Dual Drivers of AI and Energy Storage Create Alpha Opportunities in the Battery Value Chain

Overview

This report explores investment opportunities arising from the battery revolution, arguing that technological innovation is enabling Energy Storage Systems (ESS) to convert intermittent renewable energy into baseload power at highly competitive costs. Driven by electrification, data centers, and artificial intelligence (AI), ESS installations are expected to grow at double-digit rates. As the enabling technology underpinning solar, wind, and electric vehicles—the three key decarbonization levers—batteries are gaining strategic importance. The report covers the entire value chain from upstream mining to downstream recycling and analyzes policy environments, supply chain concentration risks, and sustainability standards.

Core views

Demand Side: AI and data centers emerge as new growth engines. With rapid AI industry expansion, data center power demand is surging. Deloitte estimates data centers could account for nearly 4% of global electricity consumption by 2030. CATL estimates a 1 GW data center may require 15–20 GWh of ESS. BNEF forecasts global annual ESS installations will rise from 112 GW in 2025 to 228 GW in 2030, representing a 15% CAGR. Supply Side and Cost Structure: Critical minerals are costly and highly concentrated. Critical minerals constitute 50–70% of battery costs, with supply chains heavily centralized. China refines 85% of the world’s nickel, lithium, manganese, and cobalt and dominates manufacturing across all key battery chemistries. This concentration introduces price volatility, export restrictions, and geopolitical risks. North America, Europe, South Korea, and Japan are actively working to diversify supply chains but face challenges in securing raw materials, technology, and cost-competitive equipment. Technology Evolution: Sodium-ion batteries and recycling gain traction. Sodium-ion batteries, with lower reliance on critical minerals, significant cost potential, and high safety, are seen as a diversified alternative to LFP chemistry. CATL plans to begin mass production of sodium-ion batteries in Q4 2026. Additionally, battery recycling will be crucial in alleviating supply chain pressures and improving environmental footprints, meeting rising nickel, lithium, and cobalt demand over the next 25 years. Currently, China accounts for 85% of material recycling capacity, though this share is expected to decline to 75% by 2030. Policy Environment: Major global economies are implementing supportive policies. The U.S. offers Investment Tax Credits (ITC) and manufacturing production credits through the Inflation Reduction Act (IRA) and follow-up legislation; China has set targets for new energy storage capacity and is advancing power market reforms; the EU accelerates manufacturing scale-up via the Net-Zero Industry Act; and India supports energy storage deployment through viability gap funding.

Analysis framework

The report employs a combined top-down and bottom-up analytical framework. First, it quantifies the macro-level impact of AI and renewable energy transitions on ESS demand. Second, it dissects the battery value chain to identify key segments in upstream mining, midstream manufacturing, and downstream applications. Third, it applies the SASB materiality framework to assess Environmental, Social, and Governance (ESG) risks across the chain. Finally, it constructs an investable universe of equities and credit instruments by screening companies with meaningful battery exposure (>10% revenue) and provides specific investment recommendations based on valuation and analyst ratings.

Methodology notes

• Industry/Value Chain Analysis FrameworkSupply-demand framework

  Supply-Demand Framework

  The report assesses industry sentiment and pricing trends by analyzing incremental demand from AI data centers and renewables against supply constraints from critical mineral concentration and recycling capacity.

• Industry/Value Chain Analysis FrameworkUpstream-Midstream-Downstream Value Chain Transmission

  Upstream-Midstream-Downstream Value Chain Transmission

  The battery value chain is segmented into mining, processing, active materials, components, cell manufacturing, pack systems, and recycling. The report evaluates cost structures, technological barriers, and profit distribution across each segment to identify investment value.

• Valuation MethodologyPE/PEG valuation

  PE/PEG Valuation

  For companies like CATL and Aneka Tambang, the report uses Price-to-Earnings (P/E) multiples, benchmarked against historical averages and growth expectations, to derive target prices.

• Valuation MethodologyEV/EBITDA valuation

  EV/EBITDA Valuation

  For companies such as L&F and LG Energy Solution, the report applies Enterprise Value-to-EBITDA (EV/EBITDA) multiples to neutralize differences in capital structure and depreciation/amortization, offering a clearer view of operational performance.

• Valuation MethodologySOTP (Sum-of-the-Parts) Valuation

  SOTP (Sum-of-the-Parts) Valuation

  For diversified companies like Sungrow and Samsung SDI, the report uses Sum-of-the-Parts (SOTP) valuation, applying distinct multiples to separate business segments (e.g., PV inverters, energy storage, electronic materials) and summing them to arrive at a target price.

Asset mapping & comparison

Structured mapping from thesis to named assets (strengths, weaknesses, peers, risks).

