Forward to: OEM Research Team

OEM Intelligence
Workflows

Ten agent workflows for the OEM Research Team — automaker product launch monitoring, production volume intelligence, competitive positioning analysis, platform strategy tracking, global market entry signals, pricing strategy detection, technology partnership intelligence, brand portfolio analysis, executive leadership tracking, and OEM strategic dashboard — enabling data-driven automotive intelligence powered by comprehensive domain monitoring.

These workflows display realistic demo data for demonstration. In production, the agents connect to your real automotive data via MCP services or CSV import.
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Both options include MCP services with connectors for your existing data sources, APIs, and internal platforms. Data dictionaries define the schema contract between each agent and your data sources.
See example of production dashboards: Programmatic Trading AI Agent Dashboards →

1Automaker Product Launch Monitoring

AI agent monitors automaker domains to detect new vehicle model announcements, facelift timelines, trim level changes, and product cadence signals across global OEMs.

1
Track OEM Product Launch Signals
/products/press/investorsOpenPageRank
OEM PRODUCT LAUNCH INTELLIGENCE — 85 AUTOMAKERS TRACKED ════════════════════════════════════════════════════════ toyota.com — Toyota Motor Corporation /press: Next-gen Camry — hybrid-only lineup confirmed for 2027 /products: bZ series expansion — 3 new BEV models announced /investors: $35B EV investment through 2030 SIGNAL: Toyota accelerating EV pivot — monitor bZ lineup closely bmw.com — BMW Group /press: Neue Klasse platform — first models 2026 /products: iX3 redesign on Neue Klasse — 30% range improvement /careers: +2,200 EV engineering positions posted SIGNAL: Neue Klasse represents generational platform shift hyundai.com — Hyundai Motor Company /press: IONIQ 7 SUV — Q4 2026 launch confirmed /products: E-GMP platform powering 10+ models globally /investors: Target 2M EVs by 2030 — ahead of schedule SIGNAL: Hyundai leading mid-market EV penetration

2Production Volume Intelligence

AI agent tracks production volume signals from automaker investor relations pages, press releases, and industry analysis domains to forecast manufacturing output and capacity utilization.

1
Monitor Production Volume Signals
/investors/press/aboutIAB Categories
PRODUCTION VOLUME INTELLIGENCE ════════════════════════════════════════════════════════ gm.com — General Motors /investors: Q4 production: 735K units — up 8% YoY /press: Ultium platform ramping — 3 plants now operational /careers: Spring Hill plant adding 1,200 positions SIGNAL: GM EV production scaling — watch Ultium ramp rate ford.com — Ford Motor Company /investors: F-150 Lightning production: adjusted to 1,600/week /press: Mach-E production stabilized at 270K annual capacity SIGNAL: Ford recalibrating EV production targets — monitor mix stellantis.com — Stellantis N.V. /investors: European plant utilization: 62% — below breakeven /press: Consolidating production across 4 European facilities SIGNAL: Overcapacity risk — watch for model rationalization

3Competitive Positioning Analysis

AI agent analyzes competitive positioning signals across automaker domains to track market share shifts, brand messaging changes, and segment entry/exit strategies.

1
Analyze OEM Competitive Positioning
/products/press/aboutOpenPageRank
COMPETITIVE POSITIONING INTELLIGENCE ════════════════════════════════════════════════════════ tesla.com — Tesla, Inc. /products: Model Y refresh — "Juniper" design update launched /press: US market share: 54% EV → 48% EV — declining /about: Mission: "Accelerate the world's transition to sustainable energy" SIGNAL: Tesla losing EV share — competition intensifying volkswagen.com — Volkswagen Group /products: ID.7 sedan — targeting Tesla Model 3 segment /press: Software-defined vehicle strategy — CARIAD reboot /investors: €180B investment plan through 2028 SIGNAL: VW going premium EV — watch ID family expansion byd.com — BYD Company /press: Overtook Tesla as global EV sales leader /products: Seal, Dolphin, Atto 3 — full range coverage /about: Vertical integration: battery + semiconductor + vehicles SIGNAL: BYD pricing pressure threatens Western OEM margins

4Platform Strategy Tracking

AI agent tracks vehicle platform strategies across OEMs to identify architecture consolidation, modular platform adoption, and shared component strategies that impact cost competitiveness.

