Map the people behind an investment theme — before the first call.
ExpertGraph identifies credible experts across three live infrastructure themes, derives the companies they connect to, and turns either one into a call brief, an outreach draft, and a diligence plan. Built for a time-constrained investment professional — not an analyst with a free week.
AI-assisted across the workflow
Every output is grounded in the structured graph below and labeled as demo data. In production these steps run on live retrieval, source grounding, and human review.
Three theses, one expert graph
Each theme carries a market thesis and a connected set of experts, companies, and relationships.
Clean Energy Advisory & Development
Developers, capital, and the IRA stack
The build-out of US and European renewable generation has shifted from a subsidy-chasing growth story to an infrastructure asset class where execution risk — interconnection queues, supply-chain trade exposure, and tax-equity structuring — is the real differentiator. Post-IRA, the §6418 transferability market has repriced the cost of capital for developers who can source bankable offtake and manage UFLPA/ADCVD exposure on modules and trackers, while merchant/contracted revenue mix is the swing variable on returns as legacy PPAs roll. We see the durable margin pools concentrating in the picks-and-shovels layer (tracker/module/EPC/O&M) and in IPPs with contracted cash flows and a deep, energized interconnection pipeline rather than a paper backlog. The diligence edge is separating developers selling MW of optimism from operators with conversion track records and clean tax-credit qualification.
Why now — IRA transferability has created a liquid tax-credit market just as interconnection backlogs, higher rates, and trade actions (UFLPA, antidumping/countervailing duties on SE-Asia cells) reprice which projects actually reach NTP — separating bankable developers from the rest.
Grid Infrastructure & Connection
The wires bottleneck on electrification
Load growth from data centers, electrified transport, and reshored manufacturing is colliding with a transmission and distribution base that has been under-invested for two decades, forcing a utility capex super-cycle measured in trillions of dollars over the next 15 years. The binding constraint is no longer generation but interconnection and delivery: queue backlogs stretch past five years, transformer and HVAC/HVDC equipment lead times have blown out to 2-4 years, and skilled line-labor is scarce. That scarcity hands pricing power and multi-year backlog visibility to T&D contractors, equipment OEMs, and the engineering firms that run interconnection studies — a durable, regulated-demand setup with high barriers to entry. We see the alpha in companies whose backlog converts at improving margins as supply chains normalize, and in grid-edge software that lets utilities defer steel-in-the-ground spend.
Why now — FERC Order 2023 is restructuring interconnection queues toward cluster studies just as data-center load forecasts spike, compressing a decade of grid spend into a near-term ordering cycle and pulling forward equipment and EPC backlog.
Smart Water Infrastructure & Analytics
Metering, leak analytics, and regulated water rails
Water is the least-digitized of the regulated utility verticals, and the capex cycle to replace aging distribution networks is structural rather than discretionary — rate base grows whether or not the macro cooperates. The investable surface spans hardware with recurring software pull-through (AMI meters, acoustic leak sensors), pure-play analytics on non-revenue water, and the regulated utilities themselves, where allowed-ROE on prudent capital is the return driver. We like the asymmetry: hardware vendors with installed-base lock-in and rising software attach, plus consolidators rolling up fragmented municipal and investor-owned systems under tightening federal mandates. The risk is that much of the 'smart' layer is still pilot-stage versus demonstrated, audited utility ROI, and revenue is exposed to municipal budget and bond-funding cycles.
Why now — Lead-and-copper rule revisions, PFAS treatment mandates, and federal infrastructure dollars are forcing a generational meter-and-pipe replacement wave while utilities simultaneously face workforce attrition that makes remote monitoring non-optional.
Priority experts
Highest-relevance experts across all themes, ranked by decision-usefulness.
Dana Reinholt
Independent grid-interconnection advisor
Ran the interconnection and transmission-planning function at a regional ISO through the shift to cluster studies, so she can read which projects in a queue are real and how Order 2023 reform actually re-times contractor and equipment backlog. That is the single most decision-relevant signal for underwriting backlog quality across the theme.
Margaret Doyle
Operating Advisor (independent), former Chief Operating Officer of a regulated water utility
Owned the actual P&L and field reality of running a regulated water system: where non-revenue water hides, why AMI business cases slip, how rate cases constrain capex timing, and what it really costs to swap a fleet of meters. Can pressure-test vendor TAM claims against utility procurement cycles and tell you which 'smart water' features utilities will pay for versus which are demo-ware. The operating ground-truth counterweight to vendor and banker optimism.
Sofia N. Castellano
Managing Partner, renewables structured-finance advisory (independent boutique)
Structured construction-plus-term debt and tax-equity bridges across dozens of solar, wind, and storage financings, so she can tell you how lenders are sizing merchant tails and transferability risk right now. Sees pricing and covenant terms across the market that no single developer can.
Sean Devlin
Independent advisor and angel investor in water-tech
Built and sold a non-revenue-water analytics product, so he can separate which leak/consumption analytics claims survive contact with a real utility audit versus which die in pilot — the single most decision-relevant question in this theme.
Most-connected companies
Companies surfaced by the experts above — the densest nodes in the relationship graph.
NextEra Energy
NEEUtility-scale solar development
the clearest large-cap proxy for whether a contracted IPP can keep converting a multi-GW backlog to energized MW under interconnection and supply-chain constraints — a read on the whole development thesis, not a buyout candidate at this scale.
American Water Works
AWKRegulated water utilities
The pure regulated-rate-base compounder: returns are a function of capital deployed at allowed ROE plus tuck-in consolidation of fragmented municipal systems, largely insulated from the macro but fully exposed to regulatory outcomes.
Nextracker
NXTSolar tracking systems & balance-of-system hardware
A picks-and-shovels play on utility-scale solar buildout: trackers are a high-attach, hardware-margin position upstream of project economics, complementary to module vendors like First Solar rather than competing with them. Exposure is leveraged to interconnection-queue conversion, IRA domestic-content incentives (45X-adjacent supply localization), and steel/commodity input costs, making it a clean way to express a US solar-volume thesis without taking direct merchant-power or development-timing risk.
Quanta Services
PWRT&D construction
the purest large-cap play on the T&D super-cycle, where the moat is owning trained linemen rather than equipment. Thesis to test is whether multi-year MSA backlog converts at expanding margins as labor scarcity lets them price work, versus margin give-back on fixed-price legacy jobs.