• CATL (300750 CH)

  Beneficiary: Global battery leader with significant tech and scale advantages; actively expanding into AI data center ESS and sodium-ion batteries

  Strengths

  World’s largest EV battery market share, leading ESS battery shipments, massive R&D spending, strong vertical integration

  Weaknesses

  Exposed to supply chain pricing pressure and geopolitical risks

  Comparison

  Superior technological leadership and cost control compared to peers

  Risks

  Lower-than-expected sales or margins; U.S.-China geopolitical tensions

• LG Energy Solution (373220 KS)

  Beneficiary: Strong U.S. ESS market presence and improved product portfolio

  Strengths

  Global leader in cylindrical and high-nickel pouch cells; best-in-class LFP technology among non-Chinese firms; robust U.S. ESS order book

  Weaknesses

  Relatively weaker EV battery segment; downgraded ESG rating

  Comparison

  Among Korean battery makers, shows stronger ESS growth momentum than pure-play EV battery manufacturers

  Risks

  U.S. ESS demand shortfall; loss of subsidies; tariff-driven cost inflation

• Sungrow (300274 CH)

  Beneficiary: One of the biggest beneficiaries of AI data center power infrastructure growth

  Strengths

  World’s largest PV inverter producer; #2 globally in ESS; strong brand recognition and superior product quality

  Weaknesses

  Intense domestic price competition eroding market share

  Comparison

  Stronger international brand and grid expertise than domestic rivals

  Risks

  Slower-than-expected solar/ESS installation growth; pricing and margin pressure; intensifying competition

• Samsung SDI (006400 KS)

  Beneficiary: Structural growth in U.S. ESS demand and supportive Korean policies

  Strengths

  Largest domestic production capacity in Korea; secured demand floor from Hyundai/Kia models; growing U.S. import share

  Weaknesses

  Margin pressure in small-format batteries; slow market share gains in semiconductor/display materials

  Comparison

  Faces price competition from Chinese players in European EV markets but benefits from partnerships with Korean automakers

  Risks

  Slowing EV/ESS sales growth; margin pressure in small-format batteries

• L&F (066970 KS)

  Beneficiary: Leader in ultra-high-nickel cathodes; early-mover advantage in LFP

  Strengths

  Dominant in ultra-high-nickel cathodes for cylindrical EV batteries; ramping up LFP capacity; diversified end-market exposure

  Weaknesses

  High financial leverage; intense competition in 95% nickel cathodes

  Comparison

  Better earnings momentum than other Korean cathode material producers

  Risks

  Slowing EV/ESS sales growth; delays in LFP ramp-up

• Aneka Tambang (ANTM IJ)

  Beneficiary: Upstream nickel supplier integrated into Indonesia’s battery ecosystem

  Strengths

  Indonesia’s largest nickel producer; recovering gold business; not negatively impacted by export tariffs

  Weaknesses

  Low ESG rating; lagging governance practices

  Comparison

  Less exposed to regulatory changes than other Indonesian nickel miners

  Risks

  Delays in nickel mining license acquisition; gold supply issues; regulatory risks

Key data

• Global ESS Installation Forecast for 2030228 GWBNEF forecast, 15% CAGR from 2025 to 2030
• Share of Critical Minerals in Battery Costs50–70%Significantly higher than 40–50% five years ago
• China's Share in Critical Mineral Refining85%Includes nickel, lithium, manganese, and cobalt
• Net Inflows into Battery Funds in 202574%Strong rebound after halving between 2021–2024
• CATL's EV Battery Market Share39.2%Global leader for the ninth consecutive year in 2025

Impact & implications

The report argues that advances in battery technology and scaled deployment will accelerate the global energy transition, particularly by addressing intermittency in renewable energy. For investors, the battery value chain offers rich alpha opportunities, especially in companies that mitigate supply chain concentration risks, master core technologies (e.g., sodium-ion, solid-state batteries), or lead in recycling. Policy continuity and geopolitical dynamics will be key variables shaping the industry landscape.

Risks

• Geopolitical and price volatility risks from highly concentrated critical mineral supply chains
• Uncertainty in AI data center power demand forecasts
• Economic viability of battery recycling affected by metal prices and chemistry variability
• Policy subsidy rollbacks or escalating trade barriers across countries
• Slower-than-expected commercialization of new technologies (e.g., sodium-ion, solid-state batteries)

What to watch

• Actual pace of global ESS deployment, especially contributions from AI data centers
• Sodium-ion battery mass production timeline and cost reduction trajectory
• Progress in diversifying battery supply chains outside China
• Expansion of battery recycling capacity and collection of end-of-life battery feedstock
• Implementation and adjustments of battery-related policies in major economies (U.S., China, EU)