1
Track Vehicle Platform Strategies
/products/press/investorsIAB Categories
PLATFORM STRATEGY INTELLIGENCE ════════════════════════════════════════════════════════ mercedes-benz.com — Mercedes-Benz Group /press: MMA platform — next-gen compact architecture /products: MB.OS — unified software platform across all vehicles /investors: €14B platform development investment SIGNAL: Mercedes full-stack platform approach — evaluate competitive impact honda.com — Honda Motor Co. /press: Honda 0 Series — dedicated EV architecture /products: Collaboration with Sony for AFEELA brand /investors: $40B EV investment through 2030 SIGNAL: Honda pivoting to clean-sheet EV platform renaultgroup.com — Renault Group /press: AmpR platform — dedicated EV architecture /investors: Cost target: 40% reduction vs CMF-EV SIGNAL: Renault leading cost-optimized EV platform design

5Global Market Entry Signals

AI agent detects global market entry signals by monitoring automaker localization announcements, regional manufacturing investments, and market-specific product adaptations.

1
Detect Global Market Entry Signals
/press/investors/careersOpenPageRank
GLOBAL MARKET ENTRY INTELLIGENCE ════════════════════════════════════════════════════════ vinfast.com — VinFast Auto /press: North Carolina factory — 150K annual capacity /careers: +800 positions — US engineering center /products: VF 8, VF 9 — SUV-focused US market strategy SIGNAL: VinFast US market entry accelerating — monitor progress byd.com — BYD Company /press: Thailand factory — 150K capacity, first non-China plant /products: Right-hand drive models for Southeast Asia SIGNAL: BYD expanding globally — competitive threat to Asian markets geely.com — Geely Auto Group /press: Zeekr brand US entry planned 2026 /investors: $1.5B allocated for North American distribution SIGNAL: Another Chinese EV brand approaching US market

6Pricing Strategy Detection

AI agent detects OEM pricing strategy changes by monitoring vehicle configurator pages, MSRP adjustments, incentive programs, and competitive pricing moves across the automotive market.

1
Detect OEM Pricing Signals
/products/press/pricingIAB Categories
PRICING STRATEGY INTELLIGENCE ════════════════════════════════════════════════════════ tesla.com — Tesla, Inc. /products: Model Y base: $44,990 → $42,990 — price cut /press: 6th price reduction in 12 months SIGNAL: Tesla pricing war — downstream margin pressure for all OEMs ford.com — Ford Motor Company /products: Mustang Mach-E: $39,995 — undercuts Model Y /press: $3,500 dealer incentive on F-150 Lightning SIGNAL: Ford matching Tesla cuts — profitability concerns kia.com — Kia Corporation /products: EV6 starting at $42,600 — holding price /press: Value positioning — "most features per dollar" /pricing: 10-year/100K warranty as value differentiator SIGNAL: Kia competing on value — not joining price war

7Technology Partnership Intelligence

AI agent tracks technology partnerships between OEMs and technology companies to identify joint ventures, strategic alliances, and supplier relationships that shape future product capabilities.

1
Track OEM Technology Partnerships
/press/partners/investorsOpenPageRank
TECHNOLOGY PARTNERSHIP INTELLIGENCE ════════════════════════════════════════════════════════ qualcomm.com — Qualcomm Technologies /press: Snapdragon Digital Chassis powering 30+ OEM brands /partners: BMW, Mercedes, Hyundai, GM — expanding portfolio /products: Snapdragon Ride Flex — unified cockpit + ADAS SoC SIGNAL: Qualcomm becoming default auto compute platform nvidia.com — NVIDIA /press: NVIDIA DRIVE Thor — next-gen automotive SoC /partners: Mercedes, JLR, BYD, Li Auto — design wins /investors: Automotive pipeline: $14B in committed revenue SIGNAL: NVIDIA vs Qualcomm — key platform decision for OEMs honda.com + sony.com /press: Sony Honda Mobility — AFEELA brand launched /products: Entertainment-focused EV — new category creation SIGNAL: Tech-auto partnerships creating new competitive threats

8Brand Portfolio Analysis

AI agent analyzes OEM brand portfolios to track sub-brand launches, brand positioning shifts, premium vs volume strategy decisions, and portfolio rationalization signals.

1
Analyze OEM Brand Portfolio Signals
/about/press/productsOpenPageRank
BRAND PORTFOLIO INTELLIGENCE ════════════════════════════════════════════════════════ stellantis.com — Stellantis N.V. /about: 14 brands — Jeep, Ram, Dodge, Peugeot, Citroën, etc. /press: Brand rationalization — evaluating 3 brands for divestiture /investors: Focus on 5 core brands for profitability SIGNAL: Stellantis streamlining — monitor brand discontinuation risk volkswagen.com — Volkswagen Group /about: VW, Audi, Porsche, Lamborghini, Bentley, CUPRA, SEAT /press: CUPRA brand breakout — 200K+ sales annual run rate /products: Porsche-Audi PPE platform sharing SIGNAL: VW group brand synergy working — CUPRA success model tatagroup.com — Tata Motors /about: Tata, Jaguar Land Rover — multi-tier portfolio /press: JLR Reimagine strategy — all-electric Jaguar by 2026 SIGNAL: Jaguar brand repositioning — risk of market confusion

9Executive Leadership Tracking

AI agent monitors OEM executive leadership changes to detect strategic pivots, organizational restructuring, and new leadership priorities that signal future direction.

