ADI evaluated the total addressable market and outlook over a 10-year period for AI-driven seismic interpretation amidst a shrinking G&G user pool. The study addressed factors impacting the adoption of OSDU and cloud migration among NOCs, majors, and independent operators. Analysis centered on evaluating the trade-off between model-centric and expert-based AI, and geoscientists’ preference globally.
The client
Subsurface AI technology developer
The situation
Market uncertainty regarding the pace of cloud migration and the commercial viability of platform-based vs. tool-based AI offerings.
ADI’s contributions
User pool validated TAM
ADI used SEG and AAPG membership data to validate a bottom-up TAM estimate based on the global pool of potential users.
Technical approach benchmarking
Primary research clarified the operator preference for “Interactive AI” that integrates human expert input with deep learning workflows.
Cloud and OSDU barrier analysis
ADI identified organizational inertia and data fidelity risks as the primary blockers to wider SaaS adoption beyond the oil majors.
Adjacent market screening
The work profiled CCS, offshore wind, and lithium extraction as high-growth adjacent markets requiring specialized seismic interpretation.
Key outcomes
Strategic prioritization of flagship AI tools over platform services and a targeted customer segmentation roadmap for NOCs and majors.
Client Results
Working with ADI was very easy and welcoming; they helped us get a great handle on market trends and opportunities.
ADI performed a strategic assessment of Industrial Internet of Things (IIoT) adoption within the U.S. gas processing sector to estimate addressable market over a 10-year period. The work mapped critical digital capabilities including cloud mobility, big data analytics, and augmented reality / virtual reality (AR/VR) training against the immediate operational needs of midstream reliability engineers. […]
ADI evaluated the total addressable market and outlook over a 10-year period for digital solutions for gas processing. The analysis highlighted a strategic preference for back-office digitalization over field operations, driven by a lack of commercial readiness for wearables and high capex barriers for IoT. ADI mapped these adoption hurdles against process automation partnerships to […]
ADI evaluated the addressable market in the U.S. for enterprise performance management software used to track stream volumes, mass, and composition in midstream systems. The assessment analyzed the shift toward software-as-a-service (SaaS) models and the technical requirements for connectivity with ERP and ETRM/CTRM platforms. This study surfaced the competitive constraints posed by in-house spreadsheet programs […]
ADI assessed how sustainability priorities are influencing actual capital allocation across electric utilities, with a focus on transmission, distribution, and grid digitalization. The work drew on utility‑level benchmarks covering decarbonization targets, resilience investments, and governance structures, supplemented by interviews with sustainability and planning leaders. Emphasis was placed on distinguishing aspirational ESG commitments from areas driving […]
ADI structured and led a workshop examining how AI‑driven data center growth translates into power demand, infrastructure strain, and planning risk. Insights were synthesized from utilities, hyperscalers, OEMs, and developers to assess demand magnitude, geographic concentration, and timing relative to transmission and permitting constraints. The analysis framed implications for fuel mix, grid investment sequencing, and […]
ADI built a bottom‑up view of U.S. data center electricity demand driven by AI workloads, using rack density, GPU power consumption, utilization assumptions, and load growth scenarios. These demand estimates were stress‑tested through interviews with utilities, hyperscalers, and power developers to assess grid constraints and timing mismatches. The work linked physical load growth to regional […]
ADI evaluated the total addressable market and outlook over a 10-year period for AI-driven seismic interpretation amidst a shrinking G&G user pool. The study addressed factors impacting the adoption of OSDU and cloud migration among NOCs, majors, and independent operators. Analysis centered on evaluating the trade-off between model-centric and expert-based AI, and geoscientists’ preference globally. […]
This assessment by ADI evaluated a fixed, wireless sensor network designed for continuous corrosion monitoring across hazardous upstream, refining, and chemical assets. Analytical modeling incorporated scale-driven reductions to project revenue over a 10-year period. The study surfaced trade-offs between system mobility and the high installation costs of competing fiber optic or electrical resistance probes. The […]
ADI assessed a global energy transition capital spend and outlook through 2050, identifying the addressable market for digital technologies. The study analyzed how the shift toward fragmented, low-carbon infrastructure will impact the need for digital integration across intermittent renewables and energy storage systems. Modeling surfaced critical factors that will dictate the pace of digital adoption. […]
This strategic planning support assessed a global reservoir simulation market and outlook over a 10-year period. ADI examined the commoditization of black oil simulators and the competitive pressure from GPU-based cloud computing and data analytics alternatives. The work surfaced critical trade-offs between physics-based accuracy and the speed required by a shrinking reservoir engineering workforce. The […]
ADI evaluated the adoption of predictive analytics and IIoT offerings among independent North American operators. The research identified factors impacting adoption and growth and critical solutions to drive adoption in high-producing assets. The client Venture capital firm The situation Need to discern between re-branded automation products and differentiated, value-added IIoT offerings for investment. ADI’s contributions […]
ADI Analytics supported a diversified industrial major in shaping its digital strategy for the oil and gas refining sector. The client A diversified industrial company building digital solutions for the refining industry. The situation The client needed insights into customer needs, digital opportunity areas, and prioritization strategies to guide its refining-focused digital initiatives. ADI’s contributions […]
ADI Analytics conducted a high-level due diligence to support a strategic corporate investor evaluating an investment in an oil and gas analytics software company. The client A strategic corporate investor evaluating acquisition of an oil and gas analytics software provider. The situation The client needed a structured assessment of the target’s offerings, market outlook, competitiveness, […]
In the June 2026 edition, AI-driven demand is surging, but constraints in grid capacity, permitting, and equipment supply are reshaping how and where data centers expand. Developers are increasingly embedding power considerations into site selection, shifting toward distributed infrastructure models and prioritizing regions with faster, more reliable access to electricity. As power availability becomes a […]
For much of the 20th century, R&D was viewed as a long-term investment in scientific discovery, often insulated from day-to-day operational pressures. Success was measured in patents, breakthrough technologies, and the promise of future growth. Today, that view no longer holds. Across energy, chemicals, and broader industrial sectors, R&D has been reshaped by a combination […]
Ammonia has increasingly emerged as a potential low-carbon marine fuel to support decarbonization in the maritime sector due to its carbon-free combustion profile. However, compared to methanol, ammonia has lagged behind in commercial adoption as a low-carbon marine fuel. This is primarily due to its toxicity, which requires more complex storage and handling systems, as […]