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Mobility & Transport
AI Agents & Automation for Automotive & Mobility
Compress engineering, manufacturing, and dealer operations with AI built for OEMs and Tier-1s.
AI agents across product, manufacturing, supply chain, and aftermarket for OEMs, suppliers, and dealers.
Market Context
- $3T
Global automotive industry
- 5-7 yrs
Average vehicle development cycle
- 40%+
Of dealer F&I time on automatable paperwork
- $1.1T
Annual cost of automotive supply-chain disruptions
Industry View
Where AI changes the operating model.
Automotive is one of the most complex value chains on earth — engineering, manufacturing, supply, and channel coordinated globally. AI is now critical to compress development cycles and lift dealer-network productivity.
ClearForge builds production AI for OEMs, Tier-1 suppliers, and dealer groups across the automotive value chain.
Automotive Value Chain
Every function. Every activity. Where AI fits.
The full operating value chain for automotive — and the specific activities ClearForge automates or runs as AI agents inside each function.16 addressable activities across 4 functions.
AI agent
Predictive model
Copilot
Workflow automation
01
Engineering & Product
Compress design, simulation, and validation cycles.
Design-search agent
AI agentSearch prior CAD assets and patents for reusable IP
Reduce duplicate engineering effort
Simulation copilot
CopilotRecommend simulation parameters and analyze results
30-50% simulation cycle reduction
Quality-issue triage
AI agentClassify field-quality issues to root cause and team
Faster recall response, lower warranty cost
Spec-management automation
Workflow automationAuto-update spec documents from engineering changes
Eliminate spec drift errors
02
Supply Chain
Get visibility and resilience across multi-tier supply.
Multi-tier risk monitoring
AI agentContinuous scan of tier-2/3 suppliers for disruption signals
Early warning 7-30 days ahead
Demand-forecasting model
Predictive modelForecast vehicle and parts demand at SKU/region level
Reduce inventory + missed sales
Logistics-optimization agent
AI agentOptimize parts logistics across plants and dealer network
5-10% logistics cost reduction
Order-allocation model
Predictive modelAllocate scarce inventory across regions/dealers
Maximize revenue per unit
03
Manufacturing
Lift line throughput, quality, and uptime.
Predictive-maintenance model
Predictive modelPredict line equipment failures in advance
Reduce downtime 30-50%
Quality-vision inspection
Predictive modelComputer-vision quality check on body, paint, assembly
Lift defect catch rate
Production-scheduling agent
AI agentRe-sequence builds against orders + parts availability
5-10% throughput lift
Energy-optimization model
Predictive modelOptimize energy use in stamping, welding, paint
5-12% energy cost reduction
04
Sales & Aftermarket
Lift dealer productivity and capture aftermarket revenue.
Lead-scoring model
Predictive modelScore and route dealer leads by close probability
Lift close rate 20-30%
F&I document automation
AI agentAuto-generate financing, insurance, and warranty docs
40-60% F&I cycle reduction
Service-bay scheduling
AI agentOptimize service bay scheduling and parts ordering
Throughput +15-25%
Connected-vehicle insights
AI agentUse telematics to predict service needs and proactive offers
Lift service retention + parts revenue
Industry Challenges
Where automotive operators are losing margin today
Development Cycle
5-7 year vehicle cycles cannot keep pace with software-defined competition.
5-7 yrsAverage dev cycle
Supply-Chain Volatility
Multi-tier supply chains are fragile. Cost of disruption is enormous.
$1.1TAnnual disruption cost
Dealer-Network Productivity
Dealer operations consume customer time and OEM margin. F&I, service scheduling are addressable.
40%+Of F&I time on paperwork
Quality + Warranty
Field-quality issues drive warranty cost and brand erosion. Faster triage cuts both.
$3TGlobal market
The Forge Method
How ClearForge ships AI in automotive.
The Forge Method for automotive starts with the workflow with the highest economic leverage — usually quality triage, dealer F&I automation, or supply-chain risk. Sprint deploys 1-2 production agents integrated to PLM, MES, or DMS. Scale operates the agents and expands.
4 wks
Forge Diagnostic
10 wks
Forge Sprint to production
Ongoing
Forge Scale operating cadence
Get a custom value chain for your business.
Forge Intelligence™ generates a personalized AI value chain from your website — every function, every activity, with the specific automations we'd ship first.