1
Track Executive Leadership Signals
/leadership/press/careersOpenPageRank
EXECUTIVE LEADERSHIP INTELLIGENCE ════════════════════════════════════════════════════════ stellantis.com — Stellantis N.V. /leadership: New CEO appointed — industry outsider /press: Strategic review of all business units underway /careers: C-suite reshuffling — 4 new VP appointments SIGNAL: Leadership transition — expect strategic direction change nissan.com — Nissan Motor Co. /leadership: Chief EV Officer role created /press: Dedicated EV leadership signals acceleration /careers: +500 EV-specific engineering roles SIGNAL: Nissan elevating EV priority at C-suite level rivian.com — Rivian Automotive /leadership: New CFO from Amazon — operational focus /press: Cost reduction program targeting 25% manufacturing cost /investors: Path to profitability by late 2026 SIGNAL: Rivian maturing from startup to operational excellence

10OEM Strategic Intelligence Dashboard

AI agent synthesizes all OEM intelligence into a comprehensive executive dashboard covering product launches, production volumes, competitive positioning, platform strategies, and partnership signals.

1
Compile OEM Intelligence Summary
/products/investors/press/careersOpenPageRank
OEM STRATEGIC DASHBOARD — EXECUTIVE SUMMARY ════════════════════════════════════════════════════════ Product Launches: 85 OEMs tracked, 42 new models in pipeline Key launch: BMW Neue Klasse, Hyundai IONIQ 7, Honda 0 Series Production: Global utilization at 78% European overcapacity: Stellantis at 62% GM Ultium ramp: 3 plants now operational Pricing: Tesla price war continuing — 6 cuts in 12 months Industry MSRP trend: Down 4.2% YoY average Value players (Kia, Hyundai): holding price with feature focus Partnerships: Qualcomm + NVIDIA dominating compute platform $14B NVIDIA automotive pipeline confirmed
2
Generate OEM Strategic Report

OEM Strategic Intelligence Report — February 2026

EXECUTIVE SUMMARY ──────────────────────────────────────── Automakers monitored: 85 global OEMs New model launches tracked: 42 models in pipeline Platform migrations: 8 OEMs on new-gen architecture Pricing actions: Tesla-driven deflation impacting margins KEY INSIGHTS BYD has overtaken Tesla in global EV volume — pricing pressure intensifying. BMW Neue Klasse and Mercedes MMA represent generational platform shifts. Chinese OEM global expansion accelerating — VinFast, BYD, Geely entering new markets. Qualcomm vs NVIDIA compute platform decision becoming strategic imperative. Recommend accelerating EV platform decision and compute partner evaluation.

Complete Agent Comparison for Automotive Workflows

All 10 AI agents available on the Automotive Industry platform compared side by side.

Agent NamePurposeDescriptionKey Outputs (Data Dictionary)
OEM IntelligenceAutomaker monitoringMonitors OEM product launches, production volumes, pricing strategies, and competitive positioningLaunch timelines, production forecasts, MSRP tracking, market share indices
EV & ElectrificationEV transition trackingTracks battery technology, charging ecosystems, EV platform development, and electrification investmentBattery cost curves, charging network density, EV adoption rates, investment pipeline
Parts & SuppliersSupply chain intelligenceMonitors Tier 1/2 suppliers, component pricing, supply disruptions, and vendor capabilitiesSupplier scorecards, component cost indices, disruption alerts, capability matrices
Dealership & RetailRetail network monitoringTracks dealer networks, inventory levels, pricing optimization, and retail experience metricsInventory days, dealer margin trends, customer satisfaction scores, DTC shift indicators
Connected VehiclesConnectivity intelligenceMonitors telematics platforms, V2X technology, OTA updates, and connected servicesConnectivity feature matrices, OTA frequency data, subscription revenue metrics
Autonomous DrivingADAS/AV monitoringTracks self-driving technology, sensor stacks, regulatory approvals, and AV deployment progressAutonomy level benchmarks, sensor cost curves, regulatory approval timelines
Aftermarket & ServiceAftermarket intelligenceMonitors parts distributors, service chains, warranty trends, and aftermarket technologyParts margin analysis, service volume trends, warranty cost benchmarks
Manufacturing & QualityProduction monitoringTracks plant operations, quality metrics, lean manufacturing, and production technologyPlant utilization rates, quality incident tracking, automation adoption scores
Regulatory & EmissionsCompliance trackingMonitors emissions regulations, safety standards, recall patterns, and homologation requirementsCompliance gap reports, emissions target tracking, recall severity indices
M&A & StrategyStrategic intelligenceTracks automotive M&A activity, joint ventures, market share shifts, and competitive positioningDeal flow tracking, valuation multiples, market concentration indices

Frequently Asked Questions About OEM Intelligence AI Workflows

How do AI agents monitor automaker product launches using domain data?

