Dealership Group PluginHeavySkillv0.12.3

Group Benchmarking

Benchmark the group against regional competitors and public dealer peers

benchmark the grouphow do we compare to competitorsgroup benchmarkingcompare to AutoNationhow do we stack upcompetitor group analysis
Heavy
Complexity
5–10
API Calls
$0.008 – $0.030
MC API Cost
$0.09 – $0.21
Total Cost

Purpose

Dealer groups tend to benchmark internally — this month vs. last month, this store vs. that store. Without an external benchmark, there is no way to know whether the group's growth is outpacing or underperforming the broader market.

Group Benchmarking compares the group's operational metrics against the broader market and named regional competitor groups — including publicly traded benchmarks where relevant. It identifies where the group is genuinely outperforming and where gaps exist versus best-in-class operators.

Audience:Dealer principalsGroup investorsBoard membersRegional VPs

How It Works

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

01
Benchmark Setup

Load group profile. Identify competitor groups from profile or user input. Pull current period date range.

↔ Parallel Execution

02
Group Performance Pullget_sold_summary

Pull sold summary ranked by dealership_group_name to extract the target group's volume, average price, and avg DOM from the full cohort.

03
Cohort Comparisonget_sold_summary

Pull the same data for named competitor groups and the full industry median to establish percentile rankings.

04
Benchmarking Report

Produce a benchmarking scorecard showing percentile rank on volume, pricing, and velocity — with named peer comparisons and identified gaps.

MCP Tool Calls

ToolCallsPurpose
get_sold_summary2–3Group and cohort performance data
search_active_cars1–2Active inventory benchmarking

Example Output

GROUP BENCHMARKING — Sunrise Auto Group | February 2026
══════════════════════════════════════════════════════════

                         Sunrise Auto   Industry Median   AutoNation   Lithia
Volume Rank (national)   Top 12%        —                 Top 1%       Top 1%
Avg Days on Market       29 days        38 days           32 days      35 days
Avg Transaction Price    $31,200        $28,400           $33,800      $32,100
Price vs. Market         +0.4%+2.1%        +1.2%

STRENGTHS:    DOM 24% below industry median. Efficient inventory turn.
GAPS:         Avg transaction price $2,600 below AutoNation. Pricing discipline opportunity.
PRIORITY:     Close pricing gap — 1% improvement on current volume ≈ $180K/year.

Cost Estimate

TierHeavy
API Calls5–10
MC API — best$0.008
MC API — worst$0.030
Claude — best$0.08
Claude — worst$0.18
Total range$0.09$0.21

4 benchmarking runs/month ≈ $0.50–1

Limitations

  • Group identification in sold data relies on dealership_group_name matching — groups with non-standard names may not match correctly.
  • Public peer comparisons are derived from sold transaction data, not financial filings.
  • Benchmarking scope is limited to metrics available in MarketCheck data — gross profit and F&I are not included.
  • US market only.
Dealership Group Plugin
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