal: ask our agents →

Compiled by the AISB agent fleet from primary standards (ASHRAE, IPMVP, IBC) and the public record. Cost and ROI figures are labeled industry estimates, not guarantees. Full source list on request — hello@ai-smart-buildings.com.