Analyst PluginHeavySkillv0.12.3

Earnings Preview

Pre-earnings OEM intelligence — volume, pricing, and market share signals before the call

earnings previewwhat to expect from Ford earningsGM Q2 previewOEM earnings signalpre-earnings analysiswhat does the data say before earnings
Heavy
Complexity
4–7
API Calls
$0.005 – $0.015
MC API Cost
$0.12 – $0.30
Total Cost

Purpose

Sell-side and buy-side analysts preparing for OEM earnings calls are forced to rely on company-provided guidance and 60-day-lagged industry data. By the time channel checks are compiled, the data is stale and the directional calls are already priced in by faster-moving market participants.

Earnings Preview synthesizes real-time MarketCheck sold data into a structured pre-earnings brief: volume trajectory vs prior quarter, ASP trend (pricing power or concession), days-on-market signals (inventory health), and market share movements mapped to ticker. Output is formatted as a concise pre-call brief with BULLISH/BEARISH/MIXED signals per metric.

Audience:Sell-side equity analystsBuy-side portfolio managersSector strategistsHedge fund analysts

How It Works

Execution flow. MCP tool calls are shown inline on each step.

01
Profile & Ticker Resolution

Loads marketcheck-profile.md, extracts tracked_tickers and tracked_makes. Maps ticker(s) to make list using built-in OEM ticker→makes mapping (F→Ford/Lincoln, GM→Chevrolet/GMC/Buick/Cadillac, etc.).

↔ Parallel Execution

02a
Current Quarter Volumeget_sold_summary

Calls get_sold_summary ranked by make for the current quarter period to get sold_count and average_sale_price per make. Aggregates to ticker level.

02b
Prior Quarter Volumeget_sold_summary

Same call for the prior quarter. Computes volume change %, ASP change %, and market share change in bps.

03
DOM & Inventory Healthget_sold_summary

Calls get_sold_summary for average_days_on_market and search_active_cars for days supply. Rising DOM = inventory build = margin pressure signal.

04
Earnings Brief Assembly

Synthesizes volume, ASP, DOM, and share change into a pre-call brief with BULLISH/BEARISH/MIXED headline, metric-by-metric signals, and key questions to ask management.

MCP Tool Calls

ToolCallsPurpose
get_sold_summary3–5Volume, ASP, DOM, and market share for current and prior quarter
search_active_cars1–2Active inventory count for days supply calculation

Example Output

EARNINGS PREVIEW — F (Ford Motor Co.) | Q1 2026
════════════════════════════════════════════════

HEADLINE SIGNAL: BEARISH

VOLUME
  Q1 2026 Units (Ford + Lincoln):   312,441   -4.2% YoY   BEARISH
  Market Share:                      13.8%     -40 bps     BEARISH
  Volume vs Industry:                Industry +1.8%        UNDERPERFORMING

PRICING POWER
  Avg Sale Price (Ford):            $41,200   +0.8% QoQ   NEUTRAL
  Avg Sale Price vs Segment avg:    -$1,400   discount     CAUTION

INVENTORY HEALTH
  Avg Days on Market:                28 days   +5 days QoQ CAUTION
  Days Supply (F-150):               72 days               ELEVATED

KEY QUESTIONS FOR MANAGEMENT
  1. What drove the -40 bps share loss in Trucks vs GM?
  2. Are F-150 incentives being elevated to clear elevated DOM?
  3. What is the expected timeline for Bronco volumes to recover?

Cost Estimate

TierHeavy
API Calls4–7
MC API — best$0.005
MC API — worst$0.015
Claude — best$0.10
Claude — worst$0.25
Total range$0.12$0.30

20 previews/month ≈ $3–6

Limitations

  • US market only — sold analytics are US-only.
  • OEM volume from MarketCheck represents listings/sold activity, not official factory shipments or wholesale units.
  • Dealer group sold data may have 1–3 day lag from month close; mid-quarter analysis reflects partial period.
  • International OEM revenue (non-US segments) is not captured — supplement with company guidance for full picture.
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