Product release
EV Insights — Built for Electric Vehicle Merchandising
A dedicated EV Insights tab brings charging scenarios, range estimates, battery warranty context, savings math, and honest incentive guidance to your VDP — automatically, for every BEV and PHEV on your lot.
Release Overview
EV Insights is a dedicated widget carousel tab for electric and plug-in hybrid vehicles — answering the questions gas-car widgets never could.
EV shoppers do not just want mileage and Carfax. They want to know: How long does it take to charge at home? What is realistic range after a few years? Is the battery warranty still active? How much would I save vs. gas? EV Insights puts those answers on your VDP — with model-specific AI copy, deterministic calculations, and cited sources shoppers can verify.
The tab appears automatically when Carvia detects a BEV or PHEV from VIN decode and build data. No manual tagging per listing. No custom VDP content to maintain as your EV mix grows.
The Problem We Solved
Merchandising EVs with gas-car widgets leaves the hardest buyer questions unanswered.
Dealers adding Tesla, Hyundai Ioniq, Ford Lightning, and used EV inventory to their lots face a merchandising gap. Standard VDP widgets cover history, valuation, and specs — but EV shoppers ask different questions. Charging time at home vs. on the road. Real-world range after depreciation. Battery warranty transferability. Total cost of ownership vs. a comparable gas SUV.
Without EV-specific content, shoppers leave your VDP to research on Reddit, YouTube, or competitor sites. Your sales team gets caught flat-footed on the lot. And generic “electric vehicle” copy does not build the trust that closes EV deals — buyers expect numbers, not marketing fluff.
What's Inside the Widget
Six areas of EV-specific buyer guidance — each with explainable math and optional source citations.
Gas vs. electric monthly cost
Interactive daily-miles slider (5–150 mi/day) compares estimated monthly fuel cost vs. electricity cost. Supports BEV and PHEV math — PHEV estimates assume most local miles run on electric range. Uses local gas and electricity rate inputs when available; sensible defaults otherwise. USD and CAD supported.
Today's range and 3-year projection
Estimates usable range based on vehicle age, mileage, original EPA range, battery capacity, and climate adjustment. Shows both current miles and a projected three-year outlook. Clearly labeled as an estimate — not a diagnostic battery health test.
Coverage status and remaining mileage
OEM high-voltage battery warranty limits researched per model year (mileage cap and years). Displays active, expired, or verify status with a progress bar for remaining coverage. AI can supply model-specific warranty terms and source links when available.
Home, public, and fast-charge sessions
Three tabbed scenarios — home Level 2 (240V), local public Level 2, and DC fast charge — each showing 10%–80% charge time, equipment label, power (kW), and estimated session cost. AI enriches with model-specific timing from published OEM/EPA data when available; deterministic fallback uses battery-capacity math.
Who this EV is right for — and who should think twice
AI-generated fit summary and honest caveat — e.g., home charging access, winter range needs, frequent long trips. Aligned with Carvia's buyer-fit framing: consultative, not alarmist.
Rebates and programs to verify
Cards for federal, state/provincial, and utility programs with eligibility notes and links to authoritative sources (IRS, DOE AFDC, Canada ZEV incentives). Honest about what is and is not available — including that the federal used EV credit is unavailable for 2026 purchases.
What's New
EV Insights carousel tab
New widget tab in the Widget Carousel with a full EV merchandising experience — embedded presentation optimized for VDP iframe layout.
Enhanced charging session schema (v3)
Structured three-session model — home, local public, fast — with power (kW), 10%–80% minutes, rate-per-kWh ranges, cost estimates, confidence levels, and source citations. AI schema enforces exactly three sessions with validated bounds.
AI copy with web search grounding
Gemini-powered EV insights research model-specific charging curves, OEM warranty terms, and buyer-fit guidance — with Google Search retrieval and structured JSON output. Results cached per VIN with circuit-breaker protection and a deterministic fallback when AI is unavailable.
Automatic BEV/PHEV detection
Powertrain detection from VIN decode and EVD2 build data distinguishes battery electric (BEV) from plug-in hybrid (PHEV) from gasoline. The EV Insights tab renders only when detection confidence is sufficient — gas vehicles never show an empty or irrelevant tab.