AI agents continuously scan automaker domains across 20 page types including product configurators, press release archives, investor presentations, and career pages. When a new model appears on a product page, or a press release mentions a launch timeline, the agent captures these signals and correlates them with hiring data and factory investment announcements to validate launch credibility and estimate production readiness.

What production volume signals can AI agents detect from OEM domains?

AI agents extract production volume signals from quarterly investor reports, press releases about plant expansions or contractions, career page postings for manufacturing roles, and sustainability reports that mention unit output. By tracking these signals across 85+ automakers simultaneously, the agents build real-time production volume estimates that are validated against official disclosures with a typical 2-4 week lead time advantage.

How does domain intelligence help track OEM pricing strategies?

AI agents monitor vehicle configurator pages to detect MSRP changes, press releases about incentive programs, and dealer-facing portals for rebate announcements. When Tesla changes a Model Y price, agents detect it within hours and immediately cross-reference competitive responses from Ford, Hyundai, and other OEMs. This creates a real-time pricing intelligence feed that traditional market research delivers weeks later.

Can AI agents identify technology partnership shifts between OEMs and tech companies?

Yes, AI agents monitor partnership announcement pages, joint venture filings, and co-branded product launches across both OEM and technology company domains. They track design win announcements from chip makers like Qualcomm and NVIDIA, software partnership disclosures from companies like Google and Apple, and battery supply agreements from CATL, LG, and Samsung SDI to map the evolving technology partnership landscape.

How do AI agents evaluate OEM platform strategies from web data?

AI agents track platform-related content across investor presentations, engineering career postings, press releases, and product architecture descriptions. When BMW announces Neue Klasse or Mercedes reveals MMA, agents capture technical specifications, production timelines, and model assignment details. By correlating platform announcements with factory investment data and supplier agreements, agents assess platform viability and competitive impact.

Top 10 Ways AI Agents Transform Automotive Intelligence

1

Real-Time Product Launch Detection

AI agents detect new model announcements within hours of publication across 85+ automaker domains. This gives product planning teams weeks of lead time over traditional competitive intelligence methods that rely on quarterly reports and trade show coverage.

2

Production Volume Forecasting

By correlating investor reports, factory hiring data, and supply chain signals from multiple OEM domains, AI agents generate production volume estimates that are typically 2-4 weeks ahead of official industry analyst reports.

3

Dynamic Pricing Intelligence

AI agents track MSRP changes across every major OEM configurator page, capturing price adjustments and incentive launches in real time. This replaces monthly pricing surveys with continuous intelligence that enables immediate competitive response.

4

Platform Architecture Mapping

Tracking platform announcements, supplier agreements, and factory retooling signals across OEM domains enables comprehensive architecture mapping that reveals which platforms will underpin future model lineups and where cost synergies are emerging.

5

Global Market Entry Early Warning

AI agents detect market entry signals months before official announcements by monitoring factory investment announcements, local hiring patterns, and regulatory submission signals across emerging market OEM domains.

6

Technology Partnership Mapping

Monitoring both OEM and technology company domains reveals the complete partnership ecosystem — from compute platforms (Qualcomm, NVIDIA) to software (Google, Apple) to batteries (CATL, LG). This intelligence informs make-vs-buy decisions for technology roadmaps.

7

Brand Portfolio Health Assessment

AI agents track brand-level performance signals including product refresh cadence, marketing messaging shifts, and segment positioning changes across multi-brand automotive groups. This reveals portfolio optimization opportunities and brand risk indicators.

8

Executive Leadership Change Detection

Monitoring leadership pages and press releases across OEM domains detects C-suite changes that often precede strategic pivots. Early detection of leadership transitions gives competitor intelligence teams time to anticipate strategy shifts.

9

Competitive Positioning Intelligence

AI agents analyze messaging changes, segment entry/exit signals, and market share data across OEM domains to map competitive positioning in real time. This replaces annual brand studies with continuous positioning intelligence.

10

Integrated OEM Strategic Dashboard

All OEM intelligence signals are synthesized into an executive dashboard covering launches, production, pricing, platforms, and partnerships. This gives automotive strategy teams a single source of truth for competitive decision-making. Get started with AI Agent Domain Intelligence today.

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