Explainable calculations with trust tooltips
Every major number — savings, range, warranty, charging cost — includes an expandable explanation showing formula, inputs, and linked citations. Shoppers can see how the math works; your team can defend the numbers.
Per-client carousel visibility
EV Insights can be enabled or disabled alongside other carousel tabs per client configuration — so you control which widgets appear on your VDP.
How It Works
- Vehicle data loads. VIN decode, NMVTIS, and EVD2 build data are fetched for the carousel — same shared retrieval pass as other widgets.
- EV detection runs. Powertrain kind (BEV or PHEV) is determined from fuel type, drivetrain, and build attributes. If not electric, the EV Insights tab is hidden.
- AI copy is requested. The ai-agent
get-ev-insightsendpoint researches model-specific charging, warranty, fit, and incentive copy — with web search and structured schema validation. - Deterministic calculations merge. Savings, range, warranty progress, and charging speed are computed from vehicle inputs, market context (ZIP/postal, USD/CAD), and AI-enriched OEM limits. If AI times out or the circuit is open, a full deterministic fallback still renders the widget.
- Widget displays in carousel. Shoppers swipe to the EV Insights tab and interact with the daily-miles slider, charging session tabs, and trust tooltips. Valuation and score widgets on the same carousel reference the same vehicle data via the Vehicle Context Engine.
Value by Role
For general managers
- EV-ready without a separate product — one Carvia carousel handles gas and electric inventory
- Credible merchandising — cited, explainable numbers reduce liability from vague EV claims
- Scales with mix — as EV share of inventory grows, no incremental content cost per listing
Scenario: You take in a dozen used EVs from an off-lease program. EV Insights populates automatically on each VDP — charging times, warranty status, and savings estimates — without your marketing team writing custom copy for every unit.
For sales and BDC teams
- Pre-call research — read the EV tab before calling an internet lead on a Model Y or Bolt EUV
- Objection handling — range and charging answers are on the VDP; redirect skeptical shoppers there instead of improvising
- Warranty conversations — battery coverage status gives a factual starting point for used EV discussions
Scenario: A shopper texts asking “how long to charge at home?” Your BDC rep sends the VDP link and references the Home tab in EV Insights — 10%–80% time and estimated session cost, already calculated for that specific vehicle.
For marketing and internet directors
- Differentiation on EV listings — competitors showing photo/price/mileage only; you show charging, savings, and warranty
- Canadian support — CAD currency, km/mi units, and Canada ZEV incentive references via market context
- Measurable engagement — EV tab views tracked in Widget Analytics
Trust & Honest Messaging
EV buyers are skeptical of inflated range claims and hidden battery risk. EV Insights is built with guardrails:
- Estimates, not diagnostics — range and battery context are labeled as estimates based on age, mileage, and available data — not a professional battery health test
- Verify language — warranty and incentive sections use “verify with seller” when start dates or eligibility are unknown
- Honest incentive policy — federal used EV credit is flagged as unavailable for 2026 purchases; state and utility programs require local verification
- Source citations — AI copy links to OEM, EPA, IRS, DOE, and other authoritative publishers when research succeeds
- Confidence levels — charging session data carries high/medium/low confidence labels so shoppers know when numbers are model-specific vs. estimated
This protects your dealership from overpromising — and builds the kind of transparency EV buyers reward with clicks, appointments, and closed deals.
Getting Started
- Confirm carousel embed is live. EV Insights runs inside the widget carousel — if your VDP embed is current, detection and rendering are already available for electric inventory.
- Enable EV Insights visibility. Ask your Carvia account team to confirm EV Insights is enabled in your client carousel configuration.
- Verify domain and market context. Register your dealer domain for automatic ZIP/postal resolution — savings and incentive context depend on location.
- Spot-check an EV listing. Open a BEV or PHEV on your VDP and swipe to the EV Insights tab. Confirm charging sessions, savings slider, and warranty section render correctly.
- Brief your sales team. Point them to the EV tab as the pre-test-drive reference — especially for used EV leads where warranty and range questions